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Serum metabolomics analysis of biomarkers and metabolic pathways in patients with colorectal cancer associated with spleen-deficiency and qi-stagnation syndrome or damp-heat syndrome: a prospective cohort study

ObjectiveTo profile the serum metabolites and metabolic pathways in colorectal cancer (CRC) patients associated with spleen-deficiency and qi-stagnation syndrome (SDQSS) or damp-heat syndrome (DHS). MethodsFrom May 2020 to January 2021, CRC patients diagnosed with traditional Chinese medicine (TCM)...

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Published in:Frontiers in oncology 2023-09, Vol.13, p.1190706-1190706
Main Authors: Zou, Min, Zhang, Yan-Sheng, Feng, Jin-Kai, Tu, Hao, Gui, Ming-Bin, Wang, Ya-Nan, Yang, Zi-Jie, Yang, Zeng-Qiang, Xu, Ming, Wu, Wei-Qiang, Gao, Feng
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container_title Frontiers in oncology
container_volume 13
creator Zou, Min
Zhang, Yan-Sheng
Feng, Jin-Kai
Tu, Hao
Gui, Ming-Bin
Wang, Ya-Nan
Yang, Zi-Jie
Yang, Zeng-Qiang
Xu, Ming
Wu, Wei-Qiang
Gao, Feng
description ObjectiveTo profile the serum metabolites and metabolic pathways in colorectal cancer (CRC) patients associated with spleen-deficiency and qi-stagnation syndrome (SDQSS) or damp-heat syndrome (DHS). MethodsFrom May 2020 to January 2021, CRC patients diagnosed with traditional Chinese medicine (TCM) syndromes of SDQSS or DHS were enrolled. The clinicopathological data of the SDQSS and DHS groups were compared. The serum samples were analyzed by liquid chromatography-mass spectrometry (LC-MS). The variable importance in the projection >1, fold change ≥3 or ≤0.333, and P value ≤0.05 were used to identify differential metabolites between the two groups. Furthermore, areas under the receiver operating characteristic (ROC) curve > 0.9 were applied to select biomarkers with good predictive performance. The enrichment metabolic pathways were searched through the database of Kyoto Encyclopedia of Genes and Genomes. Results60 CRC patients were included (30 SDQSS and 30 DHS). The level of alanine aminotransferase was marginally significantly higher in the DHS group than the SDQSS group (P = 0.051). The other baseline clinicopathological characteristics were all comparable between the two groups. 23 differential serum metabolites were identified, among which 16 were significantly up-regulated and 7 were significantly down-regulated in the SDQSS group compared with the DHS group. ROC curve analysis showed that (S)-3-methyl-2-oxopentanoic acid, neocembrene, 1-aminocyclopropanecarboxylic acid, 3-methyl-3-hydroxypentanedioate, and nicotine were symbolic differential metabolites with higher predictive power. The top five enrichment signalling pathways were valine, leucine and isoleucine biosynthesis; lysosome; nicotine addiction; fructose and mannose metabolism; and pertussis. ConclusionOur study identifies the differential metabolites and characteristic metabolic pathways among CRC patients with SDQSS or DHS, offering the possibility of accurate and objective syndrome differentiation and TCM treatment for CRC patients.
doi_str_mv 10.3389/fonc.2023.1190706
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MethodsFrom May 2020 to January 2021, CRC patients diagnosed with traditional Chinese medicine (TCM) syndromes of SDQSS or DHS were enrolled. The clinicopathological data of the SDQSS and DHS groups were compared. The serum samples were analyzed by liquid chromatography-mass spectrometry (LC-MS). The variable importance in the projection &gt;1, fold change ≥3 or ≤0.333, and P value ≤0.05 were used to identify differential metabolites between the two groups. Furthermore, areas under the receiver operating characteristic (ROC) curve &gt; 0.9 were applied to select biomarkers with good predictive performance. The enrichment metabolic pathways were searched through the database of Kyoto Encyclopedia of Genes and Genomes. Results60 CRC patients were included (30 SDQSS and 30 DHS). The level of alanine aminotransferase was marginally significantly higher in the DHS group than the SDQSS group (P = 0.051). The other baseline clinicopathological characteristics were all comparable between the two groups. 23 differential serum metabolites were identified, among which 16 were significantly up-regulated and 7 were significantly down-regulated in the SDQSS group compared with the DHS group. ROC curve analysis showed that (S)-3-methyl-2-oxopentanoic acid, neocembrene, 1-aminocyclopropanecarboxylic acid, 3-methyl-3-hydroxypentanedioate, and nicotine were symbolic differential metabolites with higher predictive power. The top five enrichment signalling pathways were valine, leucine and isoleucine biosynthesis; lysosome; nicotine addiction; fructose and mannose metabolism; and pertussis. ConclusionOur study identifies the differential metabolites and characteristic metabolic pathways among CRC patients with SDQSS or DHS, offering the possibility of accurate and objective syndrome differentiation and TCM treatment for CRC patients.</description><identifier>ISSN: 2234-943X</identifier><identifier>EISSN: 2234-943X</identifier><identifier>DOI: 10.3389/fonc.2023.1190706</identifier><language>eng</language><publisher>Frontiers Media S.A</publisher><subject>colorectal cancer (CRC) ; damp-heat syndrome (DHS) ; liquid chromatography-mass spectrometry (LC-MS) ; metabolomics ; Oncology ; spleen-deficiency and qi-stagnation syndrome (SDQSS)</subject><ispartof>Frontiers in oncology, 2023-09, Vol.13, p.1190706-1190706</ispartof><rights>Copyright © 2023 Zou, Zhang, Feng, Tu, Gui, Wang, Yang, Yang, Xu, Wu and Gao 2023 Zou, Zhang, Feng, Tu, Gui, Wang, Yang, Yang, Xu, Wu and Gao</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c443t-8b39c1fece6d2c049e5539cab5a58fd6fd46c1a477cd27bc540a8598d8518203</citedby><cites>FETCH-LOGICAL-c443t-8b39c1fece6d2c049e5539cab5a58fd6fd46c1a477cd27bc540a8598d8518203</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10523394/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10523394/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,881,27901,27902,53766,53768</link.rule.ids></links><search><creatorcontrib>Zou, Min</creatorcontrib><creatorcontrib>Zhang, Yan-Sheng</creatorcontrib><creatorcontrib>Feng, Jin-Kai</creatorcontrib><creatorcontrib>Tu, Hao</creatorcontrib><creatorcontrib>Gui, Ming-Bin</creatorcontrib><creatorcontrib>Wang, Ya-Nan</creatorcontrib><creatorcontrib>Yang, Zi-Jie</creatorcontrib><creatorcontrib>Yang, Zeng-Qiang</creatorcontrib><creatorcontrib>Xu, Ming</creatorcontrib><creatorcontrib>Wu, Wei-Qiang</creatorcontrib><creatorcontrib>Gao, Feng</creatorcontrib><title>Serum metabolomics analysis of biomarkers and metabolic pathways in patients with colorectal cancer associated with spleen-deficiency and qi-stagnation syndrome or damp-heat syndrome: a prospective cohort study</title><title>Frontiers in oncology</title><description>ObjectiveTo profile the serum metabolites and metabolic pathways in colorectal cancer (CRC) patients associated with spleen-deficiency and qi-stagnation syndrome (SDQSS) or damp-heat syndrome (DHS). MethodsFrom May 2020 to January 2021, CRC patients diagnosed with traditional Chinese medicine (TCM) syndromes of SDQSS or DHS were enrolled. The clinicopathological data of the SDQSS and DHS groups were compared. The serum samples were analyzed by liquid chromatography-mass spectrometry (LC-MS). The variable importance in the projection &gt;1, fold change ≥3 or ≤0.333, and P value ≤0.05 were used to identify differential metabolites between the two groups. Furthermore, areas under the receiver operating characteristic (ROC) curve &gt; 0.9 were applied to select biomarkers with good predictive performance. The enrichment metabolic pathways were searched through the database of Kyoto Encyclopedia of Genes and Genomes. Results60 CRC patients were included (30 SDQSS and 30 DHS). The level of alanine aminotransferase was marginally significantly higher in the DHS group than the SDQSS group (P = 0.051). The other baseline clinicopathological characteristics were all comparable between the two groups. 23 differential serum metabolites were identified, among which 16 were significantly up-regulated and 7 were significantly down-regulated in the SDQSS group compared with the DHS group. ROC curve analysis showed that (S)-3-methyl-2-oxopentanoic acid, neocembrene, 1-aminocyclopropanecarboxylic acid, 3-methyl-3-hydroxypentanedioate, and nicotine were symbolic differential metabolites with higher predictive power. The top five enrichment signalling pathways were valine, leucine and isoleucine biosynthesis; lysosome; nicotine addiction; fructose and mannose metabolism; and pertussis. ConclusionOur study identifies the differential metabolites and characteristic metabolic pathways among CRC patients with SDQSS or DHS, offering the possibility of accurate and objective syndrome differentiation and TCM treatment for CRC patients.</description><subject>colorectal cancer (CRC)</subject><subject>damp-heat syndrome (DHS)</subject><subject>liquid chromatography-mass spectrometry (LC-MS)</subject><subject>metabolomics</subject><subject>Oncology</subject><subject>spleen-deficiency and qi-stagnation syndrome (SDQSS)</subject><issn>2234-943X</issn><issn>2234-943X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNpVkk1v1DAQhiMEElXpD-DmI5cs_og3DheEKj4qVeJAD9ysyXiy65LEqe1ttX-zvwhvd6moLx698_oZafxW1XvBV0qZ7uMQZlxJLtVKiI63fP2qOpNSNXXXqN-v_6vfVhcp3fJy1poLrs6qx18UdxObKEMfxjB5TAxmGPfJJxYG1vswQfxD8SC7fz6PbIG8fYB9Yn4-1J7mnNiDz1uGhRMJM4wMYUaKDFIK6CGTOzrSMhLNtaPBY3mI-yf2na9Ths1cYGFmaT-7GCZiITIH01JvCfKz-okBW2JIS5nj76nM3IZY2nnn9u-qNwOMiS5O93l18-3rzeWP-vrn96vLL9c1No3KtelVh2IgpLWTyJuOtC4K9Bq0Gdx6cM0aBTRti062PeqGg9GdcUYLI7k6r66OWBfg1i7Rlz3tbQBvn4QQNxZi9jiS7Z3pUVEvyLSN0BpwkFqLXrtGd-j6wvp8ZC27fiKHZZkRxhfQl53Zb-0m3FvBtVSqfO159eFEiOFuRynbySekcYSZwi5ZaVreddIYWaziaMWywBRpeJ4juD3kyR7yZA95sqc8qb-iIsfg</recordid><startdate>20230912</startdate><enddate>20230912</enddate><creator>Zou, Min</creator><creator>Zhang, Yan-Sheng</creator><creator>Feng, Jin-Kai</creator><creator>Tu, Hao</creator><creator>Gui, Ming-Bin</creator><creator>Wang, Ya-Nan</creator><creator>Yang, Zi-Jie</creator><creator>Yang, Zeng-Qiang</creator><creator>Xu, Ming</creator><creator>Wu, Wei-Qiang</creator><creator>Gao, Feng</creator><general>Frontiers Media S.A</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20230912</creationdate><title>Serum metabolomics analysis of biomarkers and metabolic pathways in patients with colorectal cancer associated with spleen-deficiency and qi-stagnation syndrome or damp-heat syndrome: a prospective cohort study</title><author>Zou, Min ; Zhang, Yan-Sheng ; Feng, Jin-Kai ; Tu, Hao ; Gui, Ming-Bin ; Wang, Ya-Nan ; Yang, Zi-Jie ; Yang, Zeng-Qiang ; Xu, Ming ; Wu, Wei-Qiang ; Gao, Feng</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c443t-8b39c1fece6d2c049e5539cab5a58fd6fd46c1a477cd27bc540a8598d8518203</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>colorectal cancer (CRC)</topic><topic>damp-heat syndrome (DHS)</topic><topic>liquid chromatography-mass spectrometry (LC-MS)</topic><topic>metabolomics</topic><topic>Oncology</topic><topic>spleen-deficiency and qi-stagnation syndrome (SDQSS)</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Zou, Min</creatorcontrib><creatorcontrib>Zhang, Yan-Sheng</creatorcontrib><creatorcontrib>Feng, Jin-Kai</creatorcontrib><creatorcontrib>Tu, Hao</creatorcontrib><creatorcontrib>Gui, Ming-Bin</creatorcontrib><creatorcontrib>Wang, Ya-Nan</creatorcontrib><creatorcontrib>Yang, Zi-Jie</creatorcontrib><creatorcontrib>Yang, Zeng-Qiang</creatorcontrib><creatorcontrib>Xu, Ming</creatorcontrib><creatorcontrib>Wu, Wei-Qiang</creatorcontrib><creatorcontrib>Gao, Feng</creatorcontrib><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Frontiers in oncology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Zou, Min</au><au>Zhang, Yan-Sheng</au><au>Feng, Jin-Kai</au><au>Tu, Hao</au><au>Gui, Ming-Bin</au><au>Wang, Ya-Nan</au><au>Yang, Zi-Jie</au><au>Yang, Zeng-Qiang</au><au>Xu, Ming</au><au>Wu, Wei-Qiang</au><au>Gao, Feng</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Serum metabolomics analysis of biomarkers and metabolic pathways in patients with colorectal cancer associated with spleen-deficiency and qi-stagnation syndrome or damp-heat syndrome: a prospective cohort study</atitle><jtitle>Frontiers in oncology</jtitle><date>2023-09-12</date><risdate>2023</risdate><volume>13</volume><spage>1190706</spage><epage>1190706</epage><pages>1190706-1190706</pages><issn>2234-943X</issn><eissn>2234-943X</eissn><abstract>ObjectiveTo profile the serum metabolites and metabolic pathways in colorectal cancer (CRC) patients associated with spleen-deficiency and qi-stagnation syndrome (SDQSS) or damp-heat syndrome (DHS). MethodsFrom May 2020 to January 2021, CRC patients diagnosed with traditional Chinese medicine (TCM) syndromes of SDQSS or DHS were enrolled. The clinicopathological data of the SDQSS and DHS groups were compared. The serum samples were analyzed by liquid chromatography-mass spectrometry (LC-MS). The variable importance in the projection &gt;1, fold change ≥3 or ≤0.333, and P value ≤0.05 were used to identify differential metabolites between the two groups. Furthermore, areas under the receiver operating characteristic (ROC) curve &gt; 0.9 were applied to select biomarkers with good predictive performance. The enrichment metabolic pathways were searched through the database of Kyoto Encyclopedia of Genes and Genomes. Results60 CRC patients were included (30 SDQSS and 30 DHS). The level of alanine aminotransferase was marginally significantly higher in the DHS group than the SDQSS group (P = 0.051). The other baseline clinicopathological characteristics were all comparable between the two groups. 23 differential serum metabolites were identified, among which 16 were significantly up-regulated and 7 were significantly down-regulated in the SDQSS group compared with the DHS group. ROC curve analysis showed that (S)-3-methyl-2-oxopentanoic acid, neocembrene, 1-aminocyclopropanecarboxylic acid, 3-methyl-3-hydroxypentanedioate, and nicotine were symbolic differential metabolites with higher predictive power. The top five enrichment signalling pathways were valine, leucine and isoleucine biosynthesis; lysosome; nicotine addiction; fructose and mannose metabolism; and pertussis. ConclusionOur study identifies the differential metabolites and characteristic metabolic pathways among CRC patients with SDQSS or DHS, offering the possibility of accurate and objective syndrome differentiation and TCM treatment for CRC patients.</abstract><pub>Frontiers Media S.A</pub><doi>10.3389/fonc.2023.1190706</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record>
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subjects colorectal cancer (CRC)
damp-heat syndrome (DHS)
liquid chromatography-mass spectrometry (LC-MS)
metabolomics
Oncology
spleen-deficiency and qi-stagnation syndrome (SDQSS)
title Serum metabolomics analysis of biomarkers and metabolic pathways in patients with colorectal cancer associated with spleen-deficiency and qi-stagnation syndrome or damp-heat syndrome: a prospective cohort study
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