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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="publisher-id">934654</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.934654</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Impacts of ocean-atmosphere teleconnection patterns on the south-central United States</article-title>
<alt-title alt-title-type="left-running-head">Rohli et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2022.934654">10.3389/feart.2022.934654</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Rohli</surname>
<given-names>Robert V.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1125696/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Snedden</surname>
<given-names>Gregg A.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1877323/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Martin</surname>
<given-names>Elinor R.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1877321/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>DeLong</surname>
<given-names>Kristine L.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/290133/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>
<institution>Department of Oceanography and Coastal Sciences</institution>, <institution>Louisiana State University</institution>, <addr-line>Baton Rouge</addr-line>, <addr-line>LA</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>
<institution>Coastal Studies Institute</institution>, <institution>Louisiana State University</institution>, <addr-line>Baton Rouge</addr-line>, <addr-line>LA</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>
<institution>United States Geological Survey</institution>, <institution>Wetland and Aquatic Research Center</institution>, <addr-line>Baton Rouge</addr-line>, <addr-line>LA</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>
<institution>School of Meteorology</institution>, <institution>University of Oklahoma</institution>, <addr-line>Norman</addr-line>, <addr-line>OK</addr-line>, <country>United States</country>
</aff>
<aff id="aff5">
<label>
<sup>5</sup>
</label>
<institution>South Central Climate Adaptation Science Center</institution>, <institution>University of Oklahoma</institution>, <addr-line>Norman</addr-line>, <addr-line>OK</addr-line>, <country>United States</country>
</aff>
<aff id="aff6">
<label>
<sup>6</sup>
</label>
<institution>Department of Geography and Anthropology</institution>, <institution>Louisiana State University</institution>, <addr-line>Baton Rouge</addr-line>, <addr-line>LA</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/918425/overview">Bin Yu</ext-link>, Environment and Climate Change, Canada</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1535084/overview">Jin-Yi Yu</ext-link>, University of California, Irvine, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/960244/overview">Shengping He</ext-link>, University of Bergen, Norway</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Robert V. Rohli, <email>rohli@lsu.edu</email>; Gregg A. Snedden, <email>sneddeng@usgs.gov</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Atmospheric Science, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>08</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>934654</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>05</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>07</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Rohli, Snedden, Martin and DeLong.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Rohli, Snedden, Martin and DeLong</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Recent research has linked the climate variability associated with ocean-atmosphere teleconnections to impacts rippling throughout environmental, economic, and social systems. This research reviews recent literature through 2021 in which we identify linkages among the major modes of climate variability, in the form of ocean-atmosphere teleconnections, and the impacts to temperature and precipitation of the South-Central United States (SCUSA), consisting of Arkansas, Louisiana, New Mexico, Oklahoma, and Texas. The SCUSA is an important areal focus for this analysis because it straddles the ecotone between humid and arid climates in the United States and has a growing population, diverse ecosystems, robust agricultural and other economic sectors including the potential for substantial wind and solar energy generation. Whereas a need exists to understand atmospheric variability due to the cascading impacts through ecological and social systems, our understanding is complicated by the positioning of the SCUSA between subtropical and extratropical circulation features and the influence of the Pacific and Atlantic Oceans, and the adjacent Gulf of Mexico. The Southern Oscillation (SO), Pacific-North American (PNA) pattern, North Atlantic Oscillation (NAO) and the related Arctic Oscillation (AO), Atlantic Multidecadal Oscillation/Atlantic Multidecadal Variability (AMO/AMV), and Pacific Decadal Oscillation/Pacific Decadal Variability (PDO/PDV) have been shown to be important modulators of temperature and precipitation variables at the monthly, seasonal, and interannual scales, and the intraseasonal Madden-Julian Oscillation (MJO) in the SCUSA. By reviewing these teleconnection impacts in the region alongside updated seasonal correlation maps, this research provides more accessible and comparable results for interdisciplinary use on climate impacts beyond the atmospheric-environmental sciences.</p>
</abstract>
<kwd-group>
<kwd>El Ni&#xf1;o/Southern Oscillation (ENSO)</kwd>
<kwd>North Atlantic Oscillation (NAO)</kwd>
<kwd>Arctic Oscillation (AO)</kwd>
<kwd>Atlantic Multidecadal Variability (AMV)</kwd>
<kwd>Pacific Decadal Oscillation (PDO)</kwd>
<kwd>Pacific/North American (PNA) pattern</kwd>
<kwd>Madden-Julian Oscillation (MJO)</kwd>
<kwd>climate impacts</kwd>
</kwd-group>
<contract-sponsor id="cn001">South Central Climate Adaptation Science Center<named-content content-type="fundref-id">10.13039/100014581</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Science Foundation<named-content content-type="fundref-id">10.13039/100000001</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Ocean-atmosphere teleconnections&#x2014;climate anomalies related to each other over large distances&#x2013;and temporally-spatially defined climate modes link weather and climate variability occurring across time and space. Understanding such linkages can enhance skill in predicting weather and climate changes at seasonal and longer time scales, which in turn can be utilized by decision makers to anticipate the environmental, economic, and social impacts of such ocean-atmosphere variability, particularly in its extreme modes. At the synoptic scale, impacts of the major teleconnections as manifested on synoptic types (<xref ref-type="bibr" rid="B213">Sheridan and Lee, 2012</xref>; <xref ref-type="bibr" rid="B148">McGregor 2017</xref>) and hydroclimatic variability (<xref ref-type="bibr" rid="B148">McGregor, 2017</xref>) have been reviewed thoroughly. Regionally, similar work has been done recently for Australia (<xref ref-type="bibr" rid="B67">Frederiksen et al., 2014</xref>), the Horn of Africa (<xref ref-type="bibr" rid="B7">Bahaga et al., 2019</xref>), and the North Polar area (<xref ref-type="bibr" rid="B23">Bushra and Rohli, 2021</xref>). The objective of this research is to review the distinguishing features of the major modes of climate variability and their teleconnections that influence the atmospheric environment of the south-central United States (SCUSA)&#x2014;defined here as the states of Arkansas, Louisiana, New Mexico, Oklahoma, and Texas&#x2014;including a description of those impacts. While a literature review through 2021 is the primary tool for meeting the objective, the varying periods of analysis, data sets employed, and variables impacted complicates the comparison of previous work. Thus, this research also includes original maps of each teleconnection&#x2019;s degree and geographic extent of influence on temperature and precipitation, using the 1950&#x2013;2020 averaging period and a modern, high-resolution data set, for comparison to the consensus of previous work on the impacts of major teleconnections on temperature and precipitation in the SCUSA.</p>
</sec>
<sec id="s2">
<title>Overview of the primary ocean-atmosphere teleconnections</title>
<p>Teleconnection research has a rich history since the identification of the Southern Oscillation (SO; <xref ref-type="bibr" rid="B258">Walker and Bliss, 1932</xref>) as the &#x201c;see-saw&#x201d; in surface atmospheric pressure anomalies between the western and eastern tropical Pacific Ocean. Related and concurrent extreme anomalies in the ocean have been known for centuries. Specifically, the El Ni&#xf1;o phenomenon is characterized by weakening or even reversal of the easterly trade winds in both hemispheres that results in cooler surface waters and shallower thermocline in the western tropical Pacific Ocean concurrent with anomalously warm near-surface waters in the eastern tropical Pacific Ocean, that produce a reduced tilt in the equatorial Pacific thermocline and reduces upwelling along the South American west coast. By contrast, the La Ni&#xf1;a phenomenon involves a strengthening of the trade winds and the Walker circulation in general that results in warmer near-surface waters and a deepening of the thermocline in the western tropical Pacific Ocean and increased tilt in the equatorial Pacific thermocline that promotes stronger upwelling and colder near-surface waters in the eastern tropical Pacific Ocean.</p>
<p>Mid-20<sup>th</sup> century technological advances in upper-air data collection, along with research emphasizing the connection of the SO to El Ni&#xf1;o (ENSO; <xref ref-type="bibr" rid="B14">Bjerknes, 1969</xref>), led to advances in understanding the SO, such as the identification of its 2- to 7-year variability (<xref ref-type="bibr" rid="B244">Trenberth, 1976</xref>; <xref ref-type="bibr" rid="B243">Trenberth, 1984</xref>), its relation to extratropical weather (<xref ref-type="bibr" rid="B251">van Loon and Rogers, 1981</xref>), complexity and geographically-varying ocean-air feedbacks (<xref ref-type="bibr" rid="B2">Alexander et al., 2002</xref>), and nonlinearity of impacts (<xref ref-type="bibr" rid="B85">Hoerling et al., 1997</xref>; <xref ref-type="bibr" rid="B88">Hsieh et al., 2006</xref>) primarily through variability in surface heat and moisture fluxes and their transport (<xref ref-type="bibr" rid="B45">Deser et al., 2010</xref>). Meanwhile, research on identifying other teleconnections of variability in the ocean-atmosphere system at various spatial and temporal scales continued, including recognition of the importance of the surface energy fluxes (<xref ref-type="bibr" rid="B45">Deser et al., 2010</xref>). In particular, <xref ref-type="bibr" rid="B9">Barnston and Livezey (1987)</xref> provided a thorough description and analysis of teleconnections that explain significant low-frequency variability in atmospheric flow.</p>
<p>The spatial domains of the SO and the other modes of climate variability to be considered in this research, as represented by correlations of the respective climate mode index with SST or another key defining atmospheric variable, are depicted in <xref ref-type="fig" rid="F1">Figure 1</xref>. Among the dozens of modes of climate variability identified since the SO, the Pacific-North American (PNA) pattern (<xref ref-type="bibr" rid="B259">Wallace and Gutzler, 1981</xref>; <xref ref-type="bibr" rid="B9">Barnston and Livezey, 1987</xref>; <xref ref-type="bibr" rid="B118">Leathers and Palecki, 1992</xref>) is among the most prominent for the SCUSA. The PNA index is obtained by obtaining the second rotated empirical orthogonal function mode of the 500&#xa0;mbar geopotential height across 0&#xb0;-90&#xb0;N, and may be an atmospheric response to forcing by ENSO (<xref ref-type="bibr" rid="B183">Renwick and Wallace, 1996</xref>; <xref ref-type="bibr" rid="B222">Straus and Shukla, 2002</xref>) with the strength of the response differing across and within ENSO phases (<xref ref-type="bibr" rid="B269">Wang et al., 2021</xref>) associated with barotropic instability in the atmosphere (<xref ref-type="bibr" rid="B214">Simmons et al., 1983</xref>) or other forcings (<xref ref-type="bibr" rid="B80">He and Wang, 2013</xref>; <xref ref-type="bibr" rid="B129">Liu et al., 2017</xref>), and with the extratropical response to ENSO changing over time (<xref ref-type="bibr" rid="B217">Soulard et al., 2019</xref>). The PNA pattern is expressed in the form of variability in the amplitude and phase of the atmospheric Rossby wave train. More specifically, an enhanced mid-tropospheric ridge over the western cordillera of North America and concurrent trough over the southeastern United States (i.e., positive PNA phase) is more commonly associated with the El Ni&#xf1;o phase of ENSO, and a dampened or reversed ridge-trough configuration over the same action centers (i.e., negative PNA phase) is more typical in the La Ni&#xf1;a phase. The PNA pattern has long been linked to North American climatic variability, including through its connection to tropical variability (<xref ref-type="bibr" rid="B156">Mo and Livezey, 1986</xref>), regarding temperature (<xref ref-type="bibr" rid="B131">Loikith and Broccoli, 2014</xref>), precipitation (<xref ref-type="bibr" rid="B81">Henderson and Robinson, 1994</xref>; <xref ref-type="bibr" rid="B128">Liu et al., 2014</xref>), and extreme weather events (<xref ref-type="bibr" rid="B11">Bentley et al., 2019</xref>). Recent research has identified a causal relationship to sea surface temperatures (SSTs) less directly related to ENSO, in the South China Sea (<xref ref-type="bibr" rid="B291">Zhang and Liang, 2021</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Centers of action for Nino3.4 <bold>(A)</bold>, AMV <bold>(E)</bold>, PDO <bold>(F)</bold>, identified by mapping their correlations with Hadley sea surface temperature (SST; <ext-link ext-link-type="uri" xlink:href="https://www.metoffice.gov.uk/hadobs/hadisst/">https://www.metoffice.gov.uk/hadobs/hadisst/</ext-link>); NAO <bold>(C)</bold>, identified by mapping its correlation with sea-level pressure (ERA5; <ext-link ext-link-type="uri" xlink:href="https://cds.climate.copernicus.eu/">https://cds.climate.copernicus.eu/</ext-link>); and PNA <bold>(B)</bold> and AO <bold>(D)</bold>, identified by mapping their correlations with 500&#xa0;hPa geopotential (ERA5; <ext-link ext-link-type="uri" xlink:href="https://cds.climate.copernicus.eu/">https://cds.climate.copernicus.eu/</ext-link>). Only regions where correlations were significant (alpha &#x3d; 0.1) are shown on the maps.</p>
</caption>
<graphic xlink:href="feart-10-934654-g001.tif"/>
</fig>
<p>The North Atlantic Oscillation (NAO; <xref ref-type="bibr" rid="B191">Rogers, 1984</xref>; <xref ref-type="bibr" rid="B9">Barnston and Livezey, 1987</xref>; <xref ref-type="bibr" rid="B117">Lamb and Peppler, 1987</xref>; <xref ref-type="bibr" rid="B93">Hurrell and van Loon, 1997</xref>; <xref ref-type="bibr" rid="B142">Marshall et al., 2001</xref>) came to prominence first, as an observed simultaneous dipole or &#x201c;see-saw&#x201d; in near-surface air temperature anomalies between Greenland and Europe (<xref ref-type="bibr" rid="B130">Loewe, 1966</xref>; <xref ref-type="bibr" rid="B250">van Loon and Rogers, 1978</xref>). The NAO has been recognized as a major forcing mechanism for transporting energy to the North Atlantic Ocean via the Atlantic Meridional Overturning Circulation (AMOC), with abundant air-sea energy exchange (<xref ref-type="bibr" rid="B187">Rodwell et al., 1999</xref>), and eventually affecting Northern Hemisphere multidecadal precipitation patterns (<xref ref-type="bibr" rid="B286">Zhang et al., 2021</xref>). The NAO-related (<xref ref-type="bibr" rid="B260">Wallace, 2000</xref>; <xref ref-type="bibr" rid="B192">Rogers and McHugh, 2002</xref>) Arctic Oscillation (AO; <xref ref-type="bibr" rid="B231">Thompson and Wallace, 1998</xref>; <xref ref-type="bibr" rid="B232">Thompson and Wallace, 2000</xref>) is also known as the Northern Hemispheric Annular Mode (NAM; <xref ref-type="bibr" rid="B233">Thompson et al., 2000</xref>), but was first described comprehensively by <xref ref-type="bibr" rid="B132">Lorenz (1951)</xref> and since has gained increasing attention as a prominent source of atmospheric flow variability in North America. The degree of coupling between the NAO and AO is now known to depend on temperature in the climate system (<xref ref-type="bibr" rid="B77">Hamouda et al., 2021</xref>).</p>
<p>The Atlantic Multidecadal Oscillation (AMO; <xref ref-type="bibr" rid="B205">Schlesinger and Ramankutty, 1994</xref>; <xref ref-type="bibr" rid="B102">Kerr, 2000</xref>) is an important and impactful, though enigmatic, ocean-atmosphere mode of climate variability in SST observed at multi-decadal time scales. The AMO had originally been named because of its characterization as an approximately 50- to 80-year cycle in which SST in the North Atlantic Ocean undergoes multi-decadal-scale variability of approximately 0.4&#xa0;C&#xb0; between the extreme phases after removing the global trend (<xref ref-type="bibr" rid="B57">Enfield et al., 2001</xref>). The AMO is now referred to as the Atlantic Multidecadal Variability (AMV) as recent evidence (<xref ref-type="bibr" rid="B139">Mann, 2021</xref>) suggests that it may not be a true oscillation. Paleoclimate reconstructions of the AMV reveal multi-decadal variability before the instrumental period, yet land- (<xref ref-type="bibr" rid="B72">Gray et al., 2004</xref>) and ocean-based reconstructions are misaligned in phasing and timing (<xref ref-type="bibr" rid="B177">Poore et al., 2009</xref>; <xref ref-type="bibr" rid="B104">Kilbourne et al., 2014</xref>), and the Loop Current in the Gulf of Mexico plays an important but complicating role (<xref ref-type="bibr" rid="B43">DeLong et al., 2014</xref>), leaving continued unanswered questions as to the AMO being a true oscillation that extends back in time. <xref ref-type="bibr" rid="B110">Knight et al. (2005)</xref> linked the AMV to thermohaline circulation variability, and <xref ref-type="bibr" rid="B52">Dima and Lohmann (2007)</xref> proposed more specifically that the AMV is modulated as freshwater variability causes a thermohaline circulation adjustment, which triggers subsequent SST response with sea ice and wind feedbacks. <xref ref-type="bibr" rid="B34">Clement et al. (2015)</xref> found that AMV variability is primarily a response to mid-latitude atmospheric forcing, with the AMOC and similar oceanic circulation responding in turn to the AMV rather than forcing it. The most recent AMV-related warming began around 1997 (<xref ref-type="bibr" rid="B56">Ellis and Marston, 2020</xref>). Interestingly, between 1995 and 2008, the Atlantic coast of the United States was one of the few places in the North Atlantic in which SSTs were not anomalously warm (<xref ref-type="bibr" rid="B3">Alexander et al., 2014</xref>). Debate continues as to the extent to which the AMV is driven by processes internal to the atmosphere-ocean system (<xref ref-type="bibr" rid="B235">Ting et al., 2009</xref>; <xref ref-type="bibr" rid="B78">Han et al., 2016</xref>; <xref ref-type="bibr" rid="B46">Deser and Phillips, 2021</xref>) related closely to the AMOC (<xref ref-type="bibr" rid="B58">Fang et al., 2021</xref>), natural external variability such as volcanic forcing (<xref ref-type="bibr" rid="B265">Wang et al., 2017</xref>; <xref ref-type="bibr" rid="B139">Mann, 2021</xref>), or anthropogenic external aerosol forcing (<xref ref-type="bibr" rid="B16">Booth et al., 2012</xref>). Several studies suggest that some combination therein appears likely (<xref ref-type="bibr" rid="B234">Ting et al., 2014</xref>; <xref ref-type="bibr" rid="B180">Qin et al., 2020</xref>), with the NAO also potentially playing a role in the relative contributions (<xref ref-type="bibr" rid="B270">Watanabe and Tatebe, 2019</xref>). <xref ref-type="bibr" rid="B288">Zhang et al. (2019)</xref> expressed hope for future improvements in the most recent climate models for more complete representation of the role of the AMOC on AMV and its impacts.</p>
<p>The analogous amorphous mode of low-frequency ocean-atmosphere variability in the Pacific Ocean initially gained widespread attention through analyses of SST in the mid-latitude and tropical Pacific (<xref ref-type="bibr" rid="B41">Davis, 1976</xref>). Specifically, North Pacific Ocean SST anomalies tended to display a simultaneous seesaw between near-coast Alaska and the central North Pacific. <xref ref-type="bibr" rid="B189">Rogers (1990)</xref> noted an atmospheric sea-level pressure (SLP; and therefore flow) seesaw in the northeastern Pacific near Alaska known as the North Pacific Oscillation (NPO). <xref ref-type="bibr" rid="B70">Gershunov and Barnett (1998)</xref> subsequently referred to the &#x201c;NPO&#x201d; as the SST (rather than the SLP) anomaly seesaw, and others have referred to a &#x201c;North Pacific mode&#x201d; (<xref ref-type="bibr" rid="B227">Tanimoto et al., 1993</xref>; <xref ref-type="bibr" rid="B8">Barlow et al., 2001</xref>) to refer to the same phenomenon. This North Pacific SST seesaw was shown to be an important modulator of within-ENSO impacts (<xref ref-type="bibr" rid="B70">Gershunov and Barnett, 1998</xref>). The collapse of fisheries off the Pacific Northwest coast of the United States in 1976 that corresponded to a shift in North Pacific SST anomalies led to the naming of the Pacific Interdecadal Oscillation (<xref ref-type="bibr" rid="B141">Mantua et al., 1997</xref>), which was shortened to the Pacific Decadal Oscillation (PDO; <xref ref-type="bibr" rid="B141">Mantua et al., 1997</xref>; <xref ref-type="bibr" rid="B12">Biondi et al., 2001</xref>; <xref ref-type="bibr" rid="B140">Mantua and Hare, 2002</xref>; <xref ref-type="bibr" rid="B166">Newman et al., 2003</xref>; <xref ref-type="bibr" rid="B208">Schneider and Cornuelle, 2005</xref>). The &#x201c;warm phase&#x201d; (&#x201c;cold phase&#x201d;) of the PDO is conventionally considered to be the phase in which SSTs near North America are anomalously warm (cold). The recent period of rapid global warming is also associated with the PDO&#x2019;s warm phase, and the slower warming period is associated with the cold phase, as internal cooling by heat storage and circulation changes in the Pacific Ocean occurs (<xref ref-type="bibr" rid="B149">Meehl et al., 2013</xref>).</p>
<p>Another widely-used climate index used to represent the mode of whole Pacific Ocean variability is the Interdecadal Pacific Oscillation (IPO) (<xref ref-type="bibr" rid="B203">Salinger et al., 2001</xref>; <xref ref-type="bibr" rid="B65">Folland et al., 2002</xref>). Further research has found three centers of action for Pacific SST anomalies known as the Tripole Index (TPI) that combines the PDO, IPO, and Southern Hemisphere PDO (SHPDO; <xref ref-type="bibr" rid="B211">Shakun and Shaman, 2009</xref>) or South Pacific Decadal Oscillation (SPDO; <xref ref-type="bibr" rid="B89">Hsu and Chen, 2011</xref>; <xref ref-type="bibr" rid="B44">DeLong et al., 2012</xref>) as the tripole of variability (<xref ref-type="bibr" rid="B82">Henley et al., 2015</xref>). The North Pacific Gyre Oscillation (NPGO; <xref ref-type="bibr" rid="B51">Di Lorenzo et al., 2008</xref>; <xref ref-type="bibr" rid="B30">Ceballos et al., 2009</xref>; <xref ref-type="bibr" rid="B50">Di Lorenzo and Mantua, 2016</xref>; <xref ref-type="bibr" rid="B242">Tranchant et al., 2019</xref>) is related to the PDO but is a distinct mode of variability. In recognition that multiple Pacific atmospheric features are occurring, that an anthropogenic influence is likely (<xref ref-type="bibr" rid="B15">Bonfils and Santer, 2011</xref>), and that like the AMV, the PDO may not be a true oscillation, recent research now uses Pacific Decadal Variability (PDV; <xref ref-type="bibr" rid="B47">Deser et al., 2012</xref>) rather than the PDO, with several PDV modes interacting with each other and ENSO (<xref ref-type="bibr" rid="B211">Shakun and Shaman, 2009</xref>; <xref ref-type="bibr" rid="B165">Newman et al., 2016</xref>). Paleoclimate reconstructions that extend the observational record back more than 300 years with corals confirm these differing modes based on their geographic location&#x2014;the IPO in the South Pacific Convergence Zone region (<xref ref-type="bibr" rid="B126">Linsley et al., 2008</xref>), the SPDO; <xref ref-type="bibr" rid="B89">Hsu and Chen (2011)</xref> or Southern Hemisphere Decadal Oscillation (SHPDO) in the southwestern Pacific Ocean (<xref ref-type="bibr" rid="B44">DeLong et al., 2012</xref>), and the PDO in the northern Pacific (<xref ref-type="bibr" rid="B59">Felis et al., 2010</xref>). Since 1976, the PDO/PDV has generally been in a so-called warm phase but currently appears to be shifting toward a cold phase, with the naming convention of the phases corresponding to the SST anomalies near Alaska.</p>
<p>The ocean-atmosphere variability patterns described briefly here (ENSO, NAO, PNA, AMV, PDV) all produce impacts to temperature, precipitation, and a variety of other atmospheric and environmental variables such as prevailing winds and runoff/streamflow at varying locations and on a variety of time scales. Moreover, the changing influence of a teleconnection on local conditions (both across space and time), or non-stationarity, is an important influence (<xref ref-type="bibr" rid="B220">Stenseth et al., 2003</xref>). The variability patterns themselves can interact, increasing the complexity and capability for prediction, with compound impacts of multiple teleconnections (<xref ref-type="bibr" rid="B225">Swain et al., 2017</xref>) that can amplify or attenuate the signal. For example, <xref ref-type="bibr" rid="B166">Newman et al. (2003)</xref> described the relationship between ENSO and the PDO, and showed that the NPO-like atmospheric SLP signal is weaker than the oceanic signature in the form of ENSO- and PDO-related SSTs. <xref ref-type="bibr" rid="B33">Chiang and Vimont (2004)</xref> reported evidence of an interannual to decadal association in SST anomalies between the tropical Atlantic and Pacific near the ITCZ, which is linked to both ENSO and the NAO. <xref ref-type="bibr" rid="B21">Budikova (2005)</xref> found that AO-temperature relationship is modulated by the PDO. <xref ref-type="bibr" rid="B158">Mokhov and Smirnov (2006)</xref> described the nature of ENSO forcing of the NAO since the mid-20th century. <xref ref-type="bibr" rid="B53">Dong et al. (2018)</xref> showed the complicated influence of the IPO on ENSO- and PNA-pattern- related weather variability. <xref ref-type="bibr" rid="B287">Zhang and Delworth (2007)</xref> found that the AMV could contribute to variability in the PNA and the PDO and other similar Pacific patterns, independent of ENSO variability. <xref ref-type="bibr" rid="B276">Wu et al. (2011)</xref> concurred with the connection between the AMV and PDO, with PDO leading the AMV by 1&#xa0;year. Most recently, <xref ref-type="bibr" rid="B179">Power et al. (2021)</xref> echoed that ENSO governs some, but certainly not all internal tropical Pacific decadal climate variability and change, as subtropical-tropical cells in the upper-ocean overturning circulation along with SST variability beyond the tropical Pacific are also important. However, even compounded and synergistic effects such as these may differ by teleconnection phase (e.g., <xref ref-type="bibr" rid="B222">Straus and Shukla, 2002</xref>). Assessment of the influence on complicated biological effects might be best characterized by the simultaneous influences of multiple teleconnections (<xref ref-type="bibr" rid="B220">Stenseth et al., 2003</xref>).</p>
</sec>
<sec id="s3">
<title>Teleconnections and the south-central United States</title>
<p>In recent years, the increased attention to the impacts of such ocean-atmosphere variability in environmental, economic, and social systems, especially at the regional and local scale (e.g., <xref ref-type="bibr" rid="B221">Steptoe et al., 2018</xref>), have made teleconnections an important part of our understanding of the climate system. One region influenced directly throughout natural and social systems is the south-central United States (SCUSA). <xref ref-type="bibr" rid="B86">Hopkinson et al. (2013)</xref> suggested that changes in hydrology during the coming century may be the most important impact of climate change on natural systems in the southeastern United States, which includes the eastern part of the SCUSA as defined here.</p>
<p>The SCUSA is an appropriate area of focus because of its expanding populations, diverse ecosystems, important agricultural and other economic sectors, significant potential for wind and solar energy generation, and geographic diversity (both highlands and lowlands, continental and coastal areas, arid West and humid East, water scarcity and water richness). The region also sits at the boundary of influences from the Pacific, Atlantic, and Gulf of Mexico, straddling the ecotone between humid and arid climates in the United States, with interplay between subtropical and extratropical circulation features and the influences of the Pacific and Atlantic Oceans and the adjacent Gulf of Mexico. These multiple influences lead to a lack of a dominant pattern of variability (e.g., ENSO, AMV), with projections for warming and drought looming (<xref ref-type="bibr" rid="B164">Naumann et al., 2018</xref>). This complicated environmental geography calls for the need to understand the climate variability in the SCUSA, particularly in light of the cascading impacts of these environmental influences through ecological and social systems.</p>
<p>The SCUSA is an understudied region vis-&#xe0;-vis atmospheric variability and change that contains wide disparities in social vulnerability to environmental hazards (e.g., <xref ref-type="bibr" rid="B151">Mihunov et al., 2018</xref>). The SCUSA has a large proportion of vulnerable populations&#x2014;in urban, rural, and borderlands, as well as indigenous nations, especially in Oklahoma but also in Louisiana (<xref ref-type="bibr" rid="B163">National Conference of State Legislatures, 2018</xref>), including the Biloxi-Chitimacha-Choctaw on Isle de Jean Charles. Moreover, despite its diverse ecoregions and lack of cohesiveness as a distinct hydroregion (<xref ref-type="bibr" rid="B49">Dethier et al., 2020</xref>), the region has relatively tight economic cohesiveness (<xref ref-type="bibr" rid="B170">&#xd3;&#x2019;hUallach&#xe1;in, 2008</xref>), with hubs in Houston and the Dallas-Fort Worth metroplex, and major increases in urbanization at the expense of agricultural lands being forecasted (<xref ref-type="bibr" rid="B1">Ahn et al., 2002</xref>; <xref ref-type="bibr" rid="B4">Alig et al., 2004</xref>).</p>
<p>This research will focus on some important causes and effects of climate variability, specifically focusing on the SCUSA, but independently of that put forth in the Intergovernmental Panel on Climate Change (IPCC) Fifth and Sixth Assessment Reports (<xref ref-type="bibr" rid="B61">IPCC, 2014</xref>; <xref ref-type="bibr" rid="B178">IPCC, 2022</xref>). <xref ref-type="bibr" rid="B42">de Chazal and Rounsevell (2009)</xref> noted the importance of integrated analysis of biodiversity, land-use change, and climate change. Improvements in the understanding of linkages and feedbacks across the climate system in the SCUSA would provide tangible benefits, such as in agriculture (<xref ref-type="bibr" rid="B107">Klemm and McPherson, 2018</xref>) and fisheries management (<xref ref-type="bibr" rid="B101">Karnauskas et al., 2015</xref>).</p>
</sec>
<sec id="s4">
<title>Data analysis and methodology</title>
<p>One challenge to understanding teleconnection patterns and their relative importance across the SCUSA is a lack of consistency in prior work between data sets and methods used. Thus, a uniform set of analyses of the relationship between climate modes (ENSO, PNA, NAO, AO, AMV, and PDO) and temperature and precipitation in each meteorological season&#x2014;December-January-February (DJF), March-April-May (MAM), June-July-August (JJA), and September-October-November (SON)&#x2014;is undertaken, using a consistent method and data set.</p>
<p>Each mode of climate variability (ENSO, PNA, NAO, AO, AMV, and PDO) is identified using a commonly-defined statistically standardized index, aggregated to monthly resolution, and displayed in <xref ref-type="fig" rid="F2">Figure 2</xref>. To measure ENSO, the Ni&#xf1;o 3.4 index (SST anomaly in the region bounded by 5&#xb0;N to 5&#xb0;S, from 170&#xb0;W to 120&#xb0;W), with values estimated back to 1877 (<xref ref-type="bibr" rid="B22">Bunge and Clarke, 2009</xref>) and 1856 (<xref ref-type="bibr" rid="B100">Kaplan et al., 1998</xref>), was selected over the SLP-based Southern Oscillation Index (<xref ref-type="bibr" rid="B198">Ropelewski and Jones, 1987</xref>), Multivariate ENSO index (<xref ref-type="bibr" rid="B275">Wolter and Timlin, 2011</xref>), or another indicator, owing to its direct reliance on SST in the central and Eastern Pacific (<xref ref-type="bibr" rid="B246">Trenberth, 1997</xref>; <xref ref-type="bibr" rid="B245">Trenberth and Stepaniak, 2001</xref>). Positive values correspond to the El Ni&#xf1;o phase, with negative indices representing La Ni&#xf1;a. The NAO was identified using the station-based NAO index (<xref ref-type="bibr" rid="B91">Hurrell, 1995</xref>), which measures the strength of the NAO as the difference between SLP in Portugal and Iceland. The PNA index (<xref ref-type="bibr" rid="B9">Barnston and Livezey, 1987</xref>) uses principal components analysis of SLP across the Northern Hemisphere. The AMV index (<xref ref-type="bibr" rid="B57">Enfield et al., 2001</xref>) uses SST across the North Atlantic, and the PDO index (<xref ref-type="bibr" rid="B76">Hamamoto and Yasuda, 2021</xref>) is constructed using principal components analysis of SST across the North Pacific. Tree-ring-based reconstructions of the AMO (e.g., <xref ref-type="bibr" rid="B268">Wang et al., 2011</xref>) and PDO (e.g., <xref ref-type="bibr" rid="B39">D&#x27;Arrigo et al., 2001</xref>) have also been used to extend the record by hundreds of years. Statistically standardized time series of the indices are shown in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Time series of annual standardized climate indices for available periods of record (blue lines are monthly values, red are 13-month moving averages). NAO and AO indices are from the Climate Prediction Center; AMV and PDO indices are determined using the Extended Reconstructed Sea Surface Temperature (ERSST) data set version 5 (<xref ref-type="bibr" rid="B90">Huang et al., 2017</xref>). Source: <ext-link ext-link-type="uri" xlink:href="https://climexp.knmi.nl/">https://climexp.knmi.nl/</ext-link>.</p>
</caption>
<graphic xlink:href="feart-10-934654-g002.tif"/>
</fig>
<p>Monthly 2-m temperature and precipitation fields (preliminary/provisional from 1950 to 1978 and combined for 1979&#x2013;2020) from the fifth-generation European Centre for Medium-range Weather Forecasts (ECMWF) Reanalysis (ERA5; <xref ref-type="bibr" rid="B38">Copernicus Climate Change Service, 2017</xref>) are aggregated into seasonal means (i.e., DJF, MAM, JJA, and SON) and correlated (separately) with each teleconnection index, for the 1950&#x2013;2020 period. ERA5 is a reanalysis product that combines <italic>in-situ</italic> observations and numerical modeling and is available at 31-km horizontal resolution (<xref ref-type="bibr" rid="B83">Hersbach et al., 2020</xref>). Reanalysis products are typically used as gridded observations for synoptic- and large-scale atmospheric circulation and are adequate for pattern identification used herein. Each variable is linearly detrended at each grid point, and anomalies are calculated by removing the average monthly climatology. One area of caution in the interpretation of results is that current gridded data sets tend to suppress precipitation extremes in the SCUSA (<xref ref-type="bibr" rid="B223">Sun et al., 2019</xref>).</p>
<p>The relationship between each pattern of variability (e.g., ENSO) and each atmospheric variable (i.e., temperature or precipitation) is assessed for each season, such that a correlation analysis is conducted between the annual ENSO index time series and the (say) DJF temperature at each grid point across the continental U.S., although the focus here is on results for the SCUSA. DJF values were assigned to the year of their January-February components. Statistical significance at the 95 percent confidence interval is assessed by a two-tailed Student&#x2019;s t-test, taking into account serial correlation (<xref ref-type="bibr" rid="B20">Bretherton et al., 1999</xref>).</p>
</sec>
<sec id="s5">
<title>Impacts of enso in the south-central United States</title>
<p>The literature suggests that, while every ENSO event is different (<xref ref-type="bibr" rid="B28">Capotondi et al., 2015</xref>), ENSO generally has more prominent and well-understood impacts on the SCUSA than other climate modes investigated. <xref ref-type="bibr" rid="B40">Danco and Martin (2018)</xref> observed the influence of ENSO on the low-level jet stream that advects heat and moisture through the SCUSA toward the Great Plains. ENSO has been shown to have a predictable influence on both temperature and precipitation in the SCUSA (<xref ref-type="bibr" rid="B266">Wang and Robertson, 2019</xref>), although <xref ref-type="bibr" rid="B295">Zhou et al. (2016)</xref> cautioned that prediction of ENSO-induced precipitation tends to underemphasize extremes substantially. The El Ni&#xf1;o phase has been linked to positive cold-season geopotential height anomalies in the southeastern United States (<xref ref-type="bibr" rid="B87">Horel and Wallace, 1981</xref>) and negative cold-season temperature departures across the United States. Gulf Coast and northern Mexico, especially in southwestern Texas and adjacent northern Mexico (<xref ref-type="bibr" rid="B92">Hurrell, 1996</xref>; <xref ref-type="bibr" rid="B239">Torbenson et al., 2019</xref>). EL Ni&#xf1;o events have also been found to be generally associated with positive precipitation anomalies throughout the same area (<xref ref-type="bibr" rid="B195">Ropelewski and Halpert, 1986</xref>; <xref ref-type="bibr" rid="B194">Ropelewski and Halpert, 1987</xref>; <xref ref-type="bibr" rid="B274">Wise et al., 2015</xref>; <xref ref-type="bibr" rid="B239">Torbenson et al., 2019</xref>), but with significant clustering of precipitation &#x201c;hotspots&#x201d; over the Gulf of Mexico (<xref ref-type="bibr" rid="B162">Munroe et al., 2014</xref>). Summertime El Ni&#xf1;o conditions also increase precipitation in the subsequent winter with La Ni&#xf1;a summers suppressing the upcoming winter&#x2019;s precipitation in much of the SCUSA (<xref ref-type="bibr" rid="B115">Kurtzman and Scanlon, 2007</xref>). The La Ni&#xf1;a phase is linked less conclusively to temperature and precipitation in the same area, but with tendencies for negative cold-season precipitation anomalies (<xref ref-type="bibr" rid="B196">Ropelewski and Halpert, 1989</xref>, <xref ref-type="bibr" rid="B197">1996</xref>; <xref ref-type="bibr" rid="B162">Munroe et al., 2014</xref>).</p>
<p>Multiple causes of these anomalies have been noted. <xref ref-type="bibr" rid="B252">Vega et al. (1998)</xref> noted the importance of displacement of mid-tropospheric ridging near the SCUSA that supports ridging during La Ni&#xf1;a events. <xref ref-type="bibr" rid="B55">Eichler and Higgins (2006)</xref> linked precipitation anomalies to displacements in storm tracks in North America and surrounding ocean environments. <xref ref-type="bibr" rid="B226">Sweet and Zervas (2011)</xref> emphasized the influence of an anomalously strong subtropical jet stream, which advects moisture (<xref ref-type="bibr" rid="B204">Sanchez-Rubio et al., 2011</xref>) that had been displaced eastward in the tropical Pacific Ocean during the El Ni&#xf1;o event, with weakening of the subtropical jet and decreased cyclogenesis in the southeastern United States and SCUSA during La Ni&#xf1;a events (<xref ref-type="bibr" rid="B195">Ropelewski and Halpert, 1986</xref>; <xref ref-type="bibr" rid="B206">Schmidt et al., 2001</xref>; <xref ref-type="bibr" rid="B146">McCabe and Muller, 2002</xref>). <xref ref-type="bibr" rid="B17">Bove et al. (1998)</xref> and <xref ref-type="bibr" rid="B176">Pielke and Landsea (1999)</xref> noted the decreases in upper-level vertical wind shear in the main hurricane development regions during La Ni&#xf1;a events and increases during El Ni&#xf1;o events, which can partially offset the &#x201c;typical&#x201d; anomalies during the early part of the cold season by increasing storm frequency during La Ni&#xf1;a conditions and reducing storm frequency during El Ni&#xf1;o conditions (<xref ref-type="bibr" rid="B73">Gray, 1984</xref>; <xref ref-type="bibr" rid="B212">Shapiro, 1987</xref>). The precipitation signature of ENSO is likely to be most important in the northern part of the SCUSA and the association with hurricanes is likely most influential in parts of the SCUSA where tropical cyclones represent an important part of the precipitation climatology, such as south coastal Texas and Louisiana, at the time of year when tropical cyclones may be a factor. However, ENSO&#x2019;s influence on tropical cyclone frequencies for the southeastern United States. Gulf of Mexico coast is likely to be reduced compared to that on the United States. Atlantic Coast (<xref ref-type="bibr" rid="B215">Smith et al., 2007</xref>).</p>
<p>Wide spatial and temporal variability in ENSO-forced temperature and precipitation anomalies are to be expected in the SCUSA as elsewhere (<xref ref-type="bibr" rid="B48">Deser et al., 2018</xref>), with the magnitude and even the sign of the winter temperature (<xref ref-type="bibr" rid="B281">Yu et al., 2012a</xref>) and precipitation anomalies affected by the location of the Pacific warm and cold pools during El Ni&#xf1;o events (<xref ref-type="bibr" rid="B289">Zhang et al., 2012</xref>). Whereas conventional El Ni&#xf1;o events are characterized by warming in the eastern tropical Pacific Ocean, the so-called El Ni&#xf1;o Modoki events (<xref ref-type="bibr" rid="B5">Ashok et al., 2007</xref>), also known as central-Pacific El Ni&#xf1;o events (<xref ref-type="bibr" rid="B98">Kao and Yu, 2009</xref>), have anomalously warm SSTs in the central Pacific Ocean flanked by cooler SST to the east and west. As Atlantic tropical cyclone landfall frequencies are suppressed less during Modoki events than during conventional El Ni&#xf1;o events on the Gulf of Mexico coast and Central America (<xref ref-type="bibr" rid="B106">Kim et al., 2009</xref>), precipitation anomalies in the SCUSA may depend on the type of El Ni&#xf1;o event. The diverging hydrometeorological responses by type of ENSO event (i.e., &#x201c;conventional&#x201d; vs. Modoki, or east-Pacific vs. central-Pacific), such as in above vs. below-normal spring Mississippi River basin precipitation, soil water hydrology, and streamflow (<xref ref-type="bibr" rid="B122">Liang et al., 2014</xref>), requires careful attention to the type of ENSO event to assess the impact. <xref ref-type="bibr" rid="B62">Flanagan et al. (2019)</xref> noticed the importance of central Pacific SSTs for producing precipitation anomalies in the southern Great Plains, including parts of the SCUSA. Nevertheless, &#x201c;conventional&#x201d; ENSO events tend to have a greater overall influence than Modoki events for the tropical Atlantic Ocean (<xref ref-type="bibr" rid="B228">Taschetto et al., 2016</xref>) westward in the SCUSA (<xref ref-type="bibr" rid="B283">Yu et al., 2017</xref>). Other studies have found that other weather phenomena across the United States respond to extreme ENSO phases, such as tornadoes being more frequent and intense in the SCUSA during winter and early spring (<xref ref-type="bibr" rid="B36">Cook et al., 2017</xref>). The observation of increased prevalence of Modoki El Ni&#xf1;o at the expense of &#x201c;conventional&#x201d; or eastern Pacific El Ni&#xf1;o (<xref ref-type="bibr" rid="B282">Yu et al., 2012b</xref>; <xref ref-type="bibr" rid="B123">Liang et al., 2015</xref>) may have implications for future ENSO impacts in the SCUSA.</p>
<p>Results, based on ERA5 for the 1950&#x2013;2020 period, illustrate the relatively strong but complex spatial and seasonal differences in ENSO influence on temperature and precipitation in the SCUSA. The most prominent temperature relationship in the SCUSA is in Texas in spring, when anomalously cold conditions occur in the El Ni&#xf1;o events and warm conditions occur in La Ni&#xf1;a events (<xref ref-type="fig" rid="F3">Figure 3</xref>). Precipitation anomalies are also most prominent in Texas during the spring, with El Ni&#xf1;o events associated with anomalously wet conditions and La Ni&#xf1;a with drier-than-normal springs (<xref ref-type="fig" rid="F4">Figure 4</xref>). Our results of generally wet anomalies during El Ni&#xf1;o events in SON (<xref ref-type="fig" rid="F4">Figure 4</xref>) align with recent research that suggests a temporally decreasing influence of El Ni&#xf1;o events on southeastern United States precipitation (<xref ref-type="bibr" rid="B155">Mo, 2010</xref>) and increasing autumn precipitation anomalies in the eastern SCUSA and adjacent Mississippi and Alabama related to El Ni&#xf1;o events (<xref ref-type="bibr" rid="B13">Bishop et al., 2019</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Correlation coefficients between the Ni&#xf1;o 3.4 index and seasonal temperature across the continental United States (1950&#x2013;2020); stippling indicates statistical significance (<italic>p</italic> &#x3c; 0.05).</p>
</caption>
<graphic xlink:href="feart-10-934654-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>As in <xref ref-type="fig" rid="F3">Figure 3</xref>, but for precipitation.</p>
</caption>
<graphic xlink:href="feart-10-934654-g004.tif"/>
</fig>
<p>The Great Plains low-level jet (GPLLJ), the Caribbean low-level jet (CLLJ), and extratropical wave trains America (<xref ref-type="bibr" rid="B113">Krishnamurthy et al., 2015</xref>) likely force the broader signals in the SCUSA during spring. Analysis of reanalyzes/observations demonstrate that ENSO has a significant impact on the strength of the GPLLJ, with a significant negative correlation in the spring and a significant positive correlation in summer (<xref ref-type="bibr" rid="B210">Schubert et al., 2004</xref>; <xref ref-type="bibr" rid="B272">Weaver et al., 2009</xref>; <xref ref-type="bibr" rid="B161">Mu&#xf1;oz and Enfield, 2011</xref>; <xref ref-type="bibr" rid="B113">Krishnamurthy et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Danco and Martin, 2018</xref>). <xref ref-type="bibr" rid="B161">Mu&#xf1;oz and Enfield (2011)</xref> discovered that colder SSTs in the Nin&#x303;o 3.4 region often result in a stronger GPLLJ in spring. Observations indicate wintertime La Nin&#x303;a induces high SLP anomalies over the Intra-Americas Sea the following spring through changes in the Walker and Hadley circulation. This leads to a strong CLLJ, which drives a stronger GPLLJ, with the GPLLJ and CLLJ significantly correlated in spring (<xref ref-type="bibr" rid="B144">Martin and Schumacher, 2011a</xref>). <xref ref-type="bibr" rid="B121">Lee et al. (2013)</xref> found that in April and May, cold SST anomalies in the Nin&#x303;o 4 region and warm SST anomalies in the Nin&#x303;o 1&#x2b;2 region work together to result in increased moisture transport from the Gulf of Mexico, which could imply a stronger GPLLJ. Another study presented a similar pattern in the summer, with a Modoki (i.e., Central Pacific) El Nin&#x303;o weakening the GPLLJ and a conventional (i.e., East Pacific) El Nin&#x303;o strengthening it (<xref ref-type="bibr" rid="B123">Liang et al., 2015</xref>).</p>
<p>Going beyond traditional associations between ENSO vs. temperature and vs. precipitation, cascading socio-ecological connections to ENSO are also important in the SCUSA. For example, ENSO is an important control over &#x201c;greenness,&#x201d; as represented by the Enhanced Vegetation Index, and explains 10 to 25 percent of variability in greenness in south-central Texas and adjacent western</p>
<p>Texas and eastern New Mexico (<xref ref-type="bibr" rid="B225">Swain et al., 2017</xref>). <xref ref-type="bibr" rid="B153">Mishra et al. (2011)</xref> and <xref ref-type="bibr" rid="B112">Konapala et al. (2018)</xref> identified linkages between ENSO and streamflow variability in Texas, with the latter finding strong but spatially and temporally inconsistent associations between El Ni&#xf1;o events and drought in the subsequent summer, particularly in southern Texas (<xref ref-type="bibr" rid="B181">Rajagopalan et al., 2000</xref>). The Texas and Oklahoma floods of May 2015 have also been linked to El Ni&#xf1;o events (<xref ref-type="bibr" rid="B267">Wang et al., 2015</xref>), and periodic Texas drought in the pre-instrumental period in the region have also been noted (<xref ref-type="bibr" rid="B218">Stahle and Cleaveland, 1988</xref>); such variability is likely associated with ENSO and potentially other teleconnections. El Ni&#xf1;o events also lead to warmer SST in the Gulf of Mexico and Caribbean Sea (see <xref ref-type="fig" rid="F1">Figure 1A</xref>) that can drive coral bleaching events that can impact fisheries in the northern Gulf of Mexico (<xref ref-type="bibr" rid="B207">Schmidt and Luther, 2002</xref>; <xref ref-type="bibr" rid="B237">Tolan, 2007</xref>; <xref ref-type="bibr" rid="B175">Piazza et al., 2010</xref>; <xref ref-type="bibr" rid="B71">Gomez et al., 2019</xref>).</p>
<p>ENSO has numerous cascading impacts on atmospheric circulation (<xref ref-type="bibr" rid="B182">Rasmusson and Carpenter, 1982</xref>) and precipitation-dependent human activities in the SCUSA. For example, the linkage of El Ni&#xf1;o events to anomalously weak surface winds, and therefore reduced ocean waves along the major shipping routes in the northernmost Pacific Ocean (<xref ref-type="bibr" rid="B32">Chen et al., 2012</xref>), impacts North America including the SCUSA, particularly considering the temporally increasing volume of trade with Asia. ENSO-forced salinity fluctuations in Louisiana estuaries contribute to decreased brown shrimp abundance following El Ni&#xf1;o events (<xref ref-type="bibr" rid="B175">Piazza et al., 2010</xref>). The SCUSA will undoubtedly be impacted if recent research (<xref ref-type="bibr" rid="B25">Cai et al., 2021</xref>) suggesting a widening ENSO-induced SST variability and therefore enhanced warm-phase-ENSO warming, along with an eastward shift and intensification of the ENSO-related PNA pattern and the Pacific-South American patterns, is realized.</p>
<p>The future of ENSO is far from certain, as some recent work suggests more extreme El Ni&#xf1;o and La Ni&#xf1;a (e.g., <xref ref-type="bibr" rid="B24">Cai et al., 2015</xref>; <xref ref-type="bibr" rid="B127">Liu et al., 2021</xref>) events, while other research (e.g., <xref ref-type="bibr" rid="B26">Callahan et al., 2021</xref>) suggests that CO<sub>2</sub> forcing will dampen ENSO events. Nevertheless, any future changes in the dominance of conventional vs. Modoki (or central-Pacific) El Ni&#xf1;o events are likely to affect SCUSA temperatures, particularly in the southeastern region (<xref ref-type="bibr" rid="B281">Yu et al., 2012a</xref>). Modoki have been projected to become more common in the future relative to the more conventional El Ni&#xf1;o-defined SST anomalies (<xref ref-type="bibr" rid="B278">Yeh et al., 2009</xref>), perhaps because of the effect of weakened equatorial easterlies that in turn flatten the eastern tropical Pacific&#x2019;s thermocline (<xref ref-type="bibr" rid="B5">Ashok et al., 2007</xref>).</p>
</sec>
<sec id="s6">
<title>Impacts of the PNA pattern in the south-central United States</title>
<p>The PNA pattern has a substantial influence on both temperature and precipitation in the SCUSA (<xref ref-type="bibr" rid="B266">Wang and Robertson, 2019</xref>). Specifically, during the PNA positive phase, the SCUSA has been found to be anomalously cool (<xref ref-type="bibr" rid="B92">Hurrell, 1996</xref>) in all months except summer, when the PNA pattern is poorly defined (<xref ref-type="bibr" rid="B119">Leathers et al., 1991</xref>). <xref ref-type="bibr" rid="B79">Hardy and Henderson (2003)</xref> noted the proclivity for more frequent cold frontal passages in western Texas during the negative PNA pattern, thereby having implications on both temperature and precipitation. <xref ref-type="bibr" rid="B54">Dong et al. (2011)</xref> linked the PNA pattern causatively to cyclonic activity in the southwestern United States including much of the SCUSA, but they cautioned that the West Pacific teleconnection (<xref ref-type="bibr" rid="B259">Wallace and Gutzler, 1981</xref>; <xref ref-type="bibr" rid="B9">Barnston and Livezey, 1987</xref>) may provide an even more direct association. Somewhat wetter than normal conditions in the coastal SCUSA have also been found to occur during the positive mode (<xref ref-type="bibr" rid="B266">Wang and Robertson, 2019</xref>), although <xref ref-type="bibr" rid="B119">Leathers et al. (1991)</xref> had found only weak associations. <xref ref-type="bibr" rid="B128">Liu et al. (2014)</xref> observed a generally negative correlation between the winter PNA pattern and the oxygen isotope ratio (&#x3b4;<sup>18</sup>O) of winter precipitation (including in nearly all of the SCUSA), showing the influence of moisture source and storm tracks on winter precipitation &#x3b4;<sup>18</sup>O.</p>
<p>The ERA5-based analysis using the extended study period largely confirms results from the existing literature regarding the PNA-temperature relationship in the SCUSA, with generally negative correlations (i.e., anomalously low temperatures accompanying the positive PNA pattern, and vice versa) in meteorological winter and (especially) spring, and weak correlations in meteorological summer and autumn (<xref ref-type="fig" rid="F5">Figure 5</xref>). Specifically, except for the extreme northern and western sectors, a negative relationship exists in meteorological winter (DJF) in the SCUSA, with the coastal southeastern corner following the pattern throughout much of the rest of the southeastern United States of significant negative correlations. By spring, the slight negative correlation in extreme northern and western SCUSA from winter is reversed, and nearly the entire SCUSA has significant negative correlation between PNA pattern and temperature. In summer, the pattern deteriorates, with the zero correlation line bisecting the SCUSA into western (negative) and eastern (positive) zones; only northeastern Arkansas joins much of the adjacent southeastern United States in displaying significant positive correlations. By autumn, even weaker relationships are found, not only across the SCUSA but also across the eastern two-thirds of the United States.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Correlation coefficients between the PNA pattern index and seasonal temperature across the continental United States (1950&#x2013;2020); stippling indicates statistical significance (<italic>p</italic> &#x3c; 0.05).</p>
</caption>
<graphic xlink:href="feart-10-934654-g005.tif"/>
</fig>
<p>The PNA-precipitation spatial pattern in the SCUSA in the ERA5 for the extended period of years (1950&#x2013;2020) is also largely similar to that described previously in the literature. Specifically, in winter and spring, relatively strong, significant positive correlations occur in much of the western and coastal SCUSA and adjacent Gulf of Mexico (<xref ref-type="fig" rid="F6">Figure 6</xref>). A substantial zone of significant negative correlations exists to the northeast of the SCUSA, with its southwest-northeast orientation suggesting that the trough-to-ridge side of the Rossby wave characteristic of a negative PNA pattern brings anomalously wet conditions to the Ohio and Tennessee Valleys. However, that zone shrinks and moves eastward from winter to spring. In summer, the area of significant positive correlations in the SCUSA is largely confined to south-central Texas, perhaps due to the increase in albeit very weak cold frontal passages (<xref ref-type="bibr" rid="B79">Hardy and Henderson, 2003</xref>), with the zone of significant negative correlations</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>As in <xref ref-type="fig" rid="F5">Figure 5</xref>, but for precipitation.</p>
</caption>
<graphic xlink:href="feart-10-934654-g006.tif"/>
</fig>
<p>(i.e., PNA-induced trough leading to abundant precipitation) pushed well to the east of the SCUSA. In autumn, no areas of significance correlations are found in the SCUSA, with only isolated pockets of significant correlations elsewhere in the United States, such as over the Ohio and Tennessee valley and coastal Virginia and North Carolina (positive) and peninsular Florida and northern New England (negative).</p>
<p>Variability in the meridionality (i.e., north-to-south or south-to-north flowing) of the PNA-defined ridge-trough configuration, including both the temperature and precipitation anomalies shown here and previously in the literature, in turn contribute to fluctuations in other environmental and human systems in the SCUSA. For example, <xref ref-type="bibr" rid="B190">Rogers and Rohli (1991)</xref> and <xref ref-type="bibr" rid="B193">Rohli and Rogers (1993)</xref> linked PNA-induced variability to economic impacts to agriculture, including in the SCUSA. The PNA pattern has also been shown to have an important control over &#x201c;greenness&#x201d; in the western SCUSA, with particular importance in New Mexico and the Texas High Plains (<xref ref-type="bibr" rid="B225">Swain et al., 2017</xref>). Based on the relationships between the PNA pattern and temperature/precipitation shown here, many other primary and secondary impacts of the PNA pattern are likely to exist in the SCUSA. However, relationships between the PNA pattern and natural and human systems seem to be documented more thoroughly elsewhere, such as in the Great Lakes region (e.g., <xref ref-type="bibr" rid="B185">Rodionov and Assel, 2003</xref>; <xref ref-type="bibr" rid="B284">Yu et al., 2014</xref>).</p>
</sec>
<sec id="s7">
<title>Impacts of the NAO and NAM (AO) in the south-central United States</title>
<p>The seesaw in pressure anomalies between the northern and subtropical North Atlantic associated with the NAO produces a chain reaction of physical responses. The NAO contributes most dominantly to winter temperatures across much of the Northern Hemisphere (Barnston and Livezey, <ext-link ext-link-type="uri" xlink:href="https://rmets.onlinelibrary.wiley.com/doi/full/10.1002/joc.3458">1987</ext-link>; <xref ref-type="bibr" rid="B92">Hurrell, 1996</xref>). A northward displacement of the polar front jet stream during the NAO&#x2019;s positive (i.e., &#x201c;warm&#x201d; or &#x201c;high&#x201d;) phase (<xref ref-type="bibr" rid="B255">Visbeck et al., 2001</xref>) generally contributes to anomalously warm and wet conditions in the eastern United States (<xref ref-type="bibr" rid="B238">Tootle et al., 2005</xref>), but with warm (<xref ref-type="bibr" rid="B92">Hurrell, 1996</xref>) and varied precipitation conditions over the SCUSA (<xref ref-type="bibr" rid="B168">Ning and Bradley, 2016</xref>; <xref ref-type="bibr" rid="B266">Wang and Robertson, 2019</xref>). Such conditions and their impacts are generally amplified in the cold season (<xref ref-type="bibr" rid="B64">Folland et al., 2009</xref>). Consistent with colder conditions in the negative (i.e., &#x201c;cold&#x201d; or &#x201c;low&#x201d;) phase of the NAO, <xref ref-type="bibr" rid="B79">Hardy and Henderson (2003)</xref> attributed their finding of increased cold frontal passages during the negative phase of the NAO in much of the SCUSA to troughing over the region and southerly displacement of the mid-latitude cyclone tracks. Negative phases of the NAO have also been shown to coincide with increased probability of cold air outbreaks across the United States (e.g., <xref ref-type="bibr" rid="B261">Walsh et al., 2001</xref>; <xref ref-type="bibr" rid="B31">Cellitti et al., 2006</xref>). Non-stationarity associated with the eastward shift of the NAO, particularly in summer (<xref ref-type="bibr" rid="B224">Sun and Wang, 2012</xref>), has likely been associated with changes in its influence over the SCUSA, and, similar to other teleconnections, temporally changing environmental, economic, and social impacts.</p>
<p>The inclusion of the ERA5 data over a longer period of time generally suggests that the correlation between temperature and the NAO index is typically insignificant in the SCUSA in all seasons. During winter, the correlation is positive across the majority of the United States, with areas of significance in the southeast and adjacent to and in the Gulf of Mexico, although not extending into the SCUSA (<xref ref-type="fig" rid="F7">Figure 7</xref>). The implication is that zonal (i.e., west-east) flow hinders the meridional transport of Arctic and polar air masses into the United States. In MAM, areas of significant positive correlations include the Gulf of Mexico and adjacent peninsular Florida, and much of the West, with simultaneous negative correlations across the Northeast and adjacent Canada, but no significant areas in the SCUSA (<xref ref-type="fig" rid="F7">Figure 7</xref>). In summer, correlations are negative, but insignificant across the SCUSA, excepting significant negative correlations in Arkansas and down the Mississippi River valley into Louisiana, extending from the Ohio River Valley, with insignificant correlations between temperature and the NAO in the SCUSA and most of the rest of the United States during SON (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Correlation coefficients between the NAO index and seasonal temperature across the continental United States (1950&#x2013;2020); stippling indicates statistical significance (<italic>p</italic> &#x3c; 0.05).</p>
</caption>
<graphic xlink:href="feart-10-934654-g007.tif"/>
</fig>
<p>The literature suggests that largest and most significant precipitation anomalies associated with the NAO tend to occur along the North Atlantic storm tracks, the Midwest, northeastern United States, and Europe (e.g., <xref ref-type="bibr" rid="B18">Bradbury et al., 2003</xref>; <xref ref-type="bibr" rid="B271">Weaver and Nigam, 2008</xref>). For example, strong correlations have been observed between central United States precipitation and the NAO index due to the influence of the GPLLJ in the summer. <xref ref-type="bibr" rid="B199">Ruiz-Barradas and Nigam (2005)</xref> and <xref ref-type="bibr" rid="B271">Weaver and Nigam (2008)</xref> found that negative phases of the NAO coincided with anomalously strong influx of moist Gulf of Mexico air into the United States interior and unseasonably high precipitation in the Midwest. <xref ref-type="bibr" rid="B253">Villarini et al. (2013)</xref> also found that in Iowa, the magnitude of the NAO index was a useful predictor in determining the occurrence of floods. However, because the positive NAO is tied to a strengthening of the North Atlantic Subtropical High, also known as the Bermuda-Azores anticyclone (BAA), which strengthens the northeast trade winds and promotes evaporation in the Caribbean Sea and Gulf of Mexico, with the opposite effects during the negative NAO phase (<xref ref-type="bibr" rid="B99">Kapala et al., 1998</xref>; <xref ref-type="bibr" rid="B135">M&#xe4;chel et al., 1998</xref>), the effect of the NAO on the SCUSA is opposite to that farther north. Specifically, the approach of the trade winds to the northwestern Gulf of Mexico, after turning northward, advects increased moisture to the SCUSA during the positive NAO phase and reduced moisture during the negative NAO, thereby contributing to the precipitation anomalies in that area (<xref ref-type="bibr" rid="B169">Oglesby and Erickson, 1989</xref>).</p>
<p>The correlations in ERA5 between precipitation and the NAO index are shown in <xref ref-type="fig" rid="F8">Figure 8</xref>, which illustrates the generally weak relationships in the SCUSA, as with temperature (<xref ref-type="fig" rid="F7">Figure 7</xref>). The most extensive areas of significant correlations in the SCUSA occur in spring, when much of Oklahoma and Texas southward along the Texas-Louisiana border and adjacent coastal areas show a positive association between precipitation and the NAO index (<xref ref-type="fig" rid="F8">Figure 8</xref>). In spring, zonality in the NAO is linked with above-normal precipitation, and meridionality brings drier air southward, suppressing precipitation totals, in these areas.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>As in <xref ref-type="fig" rid="F7">Figure 7</xref>, but for precipitation.</p>
</caption>
<graphic xlink:href="feart-10-934654-g008.tif"/>
</fig>
<p>These positive correlations are consistent with the prior studies showing increased streamflow in the Midwest and into the Lower Mississippi River basin during the positive NAO phase. Some negative correlations occur in the westernmost SCUSA in DJF and the Texas-Mexico border in JJA (<xref ref-type="fig" rid="F8">Figure 8</xref>). The NAO&#x2019;s positive phase is linked to significantly greater streamflow than its negative phase in eastern Texas and western Louisiana (middle Mississippi River basin), which aligns prominently with the Ohio, Missouri, and Upper Mississippi basin (<xref ref-type="bibr" rid="B238">Tootle et al., 2005</xref>), thereby affecting Lower Mississippi stream discharge. <xref ref-type="bibr" rid="B35">Coleman and Budikova (2010)</xref> found that the significant 1993 and 2008 Midwest flood events were both associated with a positive NAO phase preceding the events, but the NAO was in a negative phase during the flooding events. The NAO is also known to alter the effects of ENSO on tropical cyclone activity by modulating SLP associated with the BAA and associated vertical wind shear (<xref ref-type="bibr" rid="B124">Lim et al., 2016</xref>).</p>
</sec>
<sec id="s8">
<title>Impacts of the AMV in the south-central United States</title>
<p>Previous research has identified linkages between the AMV and SCUSA temperatures, through the positive correlation between tropical Atlantic SST and high cloud cover, the latter of which is indicative of convection (<xref ref-type="bibr" rid="B249">Vaideanu et al., 2018</xref>). This cloud-cover connection is corroborated by the observation of positive correlations between minimum daily temperatures and the AMV in much of North America, including the SCUSA (<xref ref-type="bibr" rid="B69">Gan et al., 2019</xref>).</p>
<p>However, more emphasis has been placed on understanding the hydrometeorological and hydrological impacts of the AMV in the SCUSA. The AMV has been tied to precipitation variability in the United States primarily through its influence on the position and intensity of the BAA. A warm-phase AMV tends to weaken the BAA, which reduces low-level &#x201c;back of high&#x201d; moisture advection into the SCUSA (<xref ref-type="bibr" rid="B116">Kushnir et al., 2010</xref>). The relationship between tropical cyclone frequency and broad-scale teleconnections seems to be most robust in the Atlantic, particularly regarding the AMV at the interannual to decadal scales (<xref ref-type="bibr" rid="B254">Vimont and Kossin, 2007</xref>). The most complete picture is provided through the synergistic effects of ENSO and the AMV (<xref ref-type="bibr" rid="B157">Mo et al., 2009</xref>), as the combination of La Ni&#xf1;a and AMV warm phase supports Atlantic-Gulf tropical cyclone activity and accumulated cyclone energy (<xref ref-type="bibr" rid="B174">Patricola et al., 2014</xref>). A paleoclimate reconstruction from a coral in eastern Caribbean suggests connection between AMV and tropical cyclone activity for 1923&#x2013;1998 (<xref ref-type="bibr" rid="B84">Hetzinger et al., 2008</xref>). Other coral-based reconstructions find strong correlation with AMV and temperature proxies that extend this record back to 1751 (<xref ref-type="bibr" rid="B105">Kilbourne et al., 2008</xref>) and central Caribbean coral hydroclimate reconstruction varies with the AMV back to 1887 (<xref ref-type="bibr" rid="B257">von Reumont et al., 2018</xref>). However, Gulf of Mexico and Bahamian coral-based reconstructions suggest mixed results with no direct AMO relationship (<xref ref-type="bibr" rid="B43">DeLong et al., 2014</xref>) to coral-SST lagging the AMO by 6&#x2013;9 years with a decreased relationship before &#x223c;1800 (<xref ref-type="bibr" rid="B201">Saenger et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Flannery et al., 2017</xref>). Sea surface temperature in the Caribbean Sea and the Gulf of Mexico plays a vital role in weather, hydroclimate, and extreme events in the SCUSA (<xref ref-type="bibr" rid="B262">Wang et al., 2006</xref>, <xref ref-type="bibr" rid="B263">2008a</xref>, <xref ref-type="bibr" rid="B264">2008b</xref>; <xref ref-type="bibr" rid="B144">Martin and Schumacher, 2011a</xref>, <xref ref-type="bibr" rid="B143">2011b</xref>, <xref ref-type="bibr" rid="B145">2012</xref>; <xref ref-type="bibr" rid="B154">Misra et al., 2014</xref>).</p>
<p>The positive mode of the AMV also appears to favor drought in the SCUSA (<xref ref-type="bibr" rid="B57">Enfield et al., 2001</xref>; <xref ref-type="bibr" rid="B188">Rogers and Coleman, 2003</xref>; <xref ref-type="bibr" rid="B147">McCabe et al., 2004</xref>; <xref ref-type="bibr" rid="B157">Mo et al., 2009</xref>). More recently, <xref ref-type="bibr" rid="B240">Torbenson and Stahle (2018)</xref> confirmed this relationship using tree-ring reconstructions by finding that the positive (warm) AMV phase is strongly associated with central United States negative precipitation anomalies in autumn (confirmed by <xref ref-type="bibr" rid="B111">Knight et al., 2006</xref>), and also in spring and summer (confirmed by <xref ref-type="bibr" rid="B167">Nigam et al., 2011</xref>), and with negative streamflow anomalies along the northern and western Gulf of Mexico coast (<xref ref-type="bibr" rid="B238">Tootle et al., 2005</xref>). <xref ref-type="bibr" rid="B37">Cook et al. (2014)</xref> found that while drought in the SCUSA is positively correlated to the AMV index, drought in the westernmost SCUSA is linked more strongly to La Ni&#xf1;a events. The mechanism responsible for such anomalies is the diversion of westward trade wind-associated moisture flow southward of the Gulf of Mexico (<xref ref-type="bibr" rid="B150">M&#xe9;ndez and Maga&#xf1;a, 2010</xref>). Perhaps the most striking example of impacts from the AMV on SCUSA drought is the evidence from a tree-ring reconstruction of the 1838 drought, which is likely to have contributed to many deaths during the so-called Trail of Tears (<xref ref-type="bibr" rid="B240">Torbenson and Stahle, 2018</xref>). Recent work supports these general findings, as long-term future decreases in streamflow associated with the AMV is projected for the southeastern United States, including Louisiana (<xref ref-type="bibr" rid="B200">Sadeghi et al., 2019</xref>), although synergistic impacts between the AMV and ENSO must also be considered (<xref ref-type="bibr" rid="B239">Torbenson et al., 2019</xref>).</p>
<p>Results from ERA5 analysis on the extended study period confirm a statistically significant positive relationship between the AMV index and the SCUSA temperature for most of the year (<xref ref-type="fig" rid="F9">Figure 9</xref>), particularly summer and autumn, and weak, insignificant correlations in spring. When combined with results from the previous studies, it appears likely that Atlantic tropical cyclone season would be impacted strongly by AMV-related variability through its impacts on Gulf of Mexico SSTs (<xref ref-type="bibr" rid="B177">Poore et al., 2009</xref>). Other paleoclimate-based research has suggested that cool North Atlantic SSTs, El Ni&#xf1;o-like conditions, and the negative phase of the NAO were associated with fewer hurricanes during the Maunder Minimum (<xref ref-type="bibr" rid="B248">Trouet et al., 2016</xref>). AMV-precipitation relationships, on the other hand, are weaker in the SCUSA, with negative correlations strongest in autumn in the interior SCUSA (<xref ref-type="fig" rid="F10">Figure 10</xref>) when Gulf of Mexico and Caribbean SSTs peak. Perhaps the coastal areas display the weaker relationship due to the influence of tropical cyclones that are energized by the warmer waters in the summer and autumn months.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Correlation coefficients between the AMV index and seasonal temperature across the continental United States (1950&#x2013;2020); stippling indicates statistical significance (<italic>p</italic> &#x3c; 0.05).</p>
</caption>
<graphic xlink:href="feart-10-934654-g009.tif"/>
</fig>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>As in <xref ref-type="fig" rid="F9">Figure 9</xref>, but for precipitation.</p>
</caption>
<graphic xlink:href="feart-10-934654-g010.tif"/>
</fig>
</sec>
<sec id="s9">
<title>Impacts of the PDO in the south-central United States</title>
<p>The role of the PDO in the observed cooler period over the central United States, including the SCUSA, in the last quarter of the 20th century amid substantial warming elsewhere, has been noted (<xref ref-type="bibr" rid="B114">Kumar et al., 2013</xref>; <xref ref-type="bibr" rid="B171">Pan et al., 2013</xref>; <xref ref-type="bibr" rid="B172">Pan et al., 2017</xref>). Responses to PDO-related temperature variability in the SCUSA are stronger in winter and spring than summer and autumn, with a tendency for negative temperature anomalies (<xref ref-type="fig" rid="F11">Figure 11</xref>), as represented by anomalously low geopotential height fields, during warm-phase PDO, and vice versa (<xref ref-type="bibr" rid="B152">Mills and Walsh, 2013</xref>). Winter precipitation (<xref ref-type="bibr" rid="B115">Kurtzman and Scanlon, 2007</xref>) and extreme precipitation (<xref ref-type="bibr" rid="B290">Zhang et al., 2010</xref>) have been shown to be greater in the SCUSA during the positive (warm) PDO phase than during the negative (cold) phase. The PDO-like IPO has also been linked to precipitation anomalies of opposing sign between China and the southwestern U.S., including the SCUSA, with particular amplification of the relationship when the AMV is in the opposite phase (<xref ref-type="bibr" rid="B277">Yang et al., 2019</xref>). <xref ref-type="bibr" rid="B147">McCabe et al. (2004)</xref> identified the linkage between cooling associated with the cold- (i.e., negative) phase PDO and drought across the conterminous United States, including the SCUSA. <xref ref-type="bibr" rid="B66">Ford et al. (2017)</xref> found that below-normal precipitation in the SCUSA is forced by a negative PDO, which had already been associated with a prolonged Medieval megadrought (<xref ref-type="bibr" rid="B134">MacDonald and Case, 2005</xref>), accompanied by a positive AMV. <xref ref-type="bibr" rid="B8">Barlow et al. (2001)</xref> recognized the synergistic influence of the cold phase of both ENSO and the PDO on the historic drought of the early to middle 1950s in the SCUSA. ERA5 analysis on the extended study period confirms the negative correlation between PDO phase and SCUSA temperature, with the relationship statistically significant across large swaths of the SCUSA in winter, spring, and summer and in the Gulf of Mexico in winter and spring months (<xref ref-type="fig" rid="F11">Figure 11</xref>). Anomalously warm Pacific waters associated with the PDO produce positive precipitation anomalies (and vice versa) in the western and coastal SCUSA in all seasons and in the Gulf of Mexico in all seasons except autumn (<xref ref-type="fig" rid="F12">Figure 12</xref>).</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Correlation coefficients between the PDO index and seasonal temperature across the continental United States (1950&#x2013;2020); stippling indicates statistical significance (<italic>p</italic> &#x3c; 0.05).</p>
</caption>
<graphic xlink:href="feart-10-934654-g011.tif"/>
</fig>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>As in <xref ref-type="fig" rid="F11">Figure 11</xref>, but for precipitation.</p>
</caption>
<graphic xlink:href="feart-10-934654-g012.tif"/>
</fig>
<p>
<xref ref-type="bibr" rid="B238">Tootle et al. (2005)</xref> linked the PDO&#x2019;s warm phase with significantly enhanced streamflow along the eastern Texas and Louisiana coast, and in eastern Oklahoma, with <xref ref-type="bibr" rid="B202">Sagarika et al. (2015)</xref> and <xref ref-type="bibr" rid="B184">Rodgers et al. (2020)</xref> concurring with these findings in the SCUSA but with low explained variance (<xref ref-type="bibr" rid="B141">Mantua et al., 1997</xref>). <xref ref-type="bibr" rid="B103">Khedun et al. (2012)</xref> elaborated on the distinction between the PDO&#x2019;s winter and spring influence (particularly when working in tandem with El Ni&#xf1;o) on the upper vs. lower Rio Grande, thereby somewhat mitigating extremes in water availability. <xref ref-type="bibr" rid="B173">Pascolini-Campbell et al. (2017)</xref> showed the importance of the positive PDO (and negative AMV) as a driver of anomalously positive streamflow in the Upper Rio Grande basin.</p>
</sec>
<sec id="s10">
<title>Intraseasonal variability: The madden-julian oscillation</title>
<p>Whereas the focus of this research is on seasonal-scale modes of climate variability and their teleconnections, the intra-seasonal tropical Madden-Julian Oscillation (MJO; <xref ref-type="bibr" rid="B285">Zhang, 2005</xref>) deserves mention because of its proximity to and influence on the SCUSA and because teleconnections are now recognized to exert an untapped source of weather predictability at the intraseasonal scale (<xref ref-type="bibr" rid="B219">Stan et al., 2017</xref>). Also known in earlier literature as the 30&#x2013;60-day Oscillation (e.g., <xref ref-type="bibr" rid="B236">Tokioka et al., 1988</xref>; <xref ref-type="bibr" rid="B60">Ferranti et al., 1990</xref>) or 40&#x2013;50-day Oscillation (e.g., <xref ref-type="bibr" rid="B137">Madden and Julian, 1994</xref>), Roland Madden and Paul Julian discovered the oscillation when analyzing zonal wind anomalies in the tropical Pacific Ocean (<xref ref-type="bibr" rid="B136">Madden and Julian, 1971</xref>). The MJO is characterized by a geographically-propagating sequence of convective pulses as revealed by spatial and temporal fluctuations in outgoing longwave radiation (<xref ref-type="fig" rid="F13">Figure 13</xref>). The location of MJO- induced convective bursts define the eight MJO phases, which are represented by an index developed by <xref ref-type="bibr" rid="B273">Wheeler and Hendon (2004)</xref> based on a pair of empirical orthogonal functions of the combined fields of near-equatorially averaged 850-hPa zonal wind, 200-hPa zonal wind, and satellite-observed outgoing longwave radiation. Phase 1 has relatively benign convection ubiquitously, while Phases 2 through 6 support vigorous convection in a west-to-east direction proceeding from the equatorial central Indian Ocean to New Guinea, and Phases 7 and 8 have milder convective clusters from the central to eastern equatorial Pacific.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Outgoing longwave radiation anomalies by Madden-Julian Oscillation phase, using data from 1979 to 2014. Source: <xref ref-type="bibr" rid="B27">Caparotta (2018)</xref>. <bold>(A&#x2013;H)</bold> represent MJO Phase 1 through 8 respectively..</p>
</caption>
<graphic xlink:href="feart-10-934654-g013.tif"/>
</fig>
<p>The MJO phase has been linked to extratropical atmospheric variability, forced largely by convection in the western tropical Pacific (<xref ref-type="bibr" rid="B133">Lukens et al., 2017</xref>) through the modulation of circulation, including through other teleconnections including ENSO (<xref ref-type="bibr" rid="B120">Lee et al., 2019</xref>), the PNA pattern (<xref ref-type="bibr" rid="B209">Schreck et al., 2013</xref>; <xref ref-type="bibr" rid="B294">Zhou et al., 2020</xref>; <xref ref-type="bibr" rid="B241">Toride and Hakim, 2021</xref>) and the NAO (<xref ref-type="bibr" rid="B29">Cassou, 2008</xref>; <xref ref-type="bibr" rid="B125">Lin et al., 2009</xref>). <xref ref-type="bibr" rid="B159">Moon et al. (2011)</xref> recognized the interplay between ENSO and MJO in modulating MJO impacts.</p>
<p>Regardless of the extent to which other teleconnections exacerbate or mitigate the effects, the MJO is known to be related to North American weather and climate through its impact on circulation. Research has related the MJO to variability in the jet stream (<xref ref-type="bibr" rid="B10">Barrett, 2019</xref>) and associated storm tracks (<xref ref-type="bibr" rid="B74">Grise et al., 2013</xref>; <xref ref-type="bibr" rid="B292">Zheng et al., 2018</xref>) and snowstorms (<xref ref-type="bibr" rid="B160">Moon et al., 2012</xref>), temperatures (<xref ref-type="bibr" rid="B293">Zhou et al., 2012</xref>), precipitation (<xref ref-type="bibr" rid="B96">Jones, 2000</xref>; <xref ref-type="bibr" rid="B143">Martin and Schumacher, 2011b</xref>), extreme precipitation (<xref ref-type="bibr" rid="B95">Jones et al., 2011</xref>), moisture in atmospheric rivers (<xref ref-type="bibr" rid="B94">Jones and Carvalho, 2014</xref>; <xref ref-type="bibr" rid="B6">Baggett et al., 2017</xref>), and tropical cyclones (<xref ref-type="bibr" rid="B256">Vitart, 2009</xref>) impacting North America. As periods of active MJO activity have been identified as important modes of cold-season circulation predictability in the Northern Hemisphere extratropics (<xref ref-type="bibr" rid="B97">Jones et al., 2004</xref>), it is not surprising that improvements in forecast skill for extreme precipitation were found with MJO active Phases 1, 2, 7, and 8, and in strong-magnitude cases of Phases 3, 4, 7, and 8 (<xref ref-type="bibr" rid="B95">Jones et al., 2011</xref>).</p>
<p>Somewhat less predictability for SCUSA temperature and precipitation is afforded by MJO phase than in most other areas of North America (<xref ref-type="bibr" rid="B186">Rodney et al., 2013</xref>). There is a suggestion of positive winter temperature anomalies in the SCUSA during Phase 4, and in the eastern SCUSA during Phase 6, and positive precipitation anomalies in the northern SCUSA during Phase 5 (<xref ref-type="bibr" rid="B293">Zhou et al., 2012</xref>), with Phases 4, 5, and 6 characterized by convective clusters that move across the Maritime Continent into the western tropical Pacific, respectively. <xref ref-type="bibr" rid="B27">Caparotta (2018)</xref> observed increased storminess in the Gulf of Mexico region during Phases 7, 8, and 1, which show relatively weak convective clusters, propagating from the central to eastern Pacific. Gulf of Mexico tropical cyclones have also been identified to be modulated by the MJO, with westerly low-level winds in the eastern Pacific far more supportive of cyclogenesis than easterly (<xref ref-type="bibr" rid="B138">Maloney and Hartmann, 2000</xref>; <xref ref-type="bibr" rid="B108">Klotzbach and Oliver, 2015</xref>), and with Phase 8 associated with enhanced likelihoods for Gulf tropical cyclogenesis (<xref ref-type="bibr" rid="B109">Klotzbach, 2014</xref>).</p>
<p>While causes of MJO-influenced intraseasonal precipitation variability in the SCUSA have been investigated thoroughly, including due to mesoscale convective systems (<xref ref-type="bibr" rid="B68">Fritsch et al., 1986</xref>) and most recently using isotopic data (<xref ref-type="bibr" rid="B223">Sun et al., 2019</xref>), relatively few studies have isolated the regional impact of the MJO. <xref ref-type="bibr" rid="B230">Thompson and Roundy (2013)</xref> observed a robust link between March-May violent tornado days in the United States, with strong representation in the SCUSA, and Phase 2, which is manifested as a deep trough over the western and central United States and veering wind anomalies from the south to the southwest with increasing height. <xref ref-type="bibr" rid="B75">Guo et al. (2017)</xref> noted the dominance of frequency over intensity of MJO-related cyclonic activity, including over the SCUSA. MJO influences on cyclogenesis and severe convective storms with damaging winds, hail, and/or tornadoes in the United States. Gulf Coastal region, including parts of SCUSA, have also been identified (<xref ref-type="bibr" rid="B27">Caparotta, 2018</xref>).</p>
<p>Recent research has begun to suggest possible future changes in the MJO. <xref ref-type="bibr" rid="B294">Zhou et al. (2020)</xref> proposed that an eastward shift in the subtropical jet exit region will extend the MJO influence more strongly eastward, toward the SCUSA. Despite the potential, little research exists connecting the MJO beyond atmospheric conditions to other human and environmental systems in the SCUSA.</p>
</sec>
<sec id="s11">
<title>Discussion and summary/conclusions</title>
<p>Multiple ocean-atmosphere modes of variability and their teleconnections explain a significant amount of variability in low-frequency atmospheric flow at seasonal and longer time scales in the south-central United States (SCUSA). While a rich literature about these teleconnections has been amassed, the use of different data sets over different periods of record with results compiled over different temporal units (i.e., months, seasons, years) complicates comparison of those results. A thorough review of recent research through 2021 regarding the environmental impacts of the teleconnections from each major mode of climate variability in the SCUSA, with a focus on temperature and precipitation, is conducted here, independently of that put forth in the Intergovernmental Panel on Climate Change (IPCC) Fifth and Sixth Assessment Reports (<xref ref-type="bibr" rid="B61">IPCC 2014</xref>; <xref ref-type="bibr" rid="B178">IPCC 2022</xref>) and the United States. National Climate Assessments. Correlation fields are then generated for each climate mode&#x2019;s index vs. seasonal temperature and (separately) precipitation using a modern, high-resolution data set from 1950 to 2020. Qualitative comparison reveals consistencies and a few differences between the literature and this analysis. In general, the teleconnections associated with the modes of climate variability examined have different degrees of impact seasonally and spatially across the SCUSA, with the spatial impact in the SCUSA varying particularly in the west-east direction. The ERA5 reanalysis product provides a more complete data set for our analysis, but because it is not comprised of direct observations, differences may occur from earlier assessments that used other data sets.</p>
<p>El Ni&#xf1;o-Southern Oscillation (ENSO) is found here to have different impacts on the SCUSA than has been revealed in previous work. The fact that ENSO events, particularly Modoki (or central-Pacific ENSO), which may play an increasing role in the future, differ substantially from each other in terms of their physical characteristics and their impacts may explain the discrepancies with and among the previous studies. The most prominent temperature relationship in the SCUSA is in Texas in spring, when anomalously cool conditions occur in the El Ni&#xf1;o phase and warm conditions occur in La Ni&#xf1;a. Precipitation anomalies are also most prominent in Texas in spring, with El Ni&#xf1;o associated with anomalously wet conditions and La Ni&#xf1;a having drier-than-normal conditions in the spring.</p>
<p>As in most of the rest of the United States, the Pacific-North American (PNA) pattern relates to temperature only in winter and spring in the SCUSA, where a negative relationship exists in meteorological winter (DJF). This suggests that mid-tropospheric ridging over the Rocky Mountain cordillera is linked to anomalously warm temperatures and mid-tropospheric troughing in the same area is associated with anomalously cold conditions. Regarding precipitation, the positive relationship in much of the western coastal SCUSA and adjacent Gulf of Mexico means that Rocky Mountain ridging brings more precipitation than average, as that region tends to be under the influence of a downstream trough, while Rocky Mountain troughing makes this area drier than usual.</p>
<p>Although the relationship between the North Atlantic Oscillation (NAO) and temperature is weak in the SCUSA, some extensive areas of significant correlations to precipitation occur in spring, when much of Oklahoma and Texas southward along the Texas-Louisiana border and adjacent coastal areas show a relationship. More specifically, with strongly zonal flow associated with the NAO associated with increased precipitation in those areas and weaker zonality linked to suppressed precipitation.</p>
<p>The two large, amorphous climate modes frequently defined based on sea-surface temperatures in the Atlantic and Pacific Oceans also have teleconnections and impacts on the SCUSA. Unlike most other modes of climate variability, the Atlantic Multidecadal Oscillation (AMO; also known as the Atlantic Multidecadal Variability (AMV)) shows its strongest influence in the SCUSA in summer. The warm-phase AMV is tied to anomalously warm SCUSA temperatures, and vice versa. AMV-precipitation relationships, on the other hand, are weaker in SCUSA, with negative correlations strongest in autumn in the interior SCUSA. This analysis verifies the existing literature regarding the impacts of the Pacific Decadal Oscillation (PDO) on the SCUSA. A slight tendency for below-normal temperatures, especially in the cold season, and above-normal precipitation in the SCUSA are apparent during the warm phase, with generally opposite results in the cold-phase PDO. The AMV influences the northern Gulf of Mexico temperatures in summer and autumn whereas the PDO has greater influence in the winter and spring. The AMV has little influence over northern Gulf of Mexico precipitation but the PDO influences precipitation for all seasons except autumn, suggesting a quasi-persistent atmospheric teleconnection between the Gulf of Mexico and the North Pacific Ocean.</p>
<p>Collectively, the SO, NAO, NAM (AO), PNA pattern, AMV, PDO, and MJO ocean-atmosphere teleconnections set up a cascade of linkages (<xref ref-type="bibr" rid="B229">Terjung, 1976</xref>) that vary seasonally across the SCUSA that can ripple across environmental, economic, and social systems. One example of such cascading influence is the future impacts of atmospheric and land-use land-cover variability in forest ecosystems (<xref ref-type="bibr" rid="B216">Sohngen and Brown, 2006</xref>). <xref ref-type="bibr" rid="B247">Trigo et al. (2002)</xref> conducted a similar analysis on effects of the NAO on Europe and the adjacent North Atlantic waters. In general, the teleconnection information collected in previous studies and summarized here could be directed toward more human-environmental systems research. To date, most such work has focused on ENSO but utility exists for connecting other teleconnection-based forcing patterns, particularly the PNA pattern, AMV, and PDO, with human-environmental systems in the SCUSA.</p>
<p>Moreover, whereas the climate modes and their teleconnections described here are important modulators of atmospheric and hydroclimatic variability in the SCUSA, other teleconnections, particularly those identified by <xref ref-type="bibr" rid="B9">Barnston and Livezey (1987)</xref> and/or the circumglobal (<xref ref-type="bibr" rid="B19">Branstator, 2002</xref>) and extratropical Asian-Bering-North American (<xref ref-type="bibr" rid="B280">Yu et al., 2018</xref>) patterns, may also exert an influence on weather and climate in this region, as these latter two modes have been shown to have a comparable influence to the PNA pattern on North American climate (e.g., <xref ref-type="bibr" rid="B279">Yu et al., 2019</xref>). It is also possible that other identified or as-yet-unidentified teleconnection patterns could also be important for understanding SCUSA climate and cascading climatic impacts. These modes and their impacts could change in a changing climate. For example, non-stationarity associated with the eastward shift of the NAO, particularly in summer (<xref ref-type="bibr" rid="B224">Sun and Wang, 2012</xref>), has likely been associated with changes in its influence over the SCUSA.</p>
</sec>
</body>
<back>
<sec id="s12">
<title>Author contributions</title>
<p>The four authors contributed equally to the development of the idea and project planning. RR led the research, writing, and editing effort, but with contributions from all four authors. GS conducted statistical analyses of the reanalysis data sets and produced and revised the figures.</p>
</sec>
<sec id="s13">
<title>Funding</title>
<p>This research is supported by the Department of the Interior South Central Climate Adaptation Science Center Cooperative Agreement G19AC00086 and the USGS Ecosystems Mission Area facilitated interactions. KD and EM supported by NSF Award Number 2102931.</p>
</sec>
<ack>
<p>The authors appreciate the support of the South Central Climate Adaptation Science Center and the Teleconnection Working Group for their contributions to the development of this study. We thank our students and postdocs, particularly Kylie Palmer, for their contributions to this study and its development. Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the United States Government.</p>
</ack>
<sec sec-type="COI-statement" id="s14">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s15">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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