Loading…
Microbiome analysis of thai traditional fermented soybeans reveals short-chain fatty acid-associated bacterial taxa
Thua Nao is a Thai traditional fermented soybean food and low-cost protein supplement. This study aimed to evaluate the bacterial community in Thua Nao from northern Thailand and assess potentially active short-chain fatty acids (SCFAs)-related bacteria. Sixty-five Thua Nao consisting of 30 wet and...
Saved in:
Published in: | Scientific reports 2023-05, Vol.13 (1), p.7573-7573, Article 7573 |
---|---|
Main Authors: | , , , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
cited_by | cdi_FETCH-LOGICAL-c541t-96c1995d71432f58f7e00cb4636ea9f96abeb2a8d9dd2ee1007858a0e041fe8f3 |
---|---|
cites | cdi_FETCH-LOGICAL-c541t-96c1995d71432f58f7e00cb4636ea9f96abeb2a8d9dd2ee1007858a0e041fe8f3 |
container_end_page | 7573 |
container_issue | 1 |
container_start_page | 7573 |
container_title | Scientific reports |
container_volume | 13 |
creator | Wongsurawat, Thidathip Sutheeworapong, Sawannee Jenjaroenpun, Piroon Charoensiddhi, Suvimol Khoiri, Ahmad Nuruddin Topanurak, Supachai Sutthikornchai, Chantira Jintaridth, Pornrutsami |
description | Thua Nao is a Thai traditional fermented soybean food and low-cost protein supplement. This study aimed to evaluate the bacterial community in Thua Nao from northern Thailand and assess potentially active short-chain fatty acids (SCFAs)-related bacteria. Sixty-five Thua Nao consisting of 30 wet and 35 dried samples were collected from six provinces: Chiang Rai, Chiang Mai, Mae Hong Son, Lampang, Lamphun, and Phayao. Bacterial diversity was significantly higher in the wet samples than in the dried samples. The dominant phyla were Firmicutes (92.7%), Proteobacteria (6.7%), Actinobacteriota (0.42%), and Bacteroidota (0.26%). The genus
Bacillus
(67%) was the most represented in all samples.
Lactobacillus
,
Enterococcus,
and
Globicatella
were enriched in the wet samples. Assessment of the SCFA-microbiota relationships revealed that high butyrate and propionate concentrations were associated with an increased
Clostridiales
abundance, and high acetate concentrations were associated with an increased
Weissella
abundance. Wet products contained more SCFAs, including acetate (
P
= 2.8e−08), propionate (
P
= 0.0044), butyrate (
P
= 0.0021), and isovalerate (
P
= 0.017), than the dried products. These results provide insight into SCFA-microbiota associations in Thua Nao, which may enable the development of starter cultures for SCFA-enriched Thua Nao production. |
doi_str_mv | 10.1038/s41598-023-34818-0 |
format | article |
fullrecord | <record><control><sourceid>proquest_doaj_</sourceid><recordid>TN_cdi_doaj_primary_oai_doaj_org_article_8d2274524f4544f9bc1784fbc6a29c75</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><doaj_id>oai_doaj_org_article_8d2274524f4544f9bc1784fbc6a29c75</doaj_id><sourcerecordid>2811792071</sourcerecordid><originalsourceid>FETCH-LOGICAL-c541t-96c1995d71432f58f7e00cb4636ea9f96abeb2a8d9dd2ee1007858a0e041fe8f3</originalsourceid><addsrcrecordid>eNp9Uk1v1DAQjRCIVkv_AAdkiQuXFNuxY_uEUMVHpSIucLYmznjXq2xcbG_F_nvcTVtaDvji0cx7bzye1zSvGT1ntNPvs2DS6Jbyru2EZjV61pxyKmTLO86fP4pPmrOct7QeyY1g5mVz0inWS0770yZ_Cy7FIcQdEphhOuSQSfSkbCCQkmAMJcSaJx7TDueCI8nxMCDMmSS8QZgyyZuYSusqYyYeSjkQcGFsIefoAtxSBnAFU6gyBX7Dq-aFrzw8u7tXzc_Pn35cfG2vvn-5vPh41TopWGlN75gxclRMdNxL7RVS6gbRdz2C8aaHAQcOejTjyBEZpUpLDRSpYB6171bN5aI7Rtja6xR2kA42QrDHRExrC6kEN6HVI-dKSC68kEJ4MzimtPCD64Ebp2TV-rBoXe-HHY6ufkWC6Yno08ocNnYdbyyjTPGujrBq3t0ppPhrj7nYXcgOpwlmjPtsuWZcUtlTXaFv_4Fu4z7VLRxRTBlOFasovqDqAnNO6B9ew6i99YhdPGKrR-zRI5ZW0pvHczxQ7h1RAd0CyLU0rzH97f0f2T-2X8jj</addsrcrecordid><sourcetype>Open Website</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2811792071</pqid></control><display><type>article</type><title>Microbiome analysis of thai traditional fermented soybeans reveals short-chain fatty acid-associated bacterial taxa</title><source>ProQuest - Publicly Available Content Database</source><source>PubMed Central</source><source>Free Full-Text Journals in Chemistry</source><source>Springer Nature - nature.com Journals - Fully Open Access</source><creator>Wongsurawat, Thidathip ; Sutheeworapong, Sawannee ; Jenjaroenpun, Piroon ; Charoensiddhi, Suvimol ; Khoiri, Ahmad Nuruddin ; Topanurak, Supachai ; Sutthikornchai, Chantira ; Jintaridth, Pornrutsami</creator><creatorcontrib>Wongsurawat, Thidathip ; Sutheeworapong, Sawannee ; Jenjaroenpun, Piroon ; Charoensiddhi, Suvimol ; Khoiri, Ahmad Nuruddin ; Topanurak, Supachai ; Sutthikornchai, Chantira ; Jintaridth, Pornrutsami</creatorcontrib><description>Thua Nao is a Thai traditional fermented soybean food and low-cost protein supplement. This study aimed to evaluate the bacterial community in Thua Nao from northern Thailand and assess potentially active short-chain fatty acids (SCFAs)-related bacteria. Sixty-five Thua Nao consisting of 30 wet and 35 dried samples were collected from six provinces: Chiang Rai, Chiang Mai, Mae Hong Son, Lampang, Lamphun, and Phayao. Bacterial diversity was significantly higher in the wet samples than in the dried samples. The dominant phyla were Firmicutes (92.7%), Proteobacteria (6.7%), Actinobacteriota (0.42%), and Bacteroidota (0.26%). The genus
Bacillus
(67%) was the most represented in all samples.
Lactobacillus
,
Enterococcus,
and
Globicatella
were enriched in the wet samples. Assessment of the SCFA-microbiota relationships revealed that high butyrate and propionate concentrations were associated with an increased
Clostridiales
abundance, and high acetate concentrations were associated with an increased
Weissella
abundance. Wet products contained more SCFAs, including acetate (
P
= 2.8e−08), propionate (
P
= 0.0044), butyrate (
P
= 0.0021), and isovalerate (
P
= 0.017), than the dried products. These results provide insight into SCFA-microbiota associations in Thua Nao, which may enable the development of starter cultures for SCFA-enriched Thua Nao production.</description><identifier>ISSN: 2045-2322</identifier><identifier>EISSN: 2045-2322</identifier><identifier>DOI: 10.1038/s41598-023-34818-0</identifier><identifier>PMID: 37165206</identifier><language>eng</language><publisher>London: Nature Publishing Group UK</publisher><subject>631/114 ; 631/326 ; 631/45 ; Acetic acid ; Bacteria ; Butyrates ; Fatty acids ; Fatty Acids, Volatile - metabolism ; Fermented food ; Fermented Foods - microbiology ; Glycine max - microbiology ; Humanities and Social Sciences ; Microbiomes ; Microbiota ; multidisciplinary ; Propionates ; Propionic acid ; Science ; Science (multidisciplinary) ; Soybeans ; Starter cultures ; Thailand</subject><ispartof>Scientific reports, 2023-05, Vol.13 (1), p.7573-7573, Article 7573</ispartof><rights>The Author(s) 2023</rights><rights>2023. The Author(s).</rights><rights>The Author(s) 2023. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c541t-96c1995d71432f58f7e00cb4636ea9f96abeb2a8d9dd2ee1007858a0e041fe8f3</citedby><cites>FETCH-LOGICAL-c541t-96c1995d71432f58f7e00cb4636ea9f96abeb2a8d9dd2ee1007858a0e041fe8f3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2811792071/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2811792071?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,25753,27924,27925,37012,37013,44590,53791,53793,75126</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/37165206$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Wongsurawat, Thidathip</creatorcontrib><creatorcontrib>Sutheeworapong, Sawannee</creatorcontrib><creatorcontrib>Jenjaroenpun, Piroon</creatorcontrib><creatorcontrib>Charoensiddhi, Suvimol</creatorcontrib><creatorcontrib>Khoiri, Ahmad Nuruddin</creatorcontrib><creatorcontrib>Topanurak, Supachai</creatorcontrib><creatorcontrib>Sutthikornchai, Chantira</creatorcontrib><creatorcontrib>Jintaridth, Pornrutsami</creatorcontrib><title>Microbiome analysis of thai traditional fermented soybeans reveals short-chain fatty acid-associated bacterial taxa</title><title>Scientific reports</title><addtitle>Sci Rep</addtitle><addtitle>Sci Rep</addtitle><description>Thua Nao is a Thai traditional fermented soybean food and low-cost protein supplement. This study aimed to evaluate the bacterial community in Thua Nao from northern Thailand and assess potentially active short-chain fatty acids (SCFAs)-related bacteria. Sixty-five Thua Nao consisting of 30 wet and 35 dried samples were collected from six provinces: Chiang Rai, Chiang Mai, Mae Hong Son, Lampang, Lamphun, and Phayao. Bacterial diversity was significantly higher in the wet samples than in the dried samples. The dominant phyla were Firmicutes (92.7%), Proteobacteria (6.7%), Actinobacteriota (0.42%), and Bacteroidota (0.26%). The genus
Bacillus
(67%) was the most represented in all samples.
Lactobacillus
,
Enterococcus,
and
Globicatella
were enriched in the wet samples. Assessment of the SCFA-microbiota relationships revealed that high butyrate and propionate concentrations were associated with an increased
Clostridiales
abundance, and high acetate concentrations were associated with an increased
Weissella
abundance. Wet products contained more SCFAs, including acetate (
P
= 2.8e−08), propionate (
P
= 0.0044), butyrate (
P
= 0.0021), and isovalerate (
P
= 0.017), than the dried products. These results provide insight into SCFA-microbiota associations in Thua Nao, which may enable the development of starter cultures for SCFA-enriched Thua Nao production.</description><subject>631/114</subject><subject>631/326</subject><subject>631/45</subject><subject>Acetic acid</subject><subject>Bacteria</subject><subject>Butyrates</subject><subject>Fatty acids</subject><subject>Fatty Acids, Volatile - metabolism</subject><subject>Fermented food</subject><subject>Fermented Foods - microbiology</subject><subject>Glycine max - microbiology</subject><subject>Humanities and Social Sciences</subject><subject>Microbiomes</subject><subject>Microbiota</subject><subject>multidisciplinary</subject><subject>Propionates</subject><subject>Propionic acid</subject><subject>Science</subject><subject>Science (multidisciplinary)</subject><subject>Soybeans</subject><subject>Starter cultures</subject><subject>Thailand</subject><issn>2045-2322</issn><issn>2045-2322</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNp9Uk1v1DAQjRCIVkv_AAdkiQuXFNuxY_uEUMVHpSIucLYmznjXq2xcbG_F_nvcTVtaDvji0cx7bzye1zSvGT1ntNPvs2DS6Jbyru2EZjV61pxyKmTLO86fP4pPmrOct7QeyY1g5mVz0inWS0770yZ_Cy7FIcQdEphhOuSQSfSkbCCQkmAMJcSaJx7TDueCI8nxMCDMmSS8QZgyyZuYSusqYyYeSjkQcGFsIefoAtxSBnAFU6gyBX7Dq-aFrzw8u7tXzc_Pn35cfG2vvn-5vPh41TopWGlN75gxclRMdNxL7RVS6gbRdz2C8aaHAQcOejTjyBEZpUpLDRSpYB6171bN5aI7Rtja6xR2kA42QrDHRExrC6kEN6HVI-dKSC68kEJ4MzimtPCD64Ebp2TV-rBoXe-HHY6ufkWC6Yno08ocNnYdbyyjTPGujrBq3t0ppPhrj7nYXcgOpwlmjPtsuWZcUtlTXaFv_4Fu4z7VLRxRTBlOFasovqDqAnNO6B9ew6i99YhdPGKrR-zRI5ZW0pvHczxQ7h1RAd0CyLU0rzH97f0f2T-2X8jj</recordid><startdate>20230510</startdate><enddate>20230510</enddate><creator>Wongsurawat, Thidathip</creator><creator>Sutheeworapong, Sawannee</creator><creator>Jenjaroenpun, Piroon</creator><creator>Charoensiddhi, Suvimol</creator><creator>Khoiri, Ahmad Nuruddin</creator><creator>Topanurak, Supachai</creator><creator>Sutthikornchai, Chantira</creator><creator>Jintaridth, Pornrutsami</creator><general>Nature Publishing Group UK</general><general>Nature Publishing Group</general><general>Nature Portfolio</general><scope>C6C</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>88A</scope><scope>88E</scope><scope>88I</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>LK8</scope><scope>M0S</scope><scope>M1P</scope><scope>M2P</scope><scope>M7P</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>Q9U</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20230510</creationdate><title>Microbiome analysis of thai traditional fermented soybeans reveals short-chain fatty acid-associated bacterial taxa</title><author>Wongsurawat, Thidathip ; Sutheeworapong, Sawannee ; Jenjaroenpun, Piroon ; Charoensiddhi, Suvimol ; Khoiri, Ahmad Nuruddin ; Topanurak, Supachai ; Sutthikornchai, Chantira ; Jintaridth, Pornrutsami</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c541t-96c1995d71432f58f7e00cb4636ea9f96abeb2a8d9dd2ee1007858a0e041fe8f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>631/114</topic><topic>631/326</topic><topic>631/45</topic><topic>Acetic acid</topic><topic>Bacteria</topic><topic>Butyrates</topic><topic>Fatty acids</topic><topic>Fatty Acids, Volatile - metabolism</topic><topic>Fermented food</topic><topic>Fermented Foods - microbiology</topic><topic>Glycine max - microbiology</topic><topic>Humanities and Social Sciences</topic><topic>Microbiomes</topic><topic>Microbiota</topic><topic>multidisciplinary</topic><topic>Propionates</topic><topic>Propionic acid</topic><topic>Science</topic><topic>Science (multidisciplinary)</topic><topic>Soybeans</topic><topic>Starter cultures</topic><topic>Thailand</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Wongsurawat, Thidathip</creatorcontrib><creatorcontrib>Sutheeworapong, Sawannee</creatorcontrib><creatorcontrib>Jenjaroenpun, Piroon</creatorcontrib><creatorcontrib>Charoensiddhi, Suvimol</creatorcontrib><creatorcontrib>Khoiri, Ahmad Nuruddin</creatorcontrib><creatorcontrib>Topanurak, Supachai</creatorcontrib><creatorcontrib>Sutthikornchai, Chantira</creatorcontrib><creatorcontrib>Jintaridth, Pornrutsami</creatorcontrib><collection>Springer Nature OA Free Journals</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>ProQuest Health and Medical</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Biology Database (Alumni Edition)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Science Database (Alumni Edition)</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>ProQuest Biological Science Collection</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>PML(ProQuest Medical Library)</collection><collection>ProQuest Science Journals</collection><collection>ProQuest Biological Science Journals</collection><collection>ProQuest - Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central Basic</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Scientific reports</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wongsurawat, Thidathip</au><au>Sutheeworapong, Sawannee</au><au>Jenjaroenpun, Piroon</au><au>Charoensiddhi, Suvimol</au><au>Khoiri, Ahmad Nuruddin</au><au>Topanurak, Supachai</au><au>Sutthikornchai, Chantira</au><au>Jintaridth, Pornrutsami</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Microbiome analysis of thai traditional fermented soybeans reveals short-chain fatty acid-associated bacterial taxa</atitle><jtitle>Scientific reports</jtitle><stitle>Sci Rep</stitle><addtitle>Sci Rep</addtitle><date>2023-05-10</date><risdate>2023</risdate><volume>13</volume><issue>1</issue><spage>7573</spage><epage>7573</epage><pages>7573-7573</pages><artnum>7573</artnum><issn>2045-2322</issn><eissn>2045-2322</eissn><abstract>Thua Nao is a Thai traditional fermented soybean food and low-cost protein supplement. This study aimed to evaluate the bacterial community in Thua Nao from northern Thailand and assess potentially active short-chain fatty acids (SCFAs)-related bacteria. Sixty-five Thua Nao consisting of 30 wet and 35 dried samples were collected from six provinces: Chiang Rai, Chiang Mai, Mae Hong Son, Lampang, Lamphun, and Phayao. Bacterial diversity was significantly higher in the wet samples than in the dried samples. The dominant phyla were Firmicutes (92.7%), Proteobacteria (6.7%), Actinobacteriota (0.42%), and Bacteroidota (0.26%). The genus
Bacillus
(67%) was the most represented in all samples.
Lactobacillus
,
Enterococcus,
and
Globicatella
were enriched in the wet samples. Assessment of the SCFA-microbiota relationships revealed that high butyrate and propionate concentrations were associated with an increased
Clostridiales
abundance, and high acetate concentrations were associated with an increased
Weissella
abundance. Wet products contained more SCFAs, including acetate (
P
= 2.8e−08), propionate (
P
= 0.0044), butyrate (
P
= 0.0021), and isovalerate (
P
= 0.017), than the dried products. These results provide insight into SCFA-microbiota associations in Thua Nao, which may enable the development of starter cultures for SCFA-enriched Thua Nao production.</abstract><cop>London</cop><pub>Nature Publishing Group UK</pub><pmid>37165206</pmid><doi>10.1038/s41598-023-34818-0</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 2045-2322 |
ispartof | Scientific reports, 2023-05, Vol.13 (1), p.7573-7573, Article 7573 |
issn | 2045-2322 2045-2322 |
language | eng |
recordid | cdi_doaj_primary_oai_doaj_org_article_8d2274524f4544f9bc1784fbc6a29c75 |
source | ProQuest - Publicly Available Content Database; PubMed Central; Free Full-Text Journals in Chemistry; Springer Nature - nature.com Journals - Fully Open Access |
subjects | 631/114 631/326 631/45 Acetic acid Bacteria Butyrates Fatty acids Fatty Acids, Volatile - metabolism Fermented food Fermented Foods - microbiology Glycine max - microbiology Humanities and Social Sciences Microbiomes Microbiota multidisciplinary Propionates Propionic acid Science Science (multidisciplinary) Soybeans Starter cultures Thailand |
title | Microbiome analysis of thai traditional fermented soybeans reveals short-chain fatty acid-associated bacterial taxa |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-02T11%3A28%3A45IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_doaj_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Microbiome%20analysis%20of%20thai%20traditional%20fermented%20soybeans%20reveals%20short-chain%20fatty%20acid-associated%20bacterial%20taxa&rft.jtitle=Scientific%20reports&rft.au=Wongsurawat,%20Thidathip&rft.date=2023-05-10&rft.volume=13&rft.issue=1&rft.spage=7573&rft.epage=7573&rft.pages=7573-7573&rft.artnum=7573&rft.issn=2045-2322&rft.eissn=2045-2322&rft_id=info:doi/10.1038/s41598-023-34818-0&rft_dat=%3Cproquest_doaj_%3E2811792071%3C/proquest_doaj_%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c541t-96c1995d71432f58f7e00cb4636ea9f96abeb2a8d9dd2ee1007858a0e041fe8f3%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2811792071&rft_id=info:pmid/37165206&rfr_iscdi=true |