Abstract
Diatoms are an important component of submarine biogenic sediments and often used for carrying out palaeoceanographical reconstructions. To understand the relationship between diatoms and environment in the western equatorial Pacific, diatoms from the Holocene sediments in the northern West Caroline Basin were selected for analysis. We made quantitative statistics on diatoms and divided diatom assemblages through cluster analysis. A total of 53 species or varieties of diatoms belonging to 22 genera were identified. The range of diatom abundance was 0-88,373 valves/g. The diatoms found were mainly oceanic warm-water species. Overall, Azpeitia nodulifera was the species with the highest contribution, followed by Hemidiscus cuneiformis and Thalassiosira pacifica with these three species together accounting for approximately 80% in this area. We identified four diatom groupings and divided the study area into three regions. Diatom assemblage I in the West Caroline Basin was mainly affected by the North Equatorial Counter Current (NECC), Antarctic Intermediate Water (AAIW) and upwelling, and the supply of nutrients was relatively high. Assemblage II in the West Caroline Ridge was less influenced by currents, and thus had lower abundance and species diversity than assemblage I. The complex diatom assemblages in the Yap Trench were probably controlled by Upper Circumpolar Deep Water (UCPW) and Lower Circumpolar Deep Water (LCPW).
1 Introduction
The West Caroline Basin is located in the core of the Western Pacific Warm Pool, where the annual average sea-surface temperature is a minimum of 28°C (; ; ). Sea temperature anomalies in the region influence climate change in the Asia-Pacific region and even the world by heating seawater and transporting radiant heat to the atmosphere (). Understanding the generation and burial of biological sediments in the region is crucial to understanding the global carbon cycle and changes in marine conditions ().
As one of the general primary producers, diatoms are an important component of submarine biogenic sediments. In sea areas where the water depth is greater than the carbonate compensation depth, fossil diatom frustules are relatively well preserved (). The distribution of diatoms in sediment deposits, and the factors that control their distributions, are often discussed by researchers when reconstructing both contemporary environments and paleoenvironments (). Diatoms from upper sediments have been studied extensively in various regions (; ), allowing for reliable paleoceanographic reconstructions. (; ). However, only a few investigations were published in the western Pacific. In the West Philippine Basin, the relative abundance of seven tropical pelagic diatoms was greater than 20%, and their distribution pattern was influenced by the flow of the Kuroshio Current (; ; ). In the southern Mariana Trench, found a large number of Ethmodiscus rex (Rattray) Hendey and other small diatoms, dominated by warm-water and eurythermal species.
The purpose of this study was to investigate the species composition and abundance of diatoms in Holocene sediments of the northern West Caroline Basin. We analyzed the environmental factors that control the distribution of diatoms by considering a series of processes, including their production, sedimentation and burial, and explored the differences of diatom assemblages in different environments and their causes. This study enriched diatom research in the western Pacific and contributed to the establishment of a comprehensive diatom–based data set, which was necessary for carrying out future paleoceanographic reconstructions in the region.
2 Study area
The study area is located in the northern West Caroline Basin (136°0′-142°0′E, 4°0′-9°0′N; Figure 1). The bathymetric range of the study area is highly variable (2395-7837 m), with an average water depth of 4,015 m, including the Yap Trench (> 6500 m), the West Caroline Ridge (< 3000 m), and a flat topographic basin in the southern part (; ). In general, the water depth gradually decreases from southwest to northeast. Because the study area is located in the deep sea, it is influenced little by continental runoff and the seawater possesses a high transparency of 20-40 m throughout the year (; ).
Figure 1
The West Caroline Basin experiences a typical tropical marine climate with high temperature and rainfall all year round (
The many currents in the western Pacific (
3 Methods
3.1 Sample information
The studied samples were obtained from the Global Change and Air-Sea Interaction Special-West Pacific Block PAC-CJ15 Submarine Sediment and Benthic Organisms Investigation Project. The samples were collected using a box corer from April to June 2017 (Zhang et al., 2021; Zhou et al., 2021). We selected 80 upper sediment samples (0-10 cm) for analysis, and the samples contained sediments since the Holocene referring to the sedimentation rate near the study area (
3.2 Diatom sample processing and identification
All samples were processed in the diatom analysis laboratory of the Third Institute of Oceanography, Ministry of Natural Resources, Xiamen, China. We prepared samples following a modified version of the method of
3.3 Data processing and statistical methods
The total abundance of diatoms is the total number of valves per gram of air-dried sediment (valves/g). Species diversity was calculated using the Shannon-Weaver index (
3.4 Environmental variables
The environmental data obtained in this study included sea-surface temperature (SST), salinity (SSS), dissolved oxygen (DO), nutrients (silicate, phosphate and nitrate), chlorophyll a, net primary production (NPP), particulate organic carbon (POC) and water depth (WD). Data such as SST and SSS were obtained in situ using the SBE 911Plus Conductivity-Temperature-Depth system; nutrient and oxygen levels were derived from the CARS2009 dataset for 1930 to 2009 with 1/2°-resolution (
4 Results
4.1 Environmental characteristics
According to the data obtained from in situ measurements and websites (Figure 2), SST at each station varied relatively little, with a range of 28.90 to 29.27°C (average 29.12°C). The SSS variation was also small, from 33.94 to 34.07 (average 33.99) whereas the DO content varied from 4.52 to 4.56 ml/l (average 4.54 ml/l). Nitrate and phosphate contents varied little, ranging from 0.03 to 0.06 µmol/l and 0.04 to 0.11 µmol/l, respectively, whereas silicate content varied widely (1.11-2.97 µmol/l) and showed a trend of gradual increase from the northeast to the southwest. This increase occurs because the study area is located in the main pathway for the invasion of the silica-rich AAIW into the Northwest Pacific Ocean (
Figure 2

Environmental characteristics of the study area.
4.2 Diatom distributions
A total of 53 species or varieties of diatoms belonging to 22 genera were identified at 80 stations. The relative percentages of each taxa were listed in the table of supplementary material. Diatom abundance varied from 0 to 88,373 valves/g, with an average of 14,319 valves/g. Some individual stations (E13, C03, B04, A01) yielded few diatoms, although diatom abundance was generally high, especially in the southern part of the study area where the abundance was generally greater than 20,000 valves/g (Figure 3). The diatom abundance and species diversity in the southern deep-sea basin of the study area were higher than those in the West Caroline Ridge and Yap Trench in the north. Correlation analysis showed a strong positive correlation between diatom abundance and the content of chlorophyll a and POC (Table 1). Silicate was the most significant environmental factor affecting the distribution of diatom abundance, and there was a negative correlation between phosphate and diatom abundance.
Figure 3

Total diatom abundance and Shannon-Weaver index.
Table 1
| PCCs | WD | SST | SSS | DO | Si | N | P | NPP | Chlor | POC |
|---|---|---|---|---|---|---|---|---|---|---|
| DA | 0.339** | 0.227* | 0.233* | 0.224* | 0.562** | 0.329** | -0.367** | 0.529** | 0.548** | 0.581** |
Results of the correlation analysis between diatom abundance and environmental factors.
*indicates significant correlation (p < 0.05), ** indicates significant correlation (p < 0.01); WD, water depth; SST, sea-surface temperature; SSS, sea-surface salinity; DO, dissolved oxygen; Si, silicate; N, nitrate; P, phosphate; NPP, net primary production; Chlor, chlorophyll a; POC, particulate organic carbon; DA, diatom abundance.
In this study, diatoms with relative percentages more than 10% were designated as dominant species, and those with percentages greater than 5% but less than 10% were designated as sub–dominant species (
Table 2
| Dominant species (Relative abundance >10%) | Sub-dominant species (Relative abundance 5-10%) | ||||
|---|---|---|---|---|---|
| Name | Abundance range (%) | Average abundance(%) | Name | Abundance range (%) | Average abundance(%) |
| Azpeitia africanus Janisch | 0-15.00 | 2.57 | Coscinodiscus argus Ehrenberg | 0-6.25 | 0.84 |
| Azpeitia nodulifera A. Schmidt | 34.19-100 | 69.86 | Coscinodiscus decrescens Grunow | 0-6.52 | 0.32 |
| Coscinodiscus sp. | 0-25.00 | 3.65 | Roperia tesselata (Rop.) Grunow | 0-5.71 | 0.43 |
| Hemidiscus cuneiformis Wallich | 0-19.05 | 6.19 | Thalassionema nitzschioides Grunow | 0-8.55 | 0.40 |
| Synedra sp. | 0-18.43 | 2.47 | Thalassiosira excentrica (Ehr.) Cleve | 0-7.51 | 0.82 |
| Synedra tabulata (Ag.) Kuetzing | 0-29.06 | 2.31 | |||
| Thalassiosira leptopus (Grun) Hasle et G. Fryxell | 0-25.00 | 1.58 | |||
| Thalassiosira pacifica Gran et Angst | 0-11.36 | 3.69 | |||
Species represented in Holocene sediments in the study area.
Station E13 (where no diatoms were found) was excluded from the calculation of the relative percentage content of diatoms in this study.
Figure 4

Distributions of dominant diatom species in Holocene sediments.
All stations in the study area were dominated by warm-water diatoms (Figure 5), which constituted on average 79.81% of the diatom abundance. The most abundant species were A. nodulifera, H. cuneiformis and A. africanus, which made up 78.62% of the total. Other warm-water species included Asteromphalus heptactis, Asterolampra marylandica, Asterolampra sp., Coscinodiscus radiatus, Mastogloia cocconeiformis, Rhizosolenia bergonii, Roperia tesselata and Triceratium pentacrinus. This diversity of warm-water species was consistent with the environmental conditions of the Western Pacific Warm Pool, where the study area was located. In addition, because of the location in the deep sea, the diatoms were mainly planktonic taxa (average 99.67%) and benthic diatoms occurred only sporadically in the study area (Figure 5).
Figure 5

Distribution of warm-water and benthic diatom species.
Ethmodiscus rex fragments were widely distributed in the West Caroline Basin (Figure 6). The valves of E. rex are huge and readily broken, so most of the individuals recorded were present as fragments. High concentrations of E. rex fragments were mainly recorded at stations in the deeper basins and troughs in the southern part of the study area, whereas the number of fragments in the shallow West Caroline Ridge was generally low. The correlation analysis showed that E. rex abundance had a weak positive correlation with WD. The study of E. rex in the southern Mariana Trench by
Figure 6

Distribution of Ethmodiscus rex fragments in the study area. There are definitions for 'a few' (< 10,000 per g), 'many' (10,000–1,000,000 per g) and 'a great many' (> 1,000,000 per g).
4.3 Statistical analysis
For the statistical analysis of species data, species with relative percentages > 2% were selected and rare species (those occurring at fewer than five stations) were excluded. The environmental data included WD, SST, SSS, silicate, nitrate, phosphate, DO, POC, NPP and chlorophyll a. The RDA results for environmental variables and samples, and for environmental variables and diatom species, are provided in Table 3 and Figures 7, 8. The first two RDA axes explained 35.8% and 23.2% of the total variation, respectively. Correlation between environmental variables and RDA axes are shown by both length and angle of arrows. Using cluster analysis, the 80 samples could be divided into four groupings based on the composition of the diatom species and diatom abundance (Figures 7, 9).
Table 3
| Axes | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
|---|---|---|---|---|---|---|---|---|---|---|
| Eigenvalues | 0.01033 | 0.00669 | 0.00384 | 0.00274 | 0.00169 | 0.00104 | 0.00092 | 0.00088 | 0.00051 | 0.00020 |
| Proportion explained | 0.35827 | 0.23220 | 0.13328 | 0.09490 | 0.05856 | 0.03594 | 0.03185 | 0.03065 | 0.01754 | 0.00679 |
| Cumulative proportion | 0.35827 | 0.59047 | 0.72375 | 0.81865 | 0.87721 | 0.91316 | 0.94501 | 0.97566 | 0.99321 | 1.00000 |
Summary of RDA analyses.
Figure 7

RDA biplot of environmental variables and samples. The eigenvalues for RDA axis 1 and 2 are 0.010 and 0.007, respectively. SST, sea-surface temperature; SSS, sea-surface salinity; DO, dissolved oxygen; Si, silicate; P, phosphate; N, nitrate; POC, particulate organic carbon; Chlor, chlorophyll a; NPP, net primary production; WD, water depth.
Figure 8

RDA biplot of diatom taxa and environmental factors. The eigenvalues for RDA axis 1 and 2 are 0.010 and 0.007, respectively. SST, sea-surface temperature; SSS, sea-surface salinity; DO, dissolved oxygen; Si, silicate; P, phosphate; N, nitrate; POC, particulate organic carbon; Chlor, chlorophyll a; NPP, net primary production; WD, water depth.
Figure 9

Distribution of diatom assemblages in the study area. The red arrow represents the NECC, the green arrow represents the AAIW and the yellow arrows represent deep currents.
4.3.1 Diatom assemblage I: A. nodulifera-H. cuneiformis-S. tabulata-A. undulatus
Assemblage I occurred at most stations, particularly in the deep-sea basins in the central and southern part of the study area. The diatoms were mainly oceanic warm-water species A. nodulifera and H. cuneiformis, with some coastal species (e.g., S. tabulata, C. argus, and Coscinodiscus divisus) and a few benthic species, such as A. undulatus. The percentage abundances of the species in the assemblage were as follows: A. nodulifera 34.19% to 90.70% (average 68.16%); H. cuneiformis 0% to 15.16% (average 5.70%); S. tabulata 0% to 29.06% (average 2.87%); and A. undulatus 0% to 2.04% (average 0.32%). The total diatom abundance in this assemblage was generally high (3,696-88,373 valves/g), with an average of 17,826 valves/g. In addition, warm-water species only accounted for 78.37% of the assemblage, because of the relatively high number of eurythermal species. Assemblage I was positively correlated with SST and silicate and negatively correlated with phosphate and represents a tropical oceanic environment.
4.3.2 Diatom assemblage II: A. nodulifer-H. cuneiformis-T. pacifica-C. argus
Assemblage II was mainly detected in the northern part of the study area at the West Caroline Ridge. This assemblage has a species composition similar to Assemblage I, dominated by A. nodulifera, H. cuneiformis and T. pacifica. The relative percentages were: A. nodulifera 63.16% to 91.3% (average 76.89%); H. cuneiformis 0% to 19.05% (average 8.52%); T. pacifica 0% to 8.11% (average 2.41%); and the coastal species C. argus 0% to 5.41% (average 1.53%). Compared to Assemblage I, the total diatom abundance of this assemblage was markedly lower (640-2483 valves/g), with an average of 1,705 valves/g, and warm-water species accounted for 88.04% of the assemblage. Assemblage II was positively correlated with phosphate and negatively correlated with SST and silicate. The water depth of its tropical oceanic environment is shallower than Assemblage I.
4.3.3 Diatom assemblage III: A. nodulifera-H. cuneiformis-C. argus
Assemblage III was detected at two stations, A01 and B04, located in the waters near the Yap Trench. This assemblage exhibited both a low total diatom abundance (average 132 valves/g) and a relatively homogeneous species composition, with only three diatom species identified. The average abundances of A. nodulifera, H. cuneiformis and C. argus were 87.5%, 9.375% and 3.125%, respectively. Warm-water species represented a maximum of 96.875% of the total. Assemblage III was positively correlated with phosphate and DO.
4.3.4 Diatom assemblage IV (station C03): A. nodulifera-T. leptopus
The fourth assemblage only included station C03, located in the southern Yap Trench. The total abundance of diatoms at this station was only 76 valves/g, of which A. nodulifera constituted 50%, T. leptopus made up 25%, and the remainder were Coscinodiscus sp. The proportion of warm-water species was 50%. Assemblage IV was negatively correlated with DO and WD.
5 Discussion
5.1 Indication of diatoms in Holocene sediments to environment
In the study area, warm-water diatoms possessed an absolute advantage, with the lowest percentage abundance of these diatoms being 44.44% at station I06, indicating a tropical oceanic environment. The tropical pelagic species A. nodulifera was the most abundant diatom at each station, consistent with the view that A. nodulifera is the main component of diatom assemblages in the surface sediments of the tropical Pacific (
T. nitzschioides is widely distributed at low latitudes, and is often used as an indicator of upwelling and increased production in coastal areas; however, the species is as abundant in nutrient-poor open oceans as in coastal areas, and is described as a cosmopolitan species (
Figure 10

Distribution of T. nitzschioides in the study area.
5.2 Diatom assemblages and their environmental significance
The distribution of diatoms in sediments is directly related to the different temperature and salinity conditions in the euphotic zone; however, diatom frustules experience dissolution in the water column, current transport and various geological processes during sinking and after deposition on the seafloor. As a result, there are many factors affecting the distribution of diatoms in sediments (Zhang et al., 2013;
5.2.1 West Caroline Basin
Compared with the northern part of the study area, the deep-sea basin has higher primary production. Correspondingly, the total abundance of assemblage I is obviously higher than other assemblages. Sufficient nutrients are needed for diatoms to flourish in this area, and the supply of nutrients is likely from horizontal and vertical current transport.
Previous studies have shown that the NECC is the main cause of high chlorophyll a in the surface water of the Western Pacific Warm Pool and the New Guinea Coastal Current transports nutrients that fertilize the southern waters of the NECC region (
Different diatom species have different nutrient requirements and the ratio of nutrients in water has a significant effect on diatom species diversity and abundance (
5.2.2 West Caroline Ridge
The low total abundance of assemblage II (640-2,483 valves/g) in the West Caroline Ridge is caused by the weak influence of NECC and AAIW in this region, resulting in limited supply of nutrients. The absence of T. nitzschioides in assemblage II also suggests that this region is hardly influenced by upwelling. Meanwhile, sediments on the ridge are easily scoured by currents (
As can be seen in Figure 2, the phosphate levels were relatively high in the West Caroline Ridge, and assemblage II was positively correlated with phosphate. Accordingly, the relative abundance of A. nodulifera and H. cuneiformis was very high (85.42%). The presence of coastal species such as C. argus, Actinocyclus ehrenbergii and Bacteriastrum hyalinum in assemblage II indicates an input of terrestrial material from the northern islands.
5.2.3 Yap Trench
Similar to the West Caroline Ridge, the Yap Trench is located at the margin of the NECC and is less affected by this current, causing diatom abundance to be generally low. In addition, the diatom species composition varied greatly among stations in this area, and the distribution of diatom assemblages was complex. Previous studies have shown that UCPW and LCPW (deeper than UCPW) are the main deep water masses in the Yap Trench and form a counterclockwise circulation in the south of the trench (
6 Conclusions
A total of 53 diatom species or varieties belonging to 22 genera were identified in Holocene sediments of the northern West Caroline Basin. Diatom abundance varied from 0 to 88,373 valves/g, with an average of 14,319 valves/g. The dominant diatom species were A. africanus, A. nodulifera, Coscinodiscus sp., H. cuneiformis, Synedra sp., S. tabulata, T. leptopus and T. pacifica. Warm-water diatom species were overwhelmingly dominant, with the tropical oceanic species A. nodulifera being the dominant component in the diatom assemblages. T. nitzschioides reflected the upwelling and increased production in the West Caroline Basin.
Four groupings of diatoms were identified by cluster analysis and the study area could be divided into three regions. Diatom assemblage I in the West Caroline Basin was mainly affected by NECC, AAIW and upwelling, and the supply of nutrients was sufficient to maintain relatively high productivity. Assemblage II in the West Caroline Ridge was less influenced by currents, and the diatom species were dominated by A. nodulifera and H. cuneiformis, with less species diversity. The complex diatom assemblages in the Yap Trench were probably controlled by the deep UCPW and LCPW currents.
This study is the first to investigate Holocene diatom assemblage distributions and reveal their reflection on the environment in the West Caroline Basin, providing fundamental new information for paleoceanographic reconstruction in the western Pacific based on fossil diatom records.
Statements
Data availability statement
The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.
Author contributions
MC: conceptualization, methodology, writing - review and editing, supervision. GH: data curation, drawing, writing - original draft. JisX: resources, investigation, background information collection. CW: data curation. JizX: resources, investigation. HQ: supervision, writing - references editing. AZ: Chinese to English. All authors contributed to the article and approved the submitted version.
Funding
We acknowledge financial support from the National Key Research and Development Program of China (Grant No. 2019YFE0124700), the Global Change and Air-Sea Interaction Project granted by the Ministry of Natural Resources of China (Grant No. GASI-02-PACCJ15), and the National Natural Science Foundation of China (41976198, 91858203).
Acknowledgments
We are grateful to the crew and scientists on the GASI-02-PAC-CJ15 cruise, who collected the samples analyzed in this study. We thank Sev Kender, from Liwen Bianji (Edanz) (www.liwenbianji.cn) for editing the English text of a draft of this manuscript.
Conflict of interest
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.
Publisher’s note
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.
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmars.2023.1110621/full#supplementary-material
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Summary
Keywords
diatom, western equatorial Pacific, environmental significance, West Caroline Basin, Holocene sediment
Citation
Chen M, Huang G, Xu J, Wang C, Xu J, Qi H and Zhang A (2023) Diatom distribution in Holocene sediments from the northern West Caroline Basin (western equatorial Pacific) and their environmental significance. Front. Mar. Sci. 10:1110621. doi: 10.3389/fmars.2023.1110621
Received
29 November 2022
Accepted
20 January 2023
Published
09 February 2023
Volume
10 - 2023
Edited by
Yanpei Zhuang, Jimei University, China
Reviewed by
Jinpeng Zhang, Guangzhou Marine Geological Survey, China; Chun Chen, Island Research Center of the Ministry of Natural Resources, China; Alexander Matul, P.P. Shirshov Institute of Oceanology (RAS), Russia
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© 2023 Chen, Huang, Xu, Wang, Xu, Qi and Zhang.
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.
*Correspondence: Min Chen, chenmin@tio.org.cn; Jishang Xu, jishangxu@ouc.edu.cn
This article was submitted to Marine Ecosystem Ecology, a section of the journal Frontiers in Marine Science
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