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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">999192</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2022.999192</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Transcriptome expression profile of compound-K-enriched red ginseng extract (DDK-401) in Korean volunteers and its apoptotic properties</article-title>
<alt-title alt-title-type="left-running-head">Ahn 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/fphar.2022.999192">10.3389/fphar.2022.999192</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Ahn</surname>
<given-names>Jong Chan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mathiyalagan</surname>
<given-names>Ramya</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nahar</surname>
<given-names>Jinnatun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ramadhania</surname>
<given-names>Zelika Mega</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1942692/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kong</surname>
<given-names>Byoung Man</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lee</surname>
<given-names>Dong-Wook</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Choi</surname>
<given-names>Sung Keun</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lee</surname>
<given-names>Chang Soon</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Boopathi</surname>
<given-names>Vinothini</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Dong Uk</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1281655/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kim</surname>
<given-names>Bo Yeon</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Park</surname>
<given-names>Hyon</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname>
<given-names>Deok Chun</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/1281655/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kang</surname>
<given-names>Se Chan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Graduate School of Biotechnology</institution>, <institution>College of Life Sciences</institution>, <institution>Kyung Hee University</institution>, <addr-line>Yongin-si</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Oriental Medicinal Biotechnology</institution>, <institution>College of Life Science</institution>, <institution>Kyung Hee University</institution>, <addr-line>Yongin-si</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Hanbangbio Inc.</institution>, <addr-line>Yongin-si</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Daedong Korea Ginseng Co., Ltd.</institution>, <addr-line>Geumsan-gun</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Exercise Nutrition &#x26; Biochemistry Lab</institution>, <institution>Kyung Hee University</institution>, <addr-line>Yongin-si</addr-line>, <country>South Korea</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/1635905/overview">Guangbo Fu</ext-link>, Huaian No.1 People&#x2019;s Hospital Nanjing Medical University, China</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/1852111/overview">Dong Bai</ext-link>, Institute of Basic Theory for Chinese Medicine, China Academy of Chinese Medical Science, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2041396/overview">Nailiang Zhu</ext-link>, Xinyang Agriculture and Forestry University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Deok Chun Yang, <email>dcyang@khu.ac.kr</email>; Se Chan Kang, <email>sckang@khu.ac.kr</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Experimental Pharmacology and Drug Discovery, a section of the journal Frontiers in Pharmacology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>999192</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>07</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>10</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Ahn, Mathiyalagan, Nahar, Ramadhania, Kong, Lee, Choi, Lee, Boopathi, Yang, Kim, Park, Yang and Kang.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Ahn, Mathiyalagan, Nahar, Ramadhania, Kong, Lee, Choi, Lee, Boopathi, Yang, Kim, Park, Yang and Kang</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>Ginseng and ginsenosides have been reported to have various pharmacological effects, but their efficacies depend on intestinal absorption. Compound K (CK) is gaining prominence for its biological and pharmaceutical properties. In this study, CK-enriched fermented red ginseng extract (DDK-401) was prepared by enzymatic reactions. To examine its pharmacokinetics, a randomized, single-dose, two-sequence, crossover study was performed with eleven healthy Korean male and female volunteers. The volunteers were assigned to take a single oral dose of one of two extracts, DDK-401 or common red ginseng extract (DDK-204), during the initial period. After a 7-day washout, they received the other extract. The pharmacokinetics of DDK-401 showed that its maximum plasma concentration (Cmax) occurred at 184.8 &#xb1; 39.64&#xa0;ng/mL, Tmax was at 2.4&#xa0;h, and AUC<sub>0&#x2013;12h</sub> was 920.3 &#xb1; 194.70&#xa0;ng h/mL, which were all better than those of DDK-204. The maximum CK absorption in the female volunteers was higher than that in the male volunteers. The differentially expressed genes from the male and female groups were subjected to a KEGG pathway analysis, which showed results in the cell death pathway, such as apoptosis and necroptosis. In cytotoxicity tests, DDK-401 and DDK-204 were not particularly toxic to normal (HaCaT) cells, but at a concentration of 250&#xa0;&#x3bc;g/mL, DDK-401 had a much higher toxicity to human lung cancer (A549) cells than DDK-204. DDK-401 also showed a stronger antioxidant capacity than DDK-204 in both the DPPH and potassium ferricyanide reducing power assays. DDK-401 reduced the reactive oxygen species production in HaCaT cells with induced oxidative stress and led to apoptosis in the A549 cells. In the mRNA sequence analysis, a signaling pathway with selected marker genes was assessed by RT-PCR. In the HaCaT cells, DDK-401 and DDK-204 did not regulate FOXO3, TLR4, MMP-9, or p38 expression; however, in the A549 cells, DDK-401 downregulated the expressions of MMP9 and TLR4 as well as upregulated the expressions of the p38 and caspase-8 genes compared to DDK-204. These results suggest that DDK-401 could act as a molecular switch for these two cellular processes in response to cell damage signaling and that it could be a potential candidate for further evaluations in health promotion studies.</p>
</abstract>
<kwd-group>
<kwd>fermented red ginseng</kwd>
<kwd>compound K (CK)</kwd>
<kwd>pharmacokinetics</kwd>
<kwd>clinical trial</kwd>
<kwd>mRNA sequence</kwd>
<kwd>antioxidant</kwd>
<kwd>cancer</kwd>
<kwd>inflammation</kwd>
</kwd-group>
<contract-sponsor id="cn001">Korea Institute of Planning and Evaluation for Technology in Food, Agriculture and Forestry<named-content content-type="fundref-id">10.13039/501100014189</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Research Foundation of Korea<named-content content-type="fundref-id">10.13039/501100003725</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Traditional Chinese medicine (TCM) is the oldest medicinal practice in history, and its basic rule is to incorporate the principles of Yin and Yang in all of its therapeutics. Various other medical systems, particularly oriental medicine rooted in Chinese medicine, are still considered valid (<xref ref-type="bibr" rid="B9">Borman and Kim, 1966</xref>). Given that ginseng is mentioned as a medicinal herb in the Classic Herbal of Shennong, which was written around 100 CE, it is apparent that the therapeutic history of ginseng began in the ancient times (<xref ref-type="bibr" rid="B20">Dharmananda, 2002</xref>). Ginseng is a common name for plants in the Panax family. In Chinese, &#x201c;gin&#x201d; refers to man, and &#x201c;seng&#x201d; means essence; it was known as a gift to man from the deity of the mountains in ancient times. It is also known as a plant made of crystals of the essence needed to cure human diseases (<xref ref-type="bibr" rid="B30">Hu, 1976</xref>). In addition to historical references, fossil evidence shows that plants from the Araliaceous family existed 65 million years ago, and the Panax species are about 38 million years old (<xref ref-type="bibr" rid="B17">Court, 2000</xref>). The book of Shanghan Lun, written in 220 CE, mentions the medical applications of and methods to measure 107 formulas, of which 21 contain ginseng. Even today, most people practicing TCM follow the formulations of Shanghan Lun. Dharmananda (<xref ref-type="bibr" rid="B20">2002</xref>) documented the medical history of ginseng from 220 CE to the 20th century. Experts in various fields, such as oncology (<xref ref-type="bibr" rid="B47">Majeed et al., 2018</xref>; <xref ref-type="bibr" rid="B52">Nakhjavani et al., 2019</xref>; <xref ref-type="bibr" rid="B79">Yu-hang et al., 2019</xref>), central nervous system (<xref ref-type="bibr" rid="B61">Radad et al., 2011</xref>), energy metabolism (<xref ref-type="bibr" rid="B80">Zhang et al., 2017</xref>), stroke (<xref ref-type="bibr" rid="B44">Liu et al., 2019</xref>), depression (<xref ref-type="bibr" rid="B32">Jin et al., 2019</xref>), infectious diseases (<xref ref-type="bibr" rid="B53">Nguyen and Nguyen, 2019</xref>), neurology (<xref ref-type="bibr" rid="B31">Huang et al., 2019</xref>), skin disorders (<xref ref-type="bibr" rid="B38">Kim and Kim, 2018</xref>), Parkinson&#x2019;s disease (<xref ref-type="bibr" rid="B25">Gonz&#xe1;lez-Burgos et al., 2015</xref>), autophagy (<xref ref-type="bibr" rid="B76">Wu et al., 2019</xref>), inflammation (<xref ref-type="bibr" rid="B62">Ramadhania et al., 2022</xref>), diabetes (<xref ref-type="bibr" rid="B85">Zhou et al., 2019</xref>), hepatology (<xref ref-type="bibr" rid="B24">Gao et al., 2017</xref>), obesity (<xref ref-type="bibr" rid="B42">Li and Ji, 2018</xref>), mitochondrial activity (<xref ref-type="bibr" rid="B86">Zhou et al., 2019c</xref>), cardiology (<xref ref-type="bibr" rid="B83">Zheng et al., 2012</xref>), antimicrobials (<xref ref-type="bibr" rid="B36">Kachur and Suntres, 2016</xref>), immune functions (<xref ref-type="bibr" rid="B37">Kang and Min, 2012</xref>; <xref ref-type="bibr" rid="B63">Riaz et al., 2019</xref>), and molecular signaling pathways (<xref ref-type="bibr" rid="B50">Mohanan et al., 2018</xref>), have reviewed the continuous details of ginseng&#x2019;s efficacy to understand how the ginsenosides disrupt diseases as well as their related mechanisms. Ginseng is generally classified into white, red, and black ginseng according to different stages of processing, and all of these ginseng products are available in the market. Depending on the stage of processing, the therapeutic metabolite content varies widely. The different therapeutic functions attributed to products from different steps have been classified previously (<xref ref-type="bibr" rid="B33">Jin et al., 2015</xref>; <xref ref-type="bibr" rid="B65">Shin et al., 2019</xref>; <xref ref-type="bibr" rid="B87">Zhu et al., 2019</xref>). The dried fresh roots are called white ginseng. The process of obtaining red ginseng begins by washing the fresh ginseng roots in water to remove soil particles; then, they are steamed at 90&#x2013;98 &#xb0;C for 1&#x2013;3 h. This process is repeated once or twice more to achieve appropriate gelatinization of the ginseng starch; the product is then dried until the root has a moisture content of 15&#x2013;18%. This processing method has been used since 1123 CE, although it has been optimized in various ways (<xref ref-type="bibr" rid="B41">Lee et al., 2015</xref>). The value of the resulting formulation depends upon the key chemical ingredient, i.e., tri-terpenoid saponins called ginsenosides, which are the key metabolites of ginseng (<xref ref-type="bibr" rid="B16">Christensen, 2008</xref>; <xref ref-type="bibr" rid="B45">Liu, 2012</xref>; <xref ref-type="bibr" rid="B8">Boopathi et al., 2020</xref>). Ginsenosides are classified into major and minor based on their molecular weights. Naturally biosynthesized ginsenosides in plants are called major ginsenosides, and the converted forms are called minor ginsenosides. The conversion method involves hydrolysis of the glycose molecules in the backbone moiety using physical (heat, microwave, and puffing), chemical (acid and alkali), or enzymatic (various glycosidase enzymes, genetic engineering, lactic acid bacteria) techniques. The bioavailability of the major and minor ginsenosides are the key issue in promoting ginsenosides as drug candidates. Ginsenoside compound K (CK) is one of the major metabolites that reaches systemic circulation, where it has its various pharmacological effects (<xref ref-type="bibr" rid="B64">Sharma and Lee, 2020</xref>; <xref ref-type="bibr" rid="B51">Murugesan et al., 2022</xref>). Recently, the benefits of fermented functional food products (i.e., probiotics) that enhance human gut health and immunity have gained attention for their potential in treating various chronic diseases. The ginseng functional food industry has also risen to leverage the efficacy of ginseng. Another current trend focuses on the advantages of drug combinations over individual drugs, with primarily enhanced efficacy in slowing or reversing disease progression and reduced side effects (<xref ref-type="bibr" rid="B43">Liu et al., 2020</xref>). However, choosing effective combinations through trial and error is both tedious and expensive. Therefore, a principle similar to that long used in TCM is suggested to moderate the various side effects without requiring systematic evaluations of the extract formulations (<xref ref-type="bibr" rid="B59">Posadzki et al., 2013</xref>). However, such a system needs to accommodate modern medicine by offering valid evidence when identifying novel drug combinations practically (<xref ref-type="bibr" rid="B66">Shin et al., 2021</xref>). Therefore, various studies have been conducted to assess the therapeutic effects of individual ginsenosides as well as crude, red, or fermented red ginseng extracts in animal models and human trials (<xref ref-type="bibr" rid="B40">Lee et al., 2012</xref>; <xref ref-type="bibr" rid="B34">Jung et al., 2013</xref>; <xref ref-type="bibr" rid="B39">Kim, 2013</xref>; <xref ref-type="bibr" rid="B67">Sohn et al., 2013</xref>; <xref ref-type="bibr" rid="B13">Choi et al., 2016</xref>; <xref ref-type="bibr" rid="B14">Choi et al., 2018</xref>; <xref ref-type="bibr" rid="B5">Ban et al., 2021</xref>; <xref ref-type="bibr" rid="B54">Panossian et al., 2021</xref>), but these datasets are insufficient to conclusively demonstrate the effectiveness of ginseng/ginsenosides at the molecular level. In the present study, we examine a CK-enriched fermented ginseng extract DDK-401 in a human trial with a healthy population to understand its effects on various signaling pathways (<xref ref-type="fig" rid="F1">Figure 1</xref>). Moreover, we elucidate its effects on the functional and therapeutic markers already approved for treating various diseases.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Graphical illustration of the fermented red ginseng extract (DDK-401) and red ginseng extract (DDK-204) analyzed by Korean volunteers.</p>
</caption>
<graphic xlink:href="fphar-13-999192-g001.tif"/>
</fig>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and methods</title>
<sec id="s2-1">
<title>Ethical committee and study design</title>
<p>A randomized, open-label, single-dose, two-period, two-sequence, crossover study was performed with healthy Korean male and female subjects. This study was performed in accordance with the principles of the Declaration of Helsinki and Korean Good Clinical Practice guidelines. Informed written consent was obtained from each subject in advance. The study was approved by the Institutional Review Board of Kyung Hee University Hospital (KHGIRB-21-419). Eleven healthy male and female Koreans were enrolled in this study, and their age details are shown in <xref ref-type="sec" rid="s11">Supplementary Table S1</xref>. We expected to find large individual variability in the pharmacokinetic profile of CK. To reduce the individual variability in pharmacokinetics caused by sex, we combined and calculated the means of the pharmacokinetic data from the male and female groups separately. The exclusion criteria were any significant clinical illness within 2&#xa0;weeks before the study, i.e., history of high blood pressure, diabetes, and cardiovascular, hepatic, renal, hematological, gastrointestinal, neurologic, or psychiatric disease; blood donation within 8&#xa0;weeks before the study; and use of any medications, including prescription and over-the-counter drugs, within 2&#xa0;weeks before the study. In addition, subjects who previously experienced adverse reactions to ginseng were excluded.</p>
<p>The enrolled subjects were assigned to receive a single oral dose of one of two extracts, DDK-401 (100&#xa0;mL spout pouch, combination of well-known representative ginsenosides Rg1, Rb1, and Rg3 at 21.51&#xa0;mg and ginsenoside CK at 31.19&#xa0;mg) or DDK-204 (100&#xa0;mL spout pouch, ginsenosides Rg1, Rb1, and Rg3 at 11.29&#xa0;mg and ginsenoside CK at 0&#xa0;mg) during the first period. After a 7-day washout, each subject received the other extract. The dose for oral administration was chosen based on the recommended total daily intake of each investigational product.</p>
</sec>
<sec id="s2-2">
<title>DDK-401 and DDK-204 extract preparations</title>
<p>CK-enriched fermented ginseng extract (DDK-401) and common red ginseng extract (DDK-204) were supplied by Deadong Korea Ginseng Co., Ltd. (Geumsan, Korea). First, the red ginseng powder was dissolved in a mixture of water and food-grade alcohol and extracted at 75 &#xb1; 5 &#xb0;C. This extraction procedure was repeated 4 times. Then, the supernatant was collected and evaporated at 60 &#xb1; 5 &#xb0;C with 500&#x2013;760&#xa0;mmHg vacuum until the sugar content was 65 brix and solid content was &#x2265;60%. Finally, the sample was sterilized at 80&#x2013;85 &#xb0;C for 30&#x2013;40&#xa0;min and aged at 60 &#xb1; 5 &#xb0;C for 24&#x2013;75&#xa0;h; this product was named DDK-204 and used as the control.</p>
<p>Second, the red ginseng concentrate (60 brix) was diluted in water until the solid content was 5%. Then, an enzyme mixture (pectinase and <italic>&#x3b2;</italic>-glucosidase) was added to the diluted red ginseng concentrate at a concentration of 3% and reacted at 60 &#xb1; 2 &#xb0;C for 114&#x2013;168&#xa0;h at 3000&#xa0;rpm. Thereafter, the enzyme was inactivated at 90 &#xb0;C for 30&#xa0;min. Next, the sample was evaporated at 55 &#xb1; 5 &#xb0;C and 500&#x2013;760&#xa0;mmHg vacuum until the solid content reached 40%. Then the sample was dissolved in 80% food-grade alcohol and incubated for 1&#x2013;2&#xa0;h. Following this, centrifugation was performed at 0.5&#xa0;m<sup>3</sup>/h for 5&#x2013;6&#xa0;h, and the supernatant was collected. A second evaporation was then performed at 55 &#xb1; 5 &#xb0;C and 500&#x2013;760&#xa0;mmHg vacuum until the sugar content was 65 brix and solid content was &#x2265;60%. The concentrate was then fermented with a mixture of <italic>Lactobacillus</italic> species at 1% concentration and 37 &#xb0;C for one day. The resulting CK-enriched red ginseng concentrate was named DDK-401 and stored in the refrigerator until it was used for the analysis and bioassays.</p>
</sec>
<sec id="s2-3">
<title>Chromatographic conditions for analyzing the ginsenoside profiles of DDK-401 and DDK-204</title>
<p>One g each of DDK-401 and DDK-204 were dissolved in 50&#xa0;mL of 70% methanol and filtered with a 0.45&#xa0;&#x3bc;m membrane filter. The samples were then injected into an Ultimate 3000 HPLC system with a PRONTOSIL 120-5-C18 ACE-EPS (250 &#xd7; 4.6&#xa0;mm i.d., 5&#xa0;&#xb5;m particle size) (Bischoff Chromatography, Leonberg, Germany). The mobile phase consisted of water (solvent A) and acetonitrile (solvent B) in the following gradients: 0&#x2013;10&#xa0;min, 20% B; 10&#x2013;42&#xa0;min, 29% B; 42&#x2013;67&#xa0;min, 41% B; 67&#x2013;70&#xa0;min, 47% B; 70&#x2013;90&#xa0;min, 71% B; 90&#x2013;95&#xa0;min, 71% B. The flow rate of the mobile phase was 1.0&#xa0;mL/min, and an injection volume of 10&#xa0;&#xb5;L was used in the quantitative analysis. The column temperature was maintained constant at 40 &#xb0;C. The ginsenoside profiles were determined at 203&#xa0;nm.</p>
<sec id="s2-3-1">
<title>Preparation of standard solution for quantitative calibration</title>
<p>A standard stock solution of 10% was prepared by dissolving accurately weighed quantities of the standard for each ginsenoside in high-performance liquid chromatography (HPLC)-grade methanol. These stock solutions were then diluted with HPLC-grade methanol to 200, 100, 50, 25, and 12.5&#xa0;&#x3bc;g/mL concentrations as working solutions for the quantitative calibrations. The calibration curves and quantitative evaluations were then obtained at 203&#xa0;nm.</p>
</sec>
</sec>
<sec id="s2-4">
<title>Pharmacokinetic assessment</title>
<p>The quantitative determination of CK concentration in the plasma was achieved using 2&#xa0;mL of intravenous blood collected from each volunteer before administration and at 2, 4, 8, and 12&#xa0;h after dosing during each period. The blood samples were centrifuged at 3000&#xa0;rpm for 10 min, and the supernatant was separated and frozen at -80 &#xb0;C until analysis. The plasma concentrations of ginsenoside CK were determined by PCAM KOREA Co., Ltd. (Daejeon, Korea) using a HPLC&#x2013;tandem mass spectrometry system. The chromatographic analysis was performed using a Waters I-class (Waters, USA), with Berberine (Dr. Ehrenstorfer GmbH, Germany) as the internal standard. Chromatographic separation was achieved with an Acquity UPLC BEH C18 column (100&#xa0;mm &#xd7; 2.1&#xa0;mm, 1.7&#xa0;&#x3bc;m; Waters, USA) maintained at 45 &#xb0;C. The mobile phase was a gradient of 0.1% formic acid in water and 100% acetonitrile. Mass spectrometry was performed in the positive mode on an API Xevo TQ-XS instrument (Waters, USA) equipped with an electrospray ionization probe. The temperature of the ion source was set to 150 &#xb0;C, and the voltage of the ion spray was 3&#xa0;kV. The quantifications were performed by multiple reaction monitoring of the transitions at 645.2&#x2013;203&#xa0;nm for ions of ginsenoside CK, with a dwell time of 11.28&#xa0;min. To validate the quantitative data in terms of linearity, the limit of detection (LOD) and limit of quantification metrics were calculated (<xref ref-type="sec" rid="s11">Supplementary Table S2</xref>).</p>
</sec>
<sec id="s2-5">
<title>RNA-sequencing and analysis</title>
<p>The total mRNA was extracted from each blood plasma sample to build the mRNA-seq libraries that were generated using a TruSeq stranded mRNA LT sample prep kit (Illumina, San Diego, CA, USA) following manufacturer protocols and sequenced using a Novaseq 6000 sequencing system (Illumina). The reads were trimmed with Trimmomatic (<xref ref-type="bibr" rid="B7">Bolger et al., 2014</xref>) to remove any adapters and low-quality reads, resulting in clean reads for improved paired-end mapping. The trimmed reads were mapped to the <italic>Homo sapiens</italic> reference genome (GRCm38) transcriptome using Salmon software version 1.3.0 (<xref ref-type="bibr" rid="B57">Patro et al., 2017</xref>). Differential gene expressions among the three experimental groups were evaluated using edgeR (version 3.30.3) software (<xref ref-type="bibr" rid="B49">McCarthy et al., 2012</xref>). The differentially expressed genes were identified based on a cutoff threshold of <italic>p</italic> &#x3c; 0.05 and log-fold change &#x3e;1 before being subjected to further analyses.</p>
</sec>
<sec id="s2-6">
<title>Functional annotations</title>
<p>Functional annotations for each gene were made using the drug discovery protocol. The seven datasets used are included in <xref ref-type="sec" rid="s11">Supplementary Table S3</xref>: DrugBank (<xref ref-type="bibr" rid="B75">Wishart et al., 2018</xref>), Human Protein Atlas (<xref ref-type="bibr" rid="B71">Uhl&#xe9;n et al., 2015</xref>), STITCH (<xref ref-type="bibr" rid="B69">Szklarczyk et al., 2016</xref>), Surfaceome (<xref ref-type="bibr" rid="B6">Bausch-Fluck et al., 2018</xref>), Tumor Suppressor Gene Database v2.0 (TSGene) (<xref ref-type="bibr" rid="B82">Zhao et al., 2016</xref>), pepBDB (<xref ref-type="bibr" rid="B74">Wen et al., 2019</xref>), and Comparative Toxicogenomics Database (<xref ref-type="bibr" rid="B26">Grondin et al., 2021</xref>). First, entered the DrugBank ID for each gene to navigate the details of known drugs from the complete database xml file. Second, downloaded the FDA-approved potential drug candidate list from the Human Protein Atlas database. Third, searched STITCH to observe small-molecule drug interactions. Fourth, used Surfaceome to understand the cell surface proteins. Fifth, used TSGene to obtain the cancer therapeutic gene candidates. Sixth, observed the peptide-binding protein interactions.</p>
</sec>
<sec id="s2-7">
<title>Cell cytotoxicity assay</title>
<sec id="s2-7-1">
<title>Cell cultures</title>
<p>Immortalized human epidermal keratinocyte (HaCaT) and murine macrophage RAW 264.7 cells were cultured in Dulbecco&#x2019;s modified Eagle&#x2019;s medium (DMEM) supplemented with 10% fetal bovine serum (FBS) and 1% penicillin-streptomycin. Generally, 89% Roswell Park Memorial Institute (RPMI) 1640 with 10% FBS and 1% penicillin-streptomycin were used to culture the human lung carcinoma cells (A549). All three cell lines were allowed to adhere and develop for 24&#xa0;h before being treated with different samples in a humidified 37 &#xb0;C incubator with a 5% CO<sub>2</sub> atmosphere<bold>.</bold>
</p>
</sec>
<sec id="s2-7-2">
<title>Cell cytotoxicity assay</title>
<p>We evaluated the cytotoxicities of DDK-401 and DDK-204 on the HaCaT and RAW 264.7 cells using an MTT colorimetric assay, which was performed in 96-well plates (<xref ref-type="bibr" rid="B48">Mathiyalagan et al., 2019</xref>; <xref ref-type="bibr" rid="B60">Pu et al., 2021</xref>). Seeding was performed at 5 &#xd7; 10<sup>4</sup> cells/well (HaCaT) and 1 &#xd7; 10<sup>4</sup> cells/well (RAW 264.7), and the 96-well plates were incubated at 37 &#xb0;C in a humidified atmosphere of 5% CO<sub>2</sub> for 24&#xa0;h (<xref ref-type="bibr" rid="B62">Ramadhania et al., 2022</xref>). Subsequently, the cells were treated with various concentrations of DDK-401 or DDK-204 in serum-free-medium at 62.5, 125, 250, and 500&#xa0;&#x3bc;g/mL for the HaCaT cells and at 25, 50, 100, 250, and 500&#xa0;&#x3bc;g/mL for the RAW 264.7 and A549 cells, followed by incubation for 24&#xa0;h. Then, 20&#xa0;&#xb5;L of MTT (5&#xa0;mg/mL, phosphate-buffered saline (PBS), Life Technologies, Eugene, OR, USA) were added to the cells at 37 &#xb0;C for 4&#xa0;h. The insoluble formazan was dissolved by placing 100&#xa0;&#x3bc;L of dimethylsiloxane (DMSO) in each well and absorbance was measured at 570&#xa0;nm using an enzyme-linked immunosorbent assay (ELISA) microplate reader (Bio-Tek, Instruments, Inc., Winooski, VT, USA).</p>
</sec>
</sec>
<sec id="s2-8">
<title>Antioxidant assay</title>
<sec id="s2-8-1">
<title>
<italic>In vitro</italic> DPPH assay</title>
<p>The 2,2-diphenyl-1-picryl-hydrazyl (DPPH) method was used with a slight modification to estimate the free-radical scavenging activities of the samples (<xref ref-type="bibr" rid="B68">Subbiah et al., 2020</xref>). DPPH (0.2&#xa0;mM) was dissolved with ethanol (pro-analysis grade) to obtain a DPPH radical solution. Then, 20&#xa0;&#xb5;L of the sample extract and 180&#xa0;&#xb5;L of the DPPH solution were added to a 96-well plate and incubated at 25 &#xb0;C for 30&#xa0;min in the dark, followed by absorbance measurement at 517&#xa0;nm. Vitamin C (ascorbic acid) standard curves with concentrations from 0 to 100&#xa0;&#x3bc;g/mL were used to determine the DPPH radical scavenging activity, which is expressed in milligrams of ascorbic acid equivalent per gram (mg AAE/g) of the extract.</p>
</sec>
<sec id="s2-8-2">
<title>Reducing power assay</title>
<p>The reducing capacity of a compound indicates its potential antioxidant activity. To conduct this assay (<xref ref-type="bibr" rid="B1">Akter et al., 2021</xref>), 100&#xa0;&#xb5;L of various concentrations of the samples were mixed with 250&#xa0;&#xb5;L of 0.2&#xa0;mM phosphate buffer (pH 6.6) and 250&#xa0;&#xb5;L of 1% potassium ferricyanide. The mixtures were then incubated at 50 &#xb0;C for 20&#xa0;min. After cooling, 250&#xa0;&#xb5;L of 10% trichloroacetic acid was added to the mixtures and centrifuged at 3000&#xa0;rpm for 10&#xa0;min. Then, 50&#xa0;&#xb5;L of the upper layer of each mixed solution was transferred and mixed with 50&#xa0;&#xb5;L of distilled water and 250&#xa0;&#xb5;L of 0.1% ferric chloride solution in a 96-well plate. The absorbance was then measured at 700&#xa0;nm using a UV spectrometer microplate reader (Bio-Tek, Instruments, Inc., Winooski, VT, USA). Vitamin C was used as the standard, and a blank solution was prepared by omitting the sample; the results are expressed as mg AAE/g of extract.</p>
</sec>
<sec id="s2-8-3">
<title>Reactive oxygen species generation assays in HaCaT and lung cancer cells</title>
<sec id="s2-8-3-1">
<title>Effects of DDK-401 on reactive oxygen species production in HaCaT cells under oxidative stress</title>
<p>Intracellular reactive oxygen species (ROS) were determined using the 2&#x2032;,7&#x2032;-dichlorodihydro-fluorescein diacetate (DCFH-DA) reagent, as described by <xref ref-type="bibr" rid="B60">Pu et al. (2021)</xref>, with a slight modification. Briefly, HaCaT cells (5 &#xd7; 10<sup>4</sup> cells/well) were seeded in a 96-well plate (Nest Inc., Corning, NY, USA) and incubated for 24&#xa0;h at 37 &#xb0;C and 5% CO<sub>2</sub>. To assess the antioxidant activity, the cells were treated with H<sub>2</sub>O<sub>2</sub> (500&#xa0;&#x3bc;mol/L) for 2&#xa0;h, and the supernatant was aspirated. The cells were then either treated or not treated with different concentrations of the samples for 24&#xa0;h. Vitamin C was used as the positive control. After washing the cells twice with PBS, we added 20&#xa0;&#x3bc;M DCFH-DA in PBS and incubated them for another 20&#xa0;min. The supernatant was next removed by washing the cells with PBS twice, and a multimodal plate reader was used to measure the fluorescence intensity at an excitation wavelength of 485&#xa0;nm and emission wavelength of 528&#xa0;nm.</p>
</sec>
<sec id="s2-8-3-2">
<title>Effects of DDK-401 on reactive oxygen species production in A549 cells under oxidative stress</title>
<p>To detect the ROS intensity of human lung cancer cells (A549), we used the DCFH-DA reagent with fluorescent image capture technique. We plated the cells at a density of 1 &#xd7; 10<sup>4</sup> cells/well in 96-well culture plates, allowed them to adhere, and then placed them in an incubator overnight to achieve 100% confluency. The A549 cells were then treated with various concentrations of DDK-401 or DDK-204 (0, 25, 50, 100, 250, and 500&#xa0;&#x3bc;g/mL) for 24&#xa0;h. The next day, the cells were stained by adding 100&#xa0;&#x3bc;L of DCFH-DA solution (10&#xa0;&#x3bc;M) to each well and incubated in the dark for 30&#xa0;min. The old media were discarded, and the cells were washed twice with 1&#xd7; PBS (100&#xa0;&#x3bc;L/well). A multimodal plate reader (spectrofluorometer) was used to determine the fluorescence intensity caused by ROS production at an excitation wavelength of 485&#xa0;nm and emission wavelength of 528&#xa0;nm.</p>
</sec>
</sec>
</sec>
<sec id="s2-9">
<title>Inflammation inhibition assay</title>
<p>The detection of nitric oxide (NO) levels has been described previously (<xref ref-type="bibr" rid="B62">Ramadhania et al., 2022</xref>). The RAW 264.7 cells (1 &#xd7; 10<sup>4</sup>) were placed in 24-well culture plates and incubated for 24&#xa0;h at 37 &#xb0;C in a humidified environment with 5% CO<sub>2</sub>. Then, they were treated with different concentrations of DDK-401 or DDK-204 (0, 25, 50, 100, 250, and 500&#xa0;&#x3bc;g/mL) for 1&#xa0;h. In the presence of the samples, 1&#xa0;&#x3bc;g/mL lipopolysaccharide (LPS) was used as the stimulator, and the treated cells were placed in an incubator for one day. The nitrite levels in the cell media were determined using the Griess reagent: 100&#xa0;&#x3bc;L of the stimulated supernatant was mixed with an equivalent volume of the Griess reagent. A microplate reader was used to compare the absorbance at 540&#xa0;nm with a standard curve obtained using sodium nitrite (BioTek Instruments, Inc.). L-NMMA (50&#xa0;&#x3bc;M), a standard inhibitor, was used as the positive control in this experiment. Each assay was repeated three times, and the results are expressed in terms of percentage of NO production.</p>
</sec>
<sec id="s2-10">
<title>Reverse transcription polymerase chain reaction (RT-PCR)</title>
<p>The total RNA was extracted using QIAzol lysis reagents (QIAGEN, Germantown, MD, USA), and the reverse transcription reactions were performed using 1 &#xb5;g of total RNA in 20&#xa0;&#xb5;L of the reaction buffer with an amfiRivert reverse transcription kit (GenDepot, Barker, TX, USA), according to manufacturer instructions. The obtained cDNA was amplified with primers, as shown in <xref ref-type="table" rid="T1">Table 1</xref>. The reaction was cycled 35 times: 30&#xa0;s at 95 &#xb0;C, 30&#xa0;s at 60 &#xb0;C, and 50&#xa0;s at 72 &#xb0;C. Using 1% agarose gels, the amplified RT-PCR products were analyzed, visualized using Safe-Pinky DNA Gel Staining (GenDepot, Barker, TX, USA), and imaged under ultraviolet light.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>List of primers and their sequences used for mRNA gene expression validation by RT-PCR.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Gene</th>
<th align="left">Primer sequence (5&#x2032;-3&#x2032;)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="left">FOXO3</td>
<td align="left">F: TCA AGG ATA AGG GCG ACA GC</td>
</tr>
<tr>
<td align="left">R: GGA CCC GCA TGA ATC GAC TA</td>
</tr>
<tr>
<td rowspan="2" align="left">TLR4</td>
<td align="left">F: GAG GAC TGG GTG AGA AAC GA</td>
</tr>
<tr>
<td align="left">R: GAA ACT GCC ATG TCT GAG CA</td>
</tr>
<tr>
<td rowspan="2" align="left">Caspase 8</td>
<td align="left">F: AGA GTC TGT GCC CAA ATC AAC</td>
</tr>
<tr>
<td align="left">R: GCT GCT TCT CTC TTT GCT GAA</td>
</tr>
<tr>
<td rowspan="2" align="left">MMP 9</td>
<td align="left">F: CGT CGT GAT CCC CAC TTA CT</td>
</tr>
<tr>
<td align="left">R: AGA GTA CTG CTT GCC CAG GA</td>
</tr>
<tr>
<td rowspan="2" align="left">p38</td>
<td align="left">F: CGA CTT GCT GCT GGA GAA GAT GC</td>
</tr>
<tr>
<td align="left">R: TCC ATC TCT TCT TGG TCA AGG</td>
</tr>
<tr>
<td rowspan="2" align="left">GAPDH</td>
<td align="left">F: CAA GGT CAT CCA TGA CAA CTT TG</td>
</tr>
<tr>
<td align="left">R: GTC CAC CAC CCT GTT GCT GTA G</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-11">
<title>Statistical analysis</title>
<p>All experiments were performed at least in triplicate (<italic>n</italic> &#x3d; 3) unless stated otherwise. The experimental data are reported as mean &#xb1; standard error (SEM). Statistical significances between the control and sample groups were evaluated by Student&#x2019;s t-test with a two-tailed distribution and two-sample equal variances. A greater extent of statistical significance is indicated by an increasing number of asterisks (&#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, and &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001) and hash markers (&#x23;<italic>p</italic> &#x3c; 0.05, &#x23;&#x23;<italic>p</italic> &#x3c; 0.01 and &#x23;&#x23;&#x23;<italic>p</italic> &#x3c; 0.001). The hash marker (&#x23;) indicates significance between the normal and stimulated controls, and the asterisk (&#x2a;) indicates significant differences between the stimulation groups (DDK-204 or DDK-401).</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and discussion</title>
<sec id="s3-1">
<title>Ginsenoside absorption profiling after oral intake</title>
<sec id="s3-1-1">
<title>Preparation of DDK-401 and DDK-204</title>
<p>Ginsenosides and ginseng extracts have been reported to have various pharmacological effects, and ginseng has been used as a medicinal herb in TCM for several centuries. However, ginsenosides are mainly absorbed in the gastrointestinal tract after the gut microbes hydrolyze the linear carbohydrates from their backbones. In addition, the minor ginsenosides, which have only one or no glycose moieties, generally reach the systemic circulation. Thus, the absorption and bioavailability of ginsenosides greatly depend on the gastrointestinal bioconversion ability of each individual, and the minor saponins must be enriched by various processing technologies. Bioconversion techniques such as puffing (<xref ref-type="bibr" rid="B60">Pu et al., 2021</xref>) and heat treatment (steaming) do not produce ginsenoside CK (<xref ref-type="bibr" rid="B58">Piao et al., 2020</xref>), which is one of the active metabolites that reaches systemic circulation and has various pharmacological activities (<xref ref-type="bibr" rid="B64">Sharma and Lee, 2020</xref>). Therefore, the pharmacologically active minor saponin CK must be enriched by the edible enzymes in the ginseng extract to maximize its biological activity irrespective of an individual&#x2019;s gut function. This study, we aimed to increase the total ginsenoside and CK content using pectinase and <italic>&#x3b2;</italic>-glucosidase enzymes to begin the glucose hydrolysis of major ginsenosides in red ginseng concentrate, such as Rb1, Rd, and Rg3. We performed additional fermentation with <italic>Lactobacillus</italic> species at 37 &#xb0;C for 1 day to accelerate the hydrolysis of the glucose molecules from the major ginsenosides to increase CK production (<xref ref-type="table" rid="T2">Table 2</xref>). The synthesis of CK has been mainly reported from the hydrolysis of glycose molecules of the major ginsenosides, such as Rb1, Rb2, Rd, Rc, compound O, compound Y, compound Mc, Rg3, gypenoside XVII, and F2 (<xref ref-type="bibr" rid="B64">Sharma and Lee, 2020</xref>). As a result of the above processes, the fermented red ginseng extract (DDK-401) was enriched, with 10&#xa0;mg/g of CK and 32.98&#xa0;mg/g of total ginsenoside content, compared to the control red ginseng extract (DDK-204), which contained 9.72&#xa0;mg/g of total ginsenosides and without CK. The CK was thus clearly produced by the fermentation process and not the steaming process (<xref ref-type="bibr" rid="B58">Piao et al., 2020</xref>). It was previously reported that the bioconversion and fermentation of red ginseng yields CK in Korean ginseng (<xref ref-type="bibr" rid="B13">Choi et al., 2016</xref>; <xref ref-type="bibr" rid="B23">Fukami et al., 2018</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Ginsenoside profiles of DDK-401 and DDK-204 for <italic>in vivo</italic> pharmacokinetic assessments.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Samples</th>
<th align="left">Rg1</th>
<th align="left">Re</th>
<th align="left">Rf</th>
<th align="left">Rb1</th>
<th align="left">Rg2</th>
<th align="left">Rc</th>
<th align="left">Rb2</th>
<th align="left">Rb3</th>
<th align="left">Rd</th>
<th align="left">F2</th>
<th align="left">Rg3</th>
<th align="left">Rk1</th>
<th align="left">Rg5</th>
<th align="left">CK</th>
<th align="left">Total (mg/g)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">DDK-401 Fermented Ginseng Extract</td>
<td align="left">1.66 &#xb1; 0.035</td>
<td align="left">2.77 &#xb1; 0.025</td>
<td align="left">0.38 &#xb1; 0.046</td>
<td align="left">5.26 &#xb1; 0.123</td>
<td align="left">2.35 &#xb1; 0.059</td>
<td align="left">3.08 &#xb1; 0.061</td>
<td align="left">3.6 &#xb1; 0.095</td>
<td align="left">0.22 &#xb1; 0.010</td>
<td align="left">1.05 &#xb1; 0.055</td>
<td align="left">0.00 &#xb1; 0.000</td>
<td align="left">0.78 &#xb1; 0.026</td>
<td align="left">0.63 &#xb1; 0.080</td>
<td align="left">0.5 &#xb1; 0.025</td>
<td align="left">
<bold>10.69 &#xb1; 0.040</bold>
</td>
<td align="left">32.98 &#xb1; 0.284</td>
</tr>
<tr>
<td align="left">DDK-204 Red Ginseng Extract</td>
<td align="left">0.96 &#xb1; 0.026</td>
<td align="left">1.41 &#xb1; 0.031</td>
<td align="left">0.39 &#xb1; 0.020</td>
<td align="left">2.87 &#xb1; 0.051</td>
<td align="left">0.22 &#xb1; 0.005</td>
<td align="left">1.46 &#xb1; 0.026</td>
<td align="left">1.17 &#xb1; 0.049</td>
<td align="left">0.15 &#xb1; 0.040</td>
<td align="left">0.57 &#xb1; 0.055</td>
<td align="left">0.00 &#xb1; 0.000</td>
<td align="left">0.22 &#xb1; 0.031</td>
<td align="left">0.17 &#xb1; 0.021</td>
<td align="left">0.15 &#xb1; 0.040</td>
<td align="left">
<bold>0.00 &#xb1; 0.000</bold>
</td>
<td align="left">9.72 &#xb1; 0.208</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-1-2">
<title>Ginsenoside absorption profiling after oral intake of DDK-401</title>
<p>After oral intake, the human volunteers showed greater CK absorption from the fermented DDK-401 extract than from the control red ginseng extract (DDK-204) (<xref ref-type="fig" rid="F2">Figure 2A</xref>). The T<sub>max</sub> was 2.4&#xa0;h, C<sub>max</sub> was 184.8 &#xb1; 39.64&#xa0;ng/mL, and AUC<sub>0&#x2013;12h</sub> was 920.3 &#xb1; 194.70&#xa0;ng&#x2219;h/mL for DDK-401, whereas the T<sub>max</sub> was 12&#xa0;h, C<sub>max</sub> was 2.5 &#xb1; 1.09&#xa0;ng/mL, and AUC<sub>0&#x2013;12h</sub> was 11.3 &#xb1; 4.66&#xa0;ng&#x2219;h/mL for DDK-204 (<xref ref-type="table" rid="T3">Table 3</xref>). These pharmacokinetic patterns are similar to those in other reports (<xref ref-type="bibr" rid="B64">Sharma and Lee, 2020</xref>). Although various studies have reported enhanced CK absorption after oral administration of fermented red ginseng extract, the concentration of CK in the blood plasma still varies by individual, as shown in <xref ref-type="fig" rid="F2">Figure 2B</xref> (individuals with the highest CK absorption profiles).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Absorption profiles of CK in human blood after oral intake of fermented red ginseng extract (DDK-401) and red ginseng extract (DDK-204). <bold>(A)</bold> Mean CK level. Inset shows the mean CK absorption profile after DDK-204 intake. <bold>(B)</bold> Mean CK level from individuals with highest CK absorption in this study.</p>
</caption>
<graphic xlink:href="fphar-13-999192-g002.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Pharmacokinetic parameters of CK in human blood after oral intake of fermented ginseng extract (DDK-401) and red ginseng extract (DDK-204).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Parameters</th>
<th align="left">DDK-401</th>
<th align="left">DDK-204</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">T<sub>max</sub> (h)</td>
<td align="left">2.4 &#xb1; 0.27</td>
<td align="left">12.0 &#xb1; 0.00</td>
</tr>
<tr>
<td align="left">C<sub>max</sub> (ng/mL)</td>
<td align="left">184.8 &#xb1; 39.64</td>
<td align="left">2.5 &#xb1; 1.09</td>
</tr>
<tr>
<td align="left">AUC<sub>0-12h</sub> (ng&#xb7;h/mL)</td>
<td align="left">920.3 &#xb1; 194.70</td>
<td align="left">11.3 &#xb1; 4.66</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-1-3">
<title>Variations in the CK absorption profiles between male and female groups</title>
<p>Although high CK absorption has been reported previously (<xref ref-type="bibr" rid="B64">Sharma and Lee, 2020</xref>), differences in the absorption patterns between males and females following oral intake of fermented red ginseng extract have not been explored. Our results indicate that as a group, the female volunteers absorbed more CK (<xref ref-type="fig" rid="F3">Figure 3B</xref>) than the male volunteers (<xref ref-type="fig" rid="F3">Figure 3A</xref>), although this pattern also applied to individual female and male volunteers (<xref ref-type="fig" rid="F3">Figure 3C</xref>). Similarly, the female volunteers were previously reported to absorb higher concentrations of CK than males after oral doses of a high concentration of CK (<xref ref-type="bibr" rid="B11">Chen et al., 2017</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Absorption profiles of CK in human blood serum after oral intake of fermented red ginseng extract (DDK-401) and red ginseng extract (DDK-204): <bold>(A)</bold> male volunteers, <bold>(B)</bold> female volunteers; maximum CK absorption in individual <bold>(C)</bold> male and <bold>(D)</bold> female.</p>
</caption>
<graphic xlink:href="fphar-13-999192-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="s3-2">
<title>RNA sequence analysis of blood plasma after oral intake of samples</title>
<sec id="s3-2-1">
<title>Differential gene expression and KEGG pathway enrichment</title>
<p>As explained in the <italic>Pharmacokinetic Assessment</italic> section, whole mRNA transcripts were assessed against the human reference genome for genome-wide differential transcript expressions. The samples were grouped into four categories, namely DDK-401 (male and female) and DDK-204 (male and female). Overall, 701 transcripts were found to have differential expressions (<xref ref-type="sec" rid="s11">Supplementary Table S3</xref>), and the transcripts overlapped among the groups, as illustrated in a Venn diagram (<xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>). The transcripts belonging to the tumor suppressor genes category are displayed in a heatmap (<xref ref-type="fig" rid="F4">Figure 4</xref>). Overall, nine annotations were included in this study, as explained earlier. In addition, all differentially expressed genes were subjected to KEGG pathway enrichment in the David online webserver, which showed that the cell death pathways, such as apoptosis and necroptosis, were enriched by the extract treatments (<xref ref-type="sec" rid="s11">Supplementary Table S4</xref>). Finally, we selected gene candidates (FOXO3, cysteine-aspartic protease 8 (caspase-8), toll-like receptor 4 (TLR4), and matrix metallopeptidase 9 (MMP-9)) for the RT-PCR expression analysis because these are known to be involved in the signaling and cell-death pathways as well as tumor suppression.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Transcripts belonging to the &#x201c;tumor suppressor genes&#x201d; category that were differentially expressed between the DDK-401 male and female groups and DDK-204 male and female groups displayed as a heatmap.</p>
</caption>
<graphic xlink:href="fphar-13-999192-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="s3-3">
<title>Effects of DDK-401 on the viabilities of HaCaT and lung cancer cells</title>
<p>The cytotoxicities of DDK-401 and DDK-204 to HaCaT cells was determined for safety purposes. The HaCaT cells represent normal cell conditions, and lung cancer cells (A549) were used to examine the apoptosis signaling pathway. Each sample was evaluated at various sample concentrations (62.5, 125, 250, and 500&#xa0;&#x3bc;g/mL in HaCaT and 25, 50, 100, 250, and 500&#xa0;&#x3bc;g/mL in A549 cells). As shown in <xref ref-type="fig" rid="F5">Figure 5</xref>, at concentrations less than 500&#xa0;&#x3bc;g/mL, both DDK-401 and DDK-204 were nontoxic to HaCaT cells. In the A549 cells, DDK-401 demonstrated minimal toxicity after 24&#xa0;h at 250&#xa0;&#x3bc;g/mL. At a concentration of 500&#xa0;&#x3bc;g/mL after 24&#xa0;h, DDK-401 showed significantly decreased cancer cell proliferation than DDK-204. Moreover, A549 cell viability was reduced by DDK-401 in a dose-dependent manner. The cytotoxicity results in this investigation match those in a previous report (<xref ref-type="bibr" rid="B78">Yu et al., 2018</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<italic>In vitro</italic> cytotoxicities of DDK-401 and DDK-204 samples in <bold>(A)</bold> HaCaT and <bold>(B)</bold> A549 lung cancer cells over 24&#xa0;h. The graph shows the mean &#xb1; SD value of four repetitions. &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01; &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001 indicate significant differences from the control groups.</p>
</caption>
<graphic xlink:href="fphar-13-999192-g005.tif"/>
</fig>
<p>The results shown in <xref ref-type="fig" rid="F5">Figure 5</xref> indicate that at 500&#xa0;&#x3bc;g/mL, DDK-401 and DDK-204 were only mildly toxic, from which it can be concluded that both substances are relatively safe when cell conditions are normal. On the other hand, in lung cancer A549 cells, which represent cell damage and imbalanced conditions, DDK-401 had a much higher toxicity than DDK-204, producing apoptosis of the cancer cells.</p>
</sec>
<sec id="s3-4">
<title>Antioxidant content shown by DPPH assay and ROS generation in HaCaT and cancer cells</title>
<sec id="s3-4-1">
<title>Antioxidant capacity: DPPH and reducing power assays</title>
<p>The DPPH scavenging and potassium ferricyanide reducing power assays were used to evaluate the antioxidant capacities of DDK-401 and DDK-204, and the results are shown in <xref ref-type="table" rid="T4">Table 4</xref>. The most frequently used antioxidant standard for these assays is vitamin C; therefore, the results of the DPPH and potassium ferricyanide reducing power assays are expressed in terms of mg AAE/g of the extract. These assays are widely used to determine the antioxidant properties of compounds as free radical scavengers or hydrogen donors (<xref ref-type="bibr" rid="B73">Warinhomhoun et al., 2021</xref>) as well as the ability of the compounds to transform from Fe<sup>3&#x2b;</sup>/ferricyanide complex to Fe<sup>2&#x2b;</sup>/ferrous forms (<xref ref-type="bibr" rid="B2">Aryal et al., 2019</xref>). DDK-401 showed higher antioxidant abilities in both the DPPH and potassium ferricyanide reducing power assays, with values of 0.093 &#xb1; 0.02 and 0.340 &#xb1; 0.001&#xa0;mg AAE/g of extract, respectively. In the DPPH assay, the antioxidant capacity of DDK-401 was generally 2 times higher than that of DDK-204, and in the potassium ferricyanide reducing power assay, it was 3 times higher than that of DDK-204. In agreement with a previous study (<xref ref-type="bibr" rid="B35">Jung et al., 2019</xref>; <xref ref-type="bibr" rid="B56">Park et al., 2021</xref>), we found that CK-enriched ginseng extract (DDK-401) exhibited greater antioxidant activity than the common red ginseng extract (DDK-204). This result could be attributed to CK&#x2019;s potential for radical scavenging activity in antioxidant assays (<xref ref-type="bibr" rid="B4">Baik et al., 2021</xref>). Antioxidants, whether endogenously produced or supplied by external sources, can scavenge ROS and reduce cellular oxidation, thereby alleviating oxidative stress (<xref ref-type="bibr" rid="B46">Liu et al., 2018</xref>).</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Antioxidant capacity of DDK-401 and DDK-204.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Sample</th>
<th align="left">DPPH</th>
<th align="left">Reducing power</th>
</tr>
<tr>
<th align="left">(mg AAE<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>/g extract)</th>
<th align="left">(mg AAE<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>/g extract)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">DDK-401</td>
<td align="left">0.093 &#xb1; 0.02</td>
<td align="left">0.340 &#xb1; 0.001</td>
</tr>
<tr>
<td align="left">DDK-204</td>
<td align="left">0.049 &#xb1; 0.01</td>
<td align="left">0.097 &#xb1; 0.002</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>mg AAE/g extract: mg ascorbic acid equivalents/g extract; DPPH: 2,2-diphenyl-1-picrylhydrazyl radical scavenging assay.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-4-2">
<title>Effect of DDK-401 on ROS production in HaCaT cells with H<sub>2</sub>O<sub>2</sub>-induced oxidative stress</title>
<p>We used the DCFH-DA assay to investigate the antioxidant properties of DDK-401 and determine whether it could reduce accumulated intracellular ROS in H<sub>2</sub>O<sub>2</sub>-induced HaCaT cells. Commonly, H<sub>2</sub>O<sub>2</sub> is used to induce intracellular ROS and produce imbalance in the cellular oxidant&#x2013;antioxidant levels. Because the mitochondria are the major sources of ROS, mitochondrial dysfunction caused by excess ROS can lead to apoptosis and DNA damage (<xref ref-type="bibr" rid="B81">Zhang et al., 2020</xref>). The mean value of the ROS levels measured in the group treated with 500&#xa0;&#x3bc;M H<sub>2</sub>O<sub>2</sub> was 260% higher than that in the control group. The trend of decreased cell viability after H<sub>2</sub>O<sub>2</sub> exposure is shown in <xref ref-type="fig" rid="F6">Figure 6A</xref>. Vitamin C was used as the positive control. For H<sub>2</sub>O<sub>2</sub>-induced oxidative stress in the HaCaT cells, DDK-401 was stronger than DDK-204 in a dose-dependent manner. At a concentration of 250&#xa0;&#x3bc;g/mL, DDK-401 and DDK-204 reduced ROS levels by an average of 23% and 7%, respectively, compared with the group treated with only H<sub>2</sub>O<sub>2</sub> (<xref ref-type="fig" rid="F6">Figure 6A</xref>). These results may be attributed to the CK in DDK-401; previous studies have reported that CK activates the NF-&#x3ba;B and JNK pathways, which contribute to the inhibition of TNF-&#x3b1; and anti-inflammatory activity related to ROS inhibition (<xref ref-type="bibr" rid="B15">Choi et al., 2007</xref>; <xref ref-type="bibr" rid="B55">Park et al., 2012</xref>). Oxidative stress usually activates certain signaling pathways, including the p38, MMP, and caspase pathways.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A)</bold> Reactive oxygen species (ROS) inhibition by DDK-401 and DDK-204 in HaCaT cell lines treated with H<sub>2</sub>O<sub>2</sub>. The graph shows the mean &#xb1; SD value of three repetitions. &#x2a;<italic>p</italic> &#x3c; 0.05 and &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01 indicate significant differences from the control groups; &#x23;<italic>p</italic> &#x3c; 0.05 and &#x23;&#x23;<italic>p</italic> &#x3c; 0.01 indicate significant differences from the H<sub>2</sub>O<sub>2</sub> stimulation groups. <bold>(B)</bold> ROS generation by DDK-401 and DDK-204 in A549 cancer cells. The graph shows the mean &#xb1; SD value of three repetitions. &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01 indicates significant difference from the control group.</p>
</caption>
<graphic xlink:href="fphar-13-999192-g006.tif"/>
</fig>
</sec>
<sec id="s3-4-3">
<title>Effect of DDK-401 on ROS generation to induce apoptosis of cancer cells</title>
<p>In A549 cells, the DCFH-DA reagent was used to measure the intracellular ROS levels with DDK-401 and DDK-204&#xa0;at various concentrations. Red ginseng extract has been shown to induce cancer cell death by causing DNA damage, stimulating ROS production, and activating numerous pro-apoptotic markers. Furthermore, mitochondrial damage can cause release of ROS because the mitochondria are the largest source of ROS (<xref ref-type="bibr" rid="B10">Brunelle and Chandel, 2002</xref>). At 500&#xa0;g/mL, DDK-401 produced a higher level of ROS than DDK-204, as shown in <xref ref-type="fig" rid="F6">Figure 6B</xref>. Thus, the antiproliferative action of DDK-401 could be assessed by measuring the ROS levels. Intracellular oxidative stress is known to cause cell death in a variety of cell lines; therefore, this assessment was crucial. The data show that DDK-401 could be a potential drug candidate in clinical trials for the treatment of lung cancer.</p>
<p>ROS have been identified as signaling molecules in various pathways that regulate both cell survival and cell death depending on the level (<xref ref-type="bibr" rid="B3">Azad et al., 2008</xref>; <xref ref-type="bibr" rid="B12">Chen et al., 2018</xref>). Apoptosis and autophagy are important molecular processes that maintain balance in organisms and cells. Apoptosis destroys damaged or unwanted cells, while autophagy maintains cellular homeostasis by recycling specific intracellular organelles and molecules, although autophagy can result in cell death in some cases (<xref ref-type="bibr" rid="B70">Thorburn, 2008</xref>; <xref ref-type="bibr" rid="B22">Fan and Zong, 2013</xref>). We conclude that DDK-401 reduced ROS production in normal cells (HaCaT) experiencing oxidative stress and also led to apoptosis of lung cancer (A549) cells, suggesting that DDK-401 could act as a molecular switch for these two cellular processes in response to cell damage signaling.</p>
</sec>
</sec>
<sec id="s3-5">
<title>Effect of DDK-401 on gene expression affecting apoptotic and inflammatory responses</title>
<p>Living cells produce ROS as a normal metabolic byproduct. Under excessive stress, the cells generate excess ROS, so living organisms have evolved a series of response mechanisms to adapt to ROS exposure and use ROS as a signaling molecule. ROS molecules cause oxidative stress in a feedback mechanism involving numerous biological processes, including apoptosis, necrosis, and autophagy (<xref ref-type="bibr" rid="B28">He et al., 2017</xref>). Apoptosis is a normal process that occurs during development and aging as well as functions as a homeostatic mechanism to maintain cell populations in tissues. Apoptosis can even occur as a defense mechanism during immune responses or when cells are damaged by disease or toxins (<xref ref-type="bibr" rid="B21">Elmore, 2007</xref>). In this study, we investigated several gene markers that we selected through a whole-transcriptome search for differential expressions. We found differentially expressed genes related to apoptosis and immune responses to inflammation, such as FOXO3, TLR4, caspase-8, MMP-9, and p38 MAP kinase (p38) (<xref ref-type="bibr" rid="B18">Cuadrado and Nebreda, 2010</xref>; <xref ref-type="bibr" rid="B72">van der Vos and Coffer, 2011</xref>; <xref ref-type="bibr" rid="B84">Zheng et al., 2021</xref>). In addition, we investigated the effects of DDK-401 and DDK-204 without any stimulation (UV-B irradiation) in HaCaT cells to observe whether our samples could trigger inappropriate apoptosis or inflammation under normal conditions showed in (<xref ref-type="fig" rid="F7">Figure 7</xref>). The RT-PCR analysis (<xref ref-type="sec" rid="s11">Supplementary Figure S3</xref>) showed that in HaCaT cells, neither compound regulated FOXO3, TLR4, MMP-9, or p38 expression, indicating that DDK-401 did not trigger inappropriate apoptosis or inflammation under normal conditions. The ability to control cellular living or death has enormous therapeutic potential. However, upregulation of caspase-8 was observed, which is similar to the RNA-seq data indicating differential expression (<xref ref-type="fig" rid="F4">Figure 4</xref>). Although the activation of caspase-8 is mainly associated with death receptor signaling cascades, it is also activated downstream of the mitochondria. The roles of caspase-8 in the shift from autophagy to apoptosis in cisplatin-resistant MCF7 cells and in TRAIL-mediated autophagy in HCT 116 cells have already been studied (<xref ref-type="bibr" rid="B19">de Vries et al., 2006</xref>; <xref ref-type="bibr" rid="B29">Hou et al., 2010</xref>). In the lung cancer A549 cells, DDK-401 treatment downregulated the expressions of MMP9 and TLR4 while upregulating the expressions of p38 and caspase-8 genes, compared with the cells treated with DDK-204. The MMPs are a group of zinc-dependent metalloenzymes that regulate various cellular processes, including tumor cell proliferation and metastasis (<xref ref-type="bibr" rid="B27">Guo et al., 2019</xref>). Several studies have noted that MMPs are overexpressed in malignant tissues than the adjacent normal tissues in a range of tumors, including lung, colon, breast, and pancreatic carcinomas (<xref ref-type="bibr" rid="B61">Radad et al., 2011</xref>; <xref ref-type="bibr" rid="B52">Nakhjavani et al., 2019</xref>). Previous research has shown that downregulating the expressions of intracellular MMP-9 can increase invasion and metastasis processes several cancers (<xref ref-type="bibr" rid="B80">Zhang et al., 2017</xref>, Liu et al., 2019). Furthermore, oxidative stress can induce receptor-dependent apoptosis and damage the mitochondria of normal cells. Mitochondrial dysfunction then further increases ROS accumulation and activates the p38 MAPK pathway. ROS can continuously activate p38 MAPK by activating MAPK kinase and inhibiting MAPK phosphatase. In A549 cells, ROS can regulate the expressions of Bax and Bcl-2 by activating p38 MAPK, which increases the level of cytochrome c in the cytoplasm and triggers the caspase cascade reaction leading to apoptosis (<xref ref-type="bibr" rid="B32">Jin et al., 2019</xref>; <xref ref-type="bibr" rid="B53">Nguyen and Nguyen, 2019</xref>). The caspases are a family of cysteine-containing proteolytic enzymes that play a central role in the execution phase of cell apoptosis. It has been reported that the effects of the caspase 8 pathway on cancer cells involve inducing apoptosis (<xref ref-type="bibr" rid="B31">Huang et al., 2019</xref>). The apoptosis induced by most anticancer drugs occur by the activation of caspases (<xref ref-type="bibr" rid="B25">Gonz&#xe1;lez-Burgos et al., 2015</xref>; <xref ref-type="bibr" rid="B38">Kim and Kim, 2018</xref>). Caspase-8 is important in the death receptor-mediated extrinsic pathway, and DDK-401 promotes the activation of caspase-8 in A549 cells in this study, showing that it can cause apoptosis by activating the extrinsic caspase pathway (<xref ref-type="bibr" rid="B76">Wu et al., 2019</xref>; <xref ref-type="bibr" rid="B77">Yi, 2019</xref>). TLR4 is an important member of the type I transmembrane protein family. Recently, growing evidence has shown TLR4 in various tumors (<xref ref-type="bibr" rid="B24">Gao et al., 2017</xref>; <xref ref-type="bibr" rid="B42">Li and Ji, 2018</xref>; <xref ref-type="bibr" rid="B85">Zhou et al., 2019</xref>), including head and neck, lung, gastrointestinal, liver, pancreatic, skin, breast, ovarian, cervical, and prostate cancers. TLR4-mediated cancer growth is involved in breast tumor progression, and the downregulation of TLR4 prevented breast cancer progression and improved survival (<xref ref-type="bibr" rid="B86">Zhou et al., 2019c</xref>). According to our findings, DDK-401 could induce cell apoptosis by upregulating and downregulating various transcriptional factors under cancerous conditions.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>
<italic>In vitro</italic> validation of the selected candidate gene expressions in normal (HaCaT) and lung cancer (A549) cell lines by RT-PCR.</p>
</caption>
<graphic xlink:href="fphar-13-999192-g007.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>Although ginseng and ginsenosides have been reported to have various pharmacological effects, the uptake of ginsenosides into systemic circulation, which is required for their effectiveness, depends on individual factors. Because CK was reported to be a minor saponin that reached systemic circulation, we enriched the total ginsenoside and CK content by fermenting red ginseng extract (DDK-401) via bioconversion and fermentation by edible enzymes. Because clinical trials are a prompt option for evaluating product efficacy, we evaluated DDK-401 in a clinical trial of healthy Korean volunteers. We found higher CK in blood plasma after oral intake of DDK-401 than after the consumption of the control red ginseng formula. Moreover, we identified differences in the CK absorption patterns between female and male volunteers, with higher concentrations of CK being detected in females than in males. We also observed differential expression patterns of various tumor suppressor genes between the female and male groups through RNA-seq analysis. DDK-401 exhibited no cytotoxicity in normal non-diseased HaCaT and RAW 264.7 cells, whereas it showed cytotoxicity in lung cancer cells (A549). Furthermore, DDK-401 inhibited H<sub>2</sub>0<sub>2</sub>-induced ROS production in HaCaT cells and increased ROS production in cancer cells. Finally, the candidate genes responsible for apoptosis and inflammation were validated using RT-PCR (<xref ref-type="fig" rid="F7">Figure 7</xref>). This is a pilot study reporting that fermented red ginseng extract (DDK-401) produces unique, differential absorption and gene regulation patterns compared with red ginseng extract (DDK-204). Thus, DDK-401 could be a potential candidate for further investigations in clinical trials for health promoting activities and anticancer agents; various nanoformulations could also be considered to boost its bioavailability and anticancer properties.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="http://ncbi.nlm.nih.gov">ncbi.nlm.nih.gov</ext-link>, PRJNA873242.</p>
</sec>
<sec id="s6">
<title>Ethics statement</title>
<p>The study was approved by the Institutional Review Board of Kyung Hee University Hospital (KHGIRB-21-419). The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>Conceptualization, S-KC and C-SL; methodology, S-KC, C-SL, and BK; software, JN, DUY, and VB; validation, DCY, SK, BK, S-KC, C-SL, and D-WL; formal analysis, RM, BK, and ZR; resources, S-KC, C-SL, BK, SK, and DCY; data curation, JA, RM, and VB; writing&#x2014;original draft preparation, JN, ZR, and JA; writing&#x2014;review and editing, JA, JN, ZR, S-KC, C-SL, and DUY; supervision, HP, DCY, and SK; project administration, BK, D-WL, S-KC, C-SL, DUY, and SK; funding acquisition, DCY, SK, and BK. All authors have read and agreed to the published version of the manuscript.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was supported by the Korea Institute of Planning and Evaluation for Technology in Food, Agriculture and Forestry (IPET) through the Agri-Food Export Business Model Development Program funded by the Ministry of Agriculture, Food and Rural Affairs (MAFRA) (Project no: 320104-03). This research was also supported by the Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (grant no: NRF-2020R1I1A1A01070867) and Daedong Korea Ginseng Co., Ltd., South Korea.</p>
</sec>
<ack>
<p>The samples was provided by Daedong Korea Ginseng Co., Ltd., South Korea.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>D-WL is employed by Hanbangbio Inc. and S-KC is employed by Daedong Korea Ginseng Co., Ltd.</p>
<p>The remaining 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="s10">
<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, editors, and 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>
<sec id="s11">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.999192/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphar.2022.999192/full&#x23;supplementary-material</ext-link>
</p>
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