Cargando…

Cross-tissue omics analysis discovers ten adipose genes encoding secreted proteins in obesity-related non-alcoholic fatty liver disease

BACKGROUND: Non-alcoholic fatty liver disease (NAFLD) is a fast-growing, underdiagnosed, epidemic. We hypothesise that obesity-related inflammation compromises adipose tissue functions, preventing efficient fat storage, and thus driving ectopic fat accumulation into the liver. METHODS: To identify a...

Descripción completa

Detalles Bibliográficos
Autores principales: Darci-Maher, Nicholas, Alvarez, Marcus, Arasu, Uma Thanigai, Selvarajan, Ilakya, Lee, Seung Hyuk T., Pan, David Z., Miao, Zong, Das, Sankha Subhra, Kaminska, Dorota, Örd, Tiit, Benhammou, Jihane N., Wabitsch, Martin, Pisegna, Joseph R., Männistö, Ville, Pietiläinen, Kirsi H., Laakso, Markku, Sinsheimer, Janet S., Kaikkonen, Minna U., Pihlajamäki, Jussi, Pajukanta, Päivi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10277924/
https://www.ncbi.nlm.nih.gov/pubmed/37224770
http://dx.doi.org/10.1016/j.ebiom.2023.104620
_version_ 1785060385759428608
author Darci-Maher, Nicholas
Alvarez, Marcus
Arasu, Uma Thanigai
Selvarajan, Ilakya
Lee, Seung Hyuk T.
Pan, David Z.
Miao, Zong
Das, Sankha Subhra
Kaminska, Dorota
Örd, Tiit
Benhammou, Jihane N.
Wabitsch, Martin
Pisegna, Joseph R.
Männistö, Ville
Pietiläinen, Kirsi H.
Laakso, Markku
Sinsheimer, Janet S.
Kaikkonen, Minna U.
Pihlajamäki, Jussi
Pajukanta, Päivi
author_facet Darci-Maher, Nicholas
Alvarez, Marcus
Arasu, Uma Thanigai
Selvarajan, Ilakya
Lee, Seung Hyuk T.
Pan, David Z.
Miao, Zong
Das, Sankha Subhra
Kaminska, Dorota
Örd, Tiit
Benhammou, Jihane N.
Wabitsch, Martin
Pisegna, Joseph R.
Männistö, Ville
Pietiläinen, Kirsi H.
Laakso, Markku
Sinsheimer, Janet S.
Kaikkonen, Minna U.
Pihlajamäki, Jussi
Pajukanta, Päivi
author_sort Darci-Maher, Nicholas
collection PubMed
description BACKGROUND: Non-alcoholic fatty liver disease (NAFLD) is a fast-growing, underdiagnosed, epidemic. We hypothesise that obesity-related inflammation compromises adipose tissue functions, preventing efficient fat storage, and thus driving ectopic fat accumulation into the liver. METHODS: To identify adipose-based mechanisms and potential serum biomarker candidates (SBCs) for NAFLD, we utilise dual-tissue RNA-sequencing (RNA-seq) data in adipose tissue and liver, paired with histology-based NAFLD diagnosis, from the same individuals in a cohort of obese individuals. We first scan for genes that are differentially expressed (DE) for NAFLD in obese individuals’ subcutaneous adipose tissue but not in their liver; encode proteins secreted to serum; and show preferential adipose expression. Then the identified genes are filtered to key adipose-origin NAFLD genes by best subset analysis, knockdown experiments during human preadipocyte differentiation, recombinant protein treatment experiments in human liver HepG2 cells, and genetic analysis. FINDINGS: We discover a set of genes, including 10 SBCs, that may modulate NAFLD pathogenesis by impacting adipose tissue function. Based on best subset analysis, we further follow-up on two SBCs CCDC80 and SOD3 by knockdown in human preadipocytes and subsequent differentiation experiments, which show that they modulate crucial adipogenesis genes, LPL, SREBPF1, and LEP. We also show that treatment of the liver HepG2 cells with the CCDC80 and SOD3 recombinant proteins impacts genes related to steatosis and lipid processing, including PPARA, NFE2L2, and RNF128. Finally, utilizing the adipose NAFLD DE gene cis-regulatory variants associated with serum triglycerides (TGs) in extensive genome-wide association studies (GWASs), we demonstrate a unidirectional effect of serum TGs on NAFLD with Mendelian Randomization (MR) analysis. We also demonstrate that a single SNP regulating one of the SBC genes, rs2845885, produces a significant MR result by itself. This supports the conclusion that genetically regulated adipose expression of the NAFLD DE genes may contribute to NAFLD through changes in serum TG levels. INTERPRETATION: Our results from the dual-tissue transcriptomics screening improve the understanding of obesity-related NAFLD by providing a targeted set of 10 adipose tissue-active genes as new serum biomarker candidates for the currently grossly underdiagnosed fatty liver disease. FUNDING: The work was supported by 10.13039/100000002NIH grants R01HG010505 and R01DK132775. The Genotype-Tissue Expression (GTEx) Project was supported by the Common Fund of the 10.13039/100000179Office of the Director of the 10.13039/100000002National Institutes of Health, and by 10.13039/100000054NCI, 10.13039/100000051NHGRI, 10.13039/100000050NHLBI, 10.13039/100000026NIDA, 10.13039/100000025NIMH, and 10.13039/100000065NINDS. The KOBS study (J. P.) was supported by the 10.13039/501100013500Finnish Diabetes Research Foundation, 10.13039/501100004092Kuopio University Hospital Project grant (EVO/VTR grants 2005–2019), and the 10.13039/501100002341Academy of Finland grant (Contract no. 138006). This study was funded by the European Research Council under the European Union’s Horizon 2020 research and innovation program (Grant No. 802825 to M. U. K.). K. H. P. was funded by the 10.13039/501100002341Academy of Finland (grant numbers 272376, 266286, 314383, and 335443), the 10.13039/100008723Finnish Medical Foundation, Gyllenberg Foundation, 10.13039/501100009708Novo Nordisk Foundation (grant numbers NNF10OC1013354, NNF17OC0027232, and NNF20OC0060547), 10.13039/501100013500Finnish Diabetes Research Foundation, 10.13039/501100005633Finnish Foundation for Cardiovascular Research, 10.13039/100007797University of Helsinki, and Helsinki University Hospital and Government Research Funds. I. S. was funded by the 10.13039/501100008413Instrumentarium Science Foundation. Personal grants to U. T. A. were received from the Matti and Vappu Maukonen Foundation, Ella och Georg Ehrnrooths Stiftelse and the 10.13039/501100005633Finnish Foundation for Cardiovascular Research.
format Online
Article
Text
id pubmed-10277924
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-102779242023-06-20 Cross-tissue omics analysis discovers ten adipose genes encoding secreted proteins in obesity-related non-alcoholic fatty liver disease Darci-Maher, Nicholas Alvarez, Marcus Arasu, Uma Thanigai Selvarajan, Ilakya Lee, Seung Hyuk T. Pan, David Z. Miao, Zong Das, Sankha Subhra Kaminska, Dorota Örd, Tiit Benhammou, Jihane N. Wabitsch, Martin Pisegna, Joseph R. Männistö, Ville Pietiläinen, Kirsi H. Laakso, Markku Sinsheimer, Janet S. Kaikkonen, Minna U. Pihlajamäki, Jussi Pajukanta, Päivi eBioMedicine Articles BACKGROUND: Non-alcoholic fatty liver disease (NAFLD) is a fast-growing, underdiagnosed, epidemic. We hypothesise that obesity-related inflammation compromises adipose tissue functions, preventing efficient fat storage, and thus driving ectopic fat accumulation into the liver. METHODS: To identify adipose-based mechanisms and potential serum biomarker candidates (SBCs) for NAFLD, we utilise dual-tissue RNA-sequencing (RNA-seq) data in adipose tissue and liver, paired with histology-based NAFLD diagnosis, from the same individuals in a cohort of obese individuals. We first scan for genes that are differentially expressed (DE) for NAFLD in obese individuals’ subcutaneous adipose tissue but not in their liver; encode proteins secreted to serum; and show preferential adipose expression. Then the identified genes are filtered to key adipose-origin NAFLD genes by best subset analysis, knockdown experiments during human preadipocyte differentiation, recombinant protein treatment experiments in human liver HepG2 cells, and genetic analysis. FINDINGS: We discover a set of genes, including 10 SBCs, that may modulate NAFLD pathogenesis by impacting adipose tissue function. Based on best subset analysis, we further follow-up on two SBCs CCDC80 and SOD3 by knockdown in human preadipocytes and subsequent differentiation experiments, which show that they modulate crucial adipogenesis genes, LPL, SREBPF1, and LEP. We also show that treatment of the liver HepG2 cells with the CCDC80 and SOD3 recombinant proteins impacts genes related to steatosis and lipid processing, including PPARA, NFE2L2, and RNF128. Finally, utilizing the adipose NAFLD DE gene cis-regulatory variants associated with serum triglycerides (TGs) in extensive genome-wide association studies (GWASs), we demonstrate a unidirectional effect of serum TGs on NAFLD with Mendelian Randomization (MR) analysis. We also demonstrate that a single SNP regulating one of the SBC genes, rs2845885, produces a significant MR result by itself. This supports the conclusion that genetically regulated adipose expression of the NAFLD DE genes may contribute to NAFLD through changes in serum TG levels. INTERPRETATION: Our results from the dual-tissue transcriptomics screening improve the understanding of obesity-related NAFLD by providing a targeted set of 10 adipose tissue-active genes as new serum biomarker candidates for the currently grossly underdiagnosed fatty liver disease. FUNDING: The work was supported by 10.13039/100000002NIH grants R01HG010505 and R01DK132775. The Genotype-Tissue Expression (GTEx) Project was supported by the Common Fund of the 10.13039/100000179Office of the Director of the 10.13039/100000002National Institutes of Health, and by 10.13039/100000054NCI, 10.13039/100000051NHGRI, 10.13039/100000050NHLBI, 10.13039/100000026NIDA, 10.13039/100000025NIMH, and 10.13039/100000065NINDS. The KOBS study (J. P.) was supported by the 10.13039/501100013500Finnish Diabetes Research Foundation, 10.13039/501100004092Kuopio University Hospital Project grant (EVO/VTR grants 2005–2019), and the 10.13039/501100002341Academy of Finland grant (Contract no. 138006). This study was funded by the European Research Council under the European Union’s Horizon 2020 research and innovation program (Grant No. 802825 to M. U. K.). K. H. P. was funded by the 10.13039/501100002341Academy of Finland (grant numbers 272376, 266286, 314383, and 335443), the 10.13039/100008723Finnish Medical Foundation, Gyllenberg Foundation, 10.13039/501100009708Novo Nordisk Foundation (grant numbers NNF10OC1013354, NNF17OC0027232, and NNF20OC0060547), 10.13039/501100013500Finnish Diabetes Research Foundation, 10.13039/501100005633Finnish Foundation for Cardiovascular Research, 10.13039/100007797University of Helsinki, and Helsinki University Hospital and Government Research Funds. I. S. was funded by the 10.13039/501100008413Instrumentarium Science Foundation. Personal grants to U. T. A. were received from the Matti and Vappu Maukonen Foundation, Ella och Georg Ehrnrooths Stiftelse and the 10.13039/501100005633Finnish Foundation for Cardiovascular Research. Elsevier 2023-05-22 /pmc/articles/PMC10277924/ /pubmed/37224770 http://dx.doi.org/10.1016/j.ebiom.2023.104620 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Articles
Darci-Maher, Nicholas
Alvarez, Marcus
Arasu, Uma Thanigai
Selvarajan, Ilakya
Lee, Seung Hyuk T.
Pan, David Z.
Miao, Zong
Das, Sankha Subhra
Kaminska, Dorota
Örd, Tiit
Benhammou, Jihane N.
Wabitsch, Martin
Pisegna, Joseph R.
Männistö, Ville
Pietiläinen, Kirsi H.
Laakso, Markku
Sinsheimer, Janet S.
Kaikkonen, Minna U.
Pihlajamäki, Jussi
Pajukanta, Päivi
Cross-tissue omics analysis discovers ten adipose genes encoding secreted proteins in obesity-related non-alcoholic fatty liver disease
title Cross-tissue omics analysis discovers ten adipose genes encoding secreted proteins in obesity-related non-alcoholic fatty liver disease
title_full Cross-tissue omics analysis discovers ten adipose genes encoding secreted proteins in obesity-related non-alcoholic fatty liver disease
title_fullStr Cross-tissue omics analysis discovers ten adipose genes encoding secreted proteins in obesity-related non-alcoholic fatty liver disease
title_full_unstemmed Cross-tissue omics analysis discovers ten adipose genes encoding secreted proteins in obesity-related non-alcoholic fatty liver disease
title_short Cross-tissue omics analysis discovers ten adipose genes encoding secreted proteins in obesity-related non-alcoholic fatty liver disease
title_sort cross-tissue omics analysis discovers ten adipose genes encoding secreted proteins in obesity-related non-alcoholic fatty liver disease
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10277924/
https://www.ncbi.nlm.nih.gov/pubmed/37224770
http://dx.doi.org/10.1016/j.ebiom.2023.104620
work_keys_str_mv AT darcimahernicholas crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT alvarezmarcus crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT arasuumathanigai crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT selvarajanilakya crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT leeseunghyukt crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT pandavidz crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT miaozong crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT dassankhasubhra crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT kaminskadorota crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT ordtiit crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT benhammoujihanen crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT wabitschmartin crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT pisegnajosephr crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT mannistoville crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT pietilainenkirsih crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT laaksomarkku crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT sinsheimerjanets crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT kaikkonenminnau crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT pihlajamakijussi crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease
AT pajukantapaivi crosstissueomicsanalysisdiscoverstenadiposegenesencodingsecretedproteinsinobesityrelatednonalcoholicfattyliverdisease