Serum lipidomic signatures in patients with varying histological severity of metabolic-dysfunction associated steatotic liver disease
Metabolic dysfunction-associated steatotic liver disease (MASLD) represents a spectrum of pathologies ranging from simple steatosis to steatohepatitis, fibrosis and cirrhosis. Patients with metabolic associated steatohepatitis (MASH) with fibrosis are at greatest risk of liver and cardiovascular com...
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creator | Muralidharan, Sneha Lee, Jonathan W.J. Lim, Yee Siang Muthiah, Mark Tan, Eunice Demicioglu, Deniz Shabbir, Asim Loo, Wai Mun Koo, Chieh Sian Lee, Yin Mei Soon, Gwyneth Wee, Aileen Halisah, Nur Abbas, Sakinah Ji, Shanshan Triebl, Alexander Burla, Bo Koh, Hiromi W.L. Chan, Yun Shen Lee, Mei Chin Ng, Huck Hui Wenk, Markus R. Torta, Federico Dan, Yock Young |
description | Metabolic dysfunction-associated steatotic liver disease (MASLD) represents a spectrum of pathologies ranging from simple steatosis to steatohepatitis, fibrosis and cirrhosis. Patients with metabolic associated steatohepatitis (MASH) with fibrosis are at greatest risk of liver and cardiovascular complications. To identify such at-risk MASLD patients, physicians are still reliant on invasive liver biopsies. This study aimed to identify circulating lipidomic signatures to better identify patients with MASH in a multi-ethnic Asian cohort.
A lipidomic approach was used to quantify a total of 481 serum lipids from 151 Singaporean patients paired with protocolized liver biopsies. Lipidomic signatures for MASLD, at-risk MASH and advanced fibrosis were identified. 210 lipids showed significant differences for varying histological subtypes of MASLD. Majority of these lipids were associated with liver steatosis (198/210). We identified a panel of 13 lipids associated with lobular inflammation, ballooning and significant fibrosis. Of note, dihexosylceramides were novel markers for significant fibrosis. Using the serum lipidome alone, we could stratify patients with MASLD (AUROC 0.863), as well as those with at-risk MASH (AUROC 0.912) and advanced fibrosis (AUROC 0.95). The lipidomic at-risk MASH predictor, using 14 markers, was independently validated (n = 105) with AUROC 0.76.
The dynamic shift in serum lipid profile was associated with progressive histological stages of MASLD, providing surrogate markers for distinguishing stages of MASLD as well as identifying novel pathways in the pathogenesis.
•Serum lipidomics from controls and MASLD patients were studied alongside liver tissue transcriptomics.•Of the 481 lipids quantified in the serum, 210 are significant for the discrimination of NAFLD CRN histological components.•Serum lipidome discriminates MASLD from controls, and discriminates MASLD patients with steatohepatitis or fibrosis.•Dihexosylceramides were found to be unique markers for at-risk MASH and advanced fibrosis.•This study used the NIST SRM 1950 to normalize serum lipid levels, aiding comparison with future studies. |
doi_str_mv | 10.1016/j.metabol.2024.156063 |
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A lipidomic approach was used to quantify a total of 481 serum lipids from 151 Singaporean patients paired with protocolized liver biopsies. Lipidomic signatures for MASLD, at-risk MASH and advanced fibrosis were identified. 210 lipids showed significant differences for varying histological subtypes of MASLD. Majority of these lipids were associated with liver steatosis (198/210). We identified a panel of 13 lipids associated with lobular inflammation, ballooning and significant fibrosis. Of note, dihexosylceramides were novel markers for significant fibrosis. Using the serum lipidome alone, we could stratify patients with MASLD (AUROC 0.863), as well as those with at-risk MASH (AUROC 0.912) and advanced fibrosis (AUROC 0.95). The lipidomic at-risk MASH predictor, using 14 markers, was independently validated (n = 105) with AUROC 0.76.
The dynamic shift in serum lipid profile was associated with progressive histological stages of MASLD, providing surrogate markers for distinguishing stages of MASLD as well as identifying novel pathways in the pathogenesis.
•Serum lipidomics from controls and MASLD patients were studied alongside liver tissue transcriptomics.•Of the 481 lipids quantified in the serum, 210 are significant for the discrimination of NAFLD CRN histological components.•Serum lipidome discriminates MASLD from controls, and discriminates MASLD patients with steatohepatitis or fibrosis.•Dihexosylceramides were found to be unique markers for at-risk MASH and advanced fibrosis.•This study used the NIST SRM 1950 to normalize serum lipid levels, aiding comparison with future studies.</description><identifier>ISSN: 0026-0495</identifier><identifier>ISSN: 1532-8600</identifier><identifier>EISSN: 1532-8600</identifier><identifier>DOI: 10.1016/j.metabol.2024.156063</identifier><identifier>PMID: 39522592</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>Adult ; Advanced fibrosis ; Aged ; Biomarkers - blood ; Dihexosylceramides ; Fatty Liver - blood ; Fatty Liver - pathology ; Female ; Humans ; Lipidomics ; Lipids - blood ; Liver - metabolism ; Liver - pathology ; Liver Cirrhosis - blood ; Liver Cirrhosis - pathology ; Male ; Metabolic dysfunction associated steatotic liver disease (MASLD) ; Metabolic-associated steatohepatitis (MASH) ; Middle Aged ; Severity of Illness Index</subject><ispartof>Metabolism, clinical and experimental, 2025-01, Vol.162, p.156063, Article 156063</ispartof><rights>2024 Elsevier Inc.</rights><rights>Copyright © 2024 Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c1941-b3176e5e137689186441e8ac91063a535151db598197fbaa8284b80681ba9f4d3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0026049524002919$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/39522592$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Muralidharan, Sneha</creatorcontrib><creatorcontrib>Lee, Jonathan W.J.</creatorcontrib><creatorcontrib>Lim, Yee Siang</creatorcontrib><creatorcontrib>Muthiah, Mark</creatorcontrib><creatorcontrib>Tan, Eunice</creatorcontrib><creatorcontrib>Demicioglu, Deniz</creatorcontrib><creatorcontrib>Shabbir, Asim</creatorcontrib><creatorcontrib>Loo, Wai Mun</creatorcontrib><creatorcontrib>Koo, Chieh Sian</creatorcontrib><creatorcontrib>Lee, Yin Mei</creatorcontrib><creatorcontrib>Soon, Gwyneth</creatorcontrib><creatorcontrib>Wee, Aileen</creatorcontrib><creatorcontrib>Halisah, Nur</creatorcontrib><creatorcontrib>Abbas, Sakinah</creatorcontrib><creatorcontrib>Ji, Shanshan</creatorcontrib><creatorcontrib>Triebl, Alexander</creatorcontrib><creatorcontrib>Burla, Bo</creatorcontrib><creatorcontrib>Koh, Hiromi W.L.</creatorcontrib><creatorcontrib>Chan, Yun Shen</creatorcontrib><creatorcontrib>Lee, Mei Chin</creatorcontrib><creatorcontrib>Ng, Huck Hui</creatorcontrib><creatorcontrib>Wenk, Markus R.</creatorcontrib><creatorcontrib>Torta, Federico</creatorcontrib><creatorcontrib>Dan, Yock Young</creatorcontrib><title>Serum lipidomic signatures in patients with varying histological severity of metabolic-dysfunction associated steatotic liver disease</title><title>Metabolism, clinical and experimental</title><addtitle>Metabolism</addtitle><description>Metabolic dysfunction-associated steatotic liver disease (MASLD) represents a spectrum of pathologies ranging from simple steatosis to steatohepatitis, fibrosis and cirrhosis. Patients with metabolic associated steatohepatitis (MASH) with fibrosis are at greatest risk of liver and cardiovascular complications. To identify such at-risk MASLD patients, physicians are still reliant on invasive liver biopsies. This study aimed to identify circulating lipidomic signatures to better identify patients with MASH in a multi-ethnic Asian cohort.
A lipidomic approach was used to quantify a total of 481 serum lipids from 151 Singaporean patients paired with protocolized liver biopsies. Lipidomic signatures for MASLD, at-risk MASH and advanced fibrosis were identified. 210 lipids showed significant differences for varying histological subtypes of MASLD. Majority of these lipids were associated with liver steatosis (198/210). We identified a panel of 13 lipids associated with lobular inflammation, ballooning and significant fibrosis. Of note, dihexosylceramides were novel markers for significant fibrosis. Using the serum lipidome alone, we could stratify patients with MASLD (AUROC 0.863), as well as those with at-risk MASH (AUROC 0.912) and advanced fibrosis (AUROC 0.95). The lipidomic at-risk MASH predictor, using 14 markers, was independently validated (n = 105) with AUROC 0.76.
The dynamic shift in serum lipid profile was associated with progressive histological stages of MASLD, providing surrogate markers for distinguishing stages of MASLD as well as identifying novel pathways in the pathogenesis.
•Serum lipidomics from controls and MASLD patients were studied alongside liver tissue transcriptomics.•Of the 481 lipids quantified in the serum, 210 are significant for the discrimination of NAFLD CRN histological components.•Serum lipidome discriminates MASLD from controls, and discriminates MASLD patients with steatohepatitis or fibrosis.•Dihexosylceramides were found to be unique markers for at-risk MASH and advanced fibrosis.•This study used the NIST SRM 1950 to normalize serum lipid levels, aiding comparison with future studies.</description><subject>Adult</subject><subject>Advanced fibrosis</subject><subject>Aged</subject><subject>Biomarkers - blood</subject><subject>Dihexosylceramides</subject><subject>Fatty Liver - blood</subject><subject>Fatty Liver - pathology</subject><subject>Female</subject><subject>Humans</subject><subject>Lipidomics</subject><subject>Lipids - blood</subject><subject>Liver - metabolism</subject><subject>Liver - pathology</subject><subject>Liver Cirrhosis - blood</subject><subject>Liver Cirrhosis - pathology</subject><subject>Male</subject><subject>Metabolic dysfunction associated steatotic liver disease (MASLD)</subject><subject>Metabolic-associated steatohepatitis (MASH)</subject><subject>Middle Aged</subject><subject>Severity of Illness Index</subject><issn>0026-0495</issn><issn>1532-8600</issn><issn>1532-8600</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2025</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkcGO1DAQRC0EYmcXPgHkI5cM7iR2nBNCqwVWWokDcLYcpzPboyQe3M6g-QD-m6xm4MrJl1ddrioh3oDaggLzfr-dMPsujttSlfUWtFGmeiY2oKuysEap52KjVGkKVbf6Slwz75VSTWPNS3FVtbosdVtuxO9vmJZJjnSgPk4UJNNu9nlJyJJmefCZcM4sf1F-lEefTjTv5CNxjmPcUfCjZDxionyScZCXL1Eo-hMPyxwyxVl65hjIZ-wlZ_Q55tVnpFUme2L0jK_Ei8GPjK8v74348enu--2X4uHr5_vbjw9FgLaGoqugMagRqsbYFqypa0DrQwtrdq8rDRr6TrcW2mbovLelrTurjIXOt0PdVzfi3fnuIcWfC3J2E3HAcfQzxoVdBaVtalsBrKg-oyFF5oSDOySa1gIcKPe0gNu7S1z3tIA7L7Dq3l4slm7C_p_qb-Ur8OEM4Br0SJgch7XjgD0lDNn1kf5j8Qewn5yp</recordid><startdate>202501</startdate><enddate>202501</enddate><creator>Muralidharan, Sneha</creator><creator>Lee, Jonathan W.J.</creator><creator>Lim, Yee Siang</creator><creator>Muthiah, Mark</creator><creator>Tan, Eunice</creator><creator>Demicioglu, Deniz</creator><creator>Shabbir, Asim</creator><creator>Loo, Wai Mun</creator><creator>Koo, Chieh Sian</creator><creator>Lee, Yin Mei</creator><creator>Soon, Gwyneth</creator><creator>Wee, Aileen</creator><creator>Halisah, Nur</creator><creator>Abbas, Sakinah</creator><creator>Ji, Shanshan</creator><creator>Triebl, Alexander</creator><creator>Burla, Bo</creator><creator>Koh, Hiromi W.L.</creator><creator>Chan, Yun Shen</creator><creator>Lee, Mei Chin</creator><creator>Ng, Huck Hui</creator><creator>Wenk, Markus R.</creator><creator>Torta, Federico</creator><creator>Dan, Yock Young</creator><general>Elsevier Inc</general><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>7X8</scope></search><sort><creationdate>202501</creationdate><title>Serum lipidomic signatures in patients with varying histological severity of metabolic-dysfunction associated steatotic liver disease</title><author>Muralidharan, Sneha ; Lee, Jonathan W.J. ; Lim, Yee Siang ; Muthiah, Mark ; Tan, Eunice ; Demicioglu, Deniz ; Shabbir, Asim ; Loo, Wai Mun ; Koo, Chieh Sian ; Lee, Yin Mei ; Soon, Gwyneth ; Wee, Aileen ; Halisah, Nur ; Abbas, Sakinah ; Ji, Shanshan ; Triebl, Alexander ; Burla, Bo ; Koh, Hiromi W.L. ; Chan, Yun Shen ; Lee, Mei Chin ; Ng, Huck Hui ; Wenk, Markus R. ; Torta, Federico ; Dan, Yock Young</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c1941-b3176e5e137689186441e8ac91063a535151db598197fbaa8284b80681ba9f4d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2025</creationdate><topic>Adult</topic><topic>Advanced fibrosis</topic><topic>Aged</topic><topic>Biomarkers - blood</topic><topic>Dihexosylceramides</topic><topic>Fatty Liver - blood</topic><topic>Fatty Liver - pathology</topic><topic>Female</topic><topic>Humans</topic><topic>Lipidomics</topic><topic>Lipids - blood</topic><topic>Liver - metabolism</topic><topic>Liver - pathology</topic><topic>Liver Cirrhosis - blood</topic><topic>Liver Cirrhosis - pathology</topic><topic>Male</topic><topic>Metabolic dysfunction associated steatotic liver disease (MASLD)</topic><topic>Metabolic-associated steatohepatitis (MASH)</topic><topic>Middle Aged</topic><topic>Severity of Illness Index</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Muralidharan, Sneha</creatorcontrib><creatorcontrib>Lee, Jonathan W.J.</creatorcontrib><creatorcontrib>Lim, Yee Siang</creatorcontrib><creatorcontrib>Muthiah, Mark</creatorcontrib><creatorcontrib>Tan, Eunice</creatorcontrib><creatorcontrib>Demicioglu, Deniz</creatorcontrib><creatorcontrib>Shabbir, Asim</creatorcontrib><creatorcontrib>Loo, Wai Mun</creatorcontrib><creatorcontrib>Koo, Chieh Sian</creatorcontrib><creatorcontrib>Lee, Yin Mei</creatorcontrib><creatorcontrib>Soon, Gwyneth</creatorcontrib><creatorcontrib>Wee, Aileen</creatorcontrib><creatorcontrib>Halisah, Nur</creatorcontrib><creatorcontrib>Abbas, Sakinah</creatorcontrib><creatorcontrib>Ji, Shanshan</creatorcontrib><creatorcontrib>Triebl, Alexander</creatorcontrib><creatorcontrib>Burla, Bo</creatorcontrib><creatorcontrib>Koh, Hiromi W.L.</creatorcontrib><creatorcontrib>Chan, Yun Shen</creatorcontrib><creatorcontrib>Lee, Mei Chin</creatorcontrib><creatorcontrib>Ng, Huck Hui</creatorcontrib><creatorcontrib>Wenk, Markus R.</creatorcontrib><creatorcontrib>Torta, Federico</creatorcontrib><creatorcontrib>Dan, Yock Young</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Metabolism, clinical and experimental</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Muralidharan, Sneha</au><au>Lee, Jonathan W.J.</au><au>Lim, Yee Siang</au><au>Muthiah, Mark</au><au>Tan, Eunice</au><au>Demicioglu, Deniz</au><au>Shabbir, Asim</au><au>Loo, Wai Mun</au><au>Koo, Chieh Sian</au><au>Lee, Yin Mei</au><au>Soon, Gwyneth</au><au>Wee, Aileen</au><au>Halisah, Nur</au><au>Abbas, Sakinah</au><au>Ji, Shanshan</au><au>Triebl, Alexander</au><au>Burla, Bo</au><au>Koh, Hiromi W.L.</au><au>Chan, Yun Shen</au><au>Lee, Mei Chin</au><au>Ng, Huck Hui</au><au>Wenk, Markus R.</au><au>Torta, Federico</au><au>Dan, Yock Young</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Serum lipidomic signatures in patients with varying histological severity of metabolic-dysfunction associated steatotic liver disease</atitle><jtitle>Metabolism, clinical and experimental</jtitle><addtitle>Metabolism</addtitle><date>2025-01</date><risdate>2025</risdate><volume>162</volume><spage>156063</spage><pages>156063-</pages><artnum>156063</artnum><issn>0026-0495</issn><issn>1532-8600</issn><eissn>1532-8600</eissn><abstract>Metabolic dysfunction-associated steatotic liver disease (MASLD) represents a spectrum of pathologies ranging from simple steatosis to steatohepatitis, fibrosis and cirrhosis. Patients with metabolic associated steatohepatitis (MASH) with fibrosis are at greatest risk of liver and cardiovascular complications. To identify such at-risk MASLD patients, physicians are still reliant on invasive liver biopsies. This study aimed to identify circulating lipidomic signatures to better identify patients with MASH in a multi-ethnic Asian cohort.
A lipidomic approach was used to quantify a total of 481 serum lipids from 151 Singaporean patients paired with protocolized liver biopsies. Lipidomic signatures for MASLD, at-risk MASH and advanced fibrosis were identified. 210 lipids showed significant differences for varying histological subtypes of MASLD. Majority of these lipids were associated with liver steatosis (198/210). We identified a panel of 13 lipids associated with lobular inflammation, ballooning and significant fibrosis. Of note, dihexosylceramides were novel markers for significant fibrosis. Using the serum lipidome alone, we could stratify patients with MASLD (AUROC 0.863), as well as those with at-risk MASH (AUROC 0.912) and advanced fibrosis (AUROC 0.95). The lipidomic at-risk MASH predictor, using 14 markers, was independently validated (n = 105) with AUROC 0.76.
The dynamic shift in serum lipid profile was associated with progressive histological stages of MASLD, providing surrogate markers for distinguishing stages of MASLD as well as identifying novel pathways in the pathogenesis.
•Serum lipidomics from controls and MASLD patients were studied alongside liver tissue transcriptomics.•Of the 481 lipids quantified in the serum, 210 are significant for the discrimination of NAFLD CRN histological components.•Serum lipidome discriminates MASLD from controls, and discriminates MASLD patients with steatohepatitis or fibrosis.•Dihexosylceramides were found to be unique markers for at-risk MASH and advanced fibrosis.•This study used the NIST SRM 1950 to normalize serum lipid levels, aiding comparison with future studies.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>39522592</pmid><doi>10.1016/j.metabol.2024.156063</doi></addata></record> |
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subjects | Adult Advanced fibrosis Aged Biomarkers - blood Dihexosylceramides Fatty Liver - blood Fatty Liver - pathology Female Humans Lipidomics Lipids - blood Liver - metabolism Liver - pathology Liver Cirrhosis - blood Liver Cirrhosis - pathology Male Metabolic dysfunction associated steatotic liver disease (MASLD) Metabolic-associated steatohepatitis (MASH) Middle Aged Severity of Illness Index |
title | Serum lipidomic signatures in patients with varying histological severity of metabolic-dysfunction associated steatotic liver disease |
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