Cargando…
Identification of TBX15 as an adipose master trans regulator of abdominal obesity genes
BACKGROUND: Obesity predisposes individuals to multiple cardiometabolic disorders, including type 2 diabetes (T2D). As body mass index (BMI) cannot reliably differentiate fat from lean mass, the metabolically detrimental abdominal obesity has been estimated using waist-hip ratio (WHR). Waist-hip rat...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8327600/ https://www.ncbi.nlm.nih.gov/pubmed/34340684 http://dx.doi.org/10.1186/s13073-021-00939-2 |
_version_ | 1783732123766620160 |
---|---|
author | Pan, David Z. Miao, Zong Comenho, Caroline Rajkumar, Sandhya Koka, Amogha Lee, Seung Hyuk T. Alvarez, Marcus Kaminska, Dorota Ko, Arthur Sinsheimer, Janet S. Mohlke, Karen L. Mancuso, Nicholas Muñoz-Hernandez, Linda Liliana Herrera-Hernandez, Miguel Tusié-Luna, Maria Teresa Aguilar-Salinas, Carlos Pietiläinen, Kirsi H. Pihlajamäki, Jussi Laakso, Markku Garske, Kristina M. Pajukanta, Päivi |
author_facet | Pan, David Z. Miao, Zong Comenho, Caroline Rajkumar, Sandhya Koka, Amogha Lee, Seung Hyuk T. Alvarez, Marcus Kaminska, Dorota Ko, Arthur Sinsheimer, Janet S. Mohlke, Karen L. Mancuso, Nicholas Muñoz-Hernandez, Linda Liliana Herrera-Hernandez, Miguel Tusié-Luna, Maria Teresa Aguilar-Salinas, Carlos Pietiläinen, Kirsi H. Pihlajamäki, Jussi Laakso, Markku Garske, Kristina M. Pajukanta, Päivi |
author_sort | Pan, David Z. |
collection | PubMed |
description | BACKGROUND: Obesity predisposes individuals to multiple cardiometabolic disorders, including type 2 diabetes (T2D). As body mass index (BMI) cannot reliably differentiate fat from lean mass, the metabolically detrimental abdominal obesity has been estimated using waist-hip ratio (WHR). Waist-hip ratio adjusted for body mass index (WHRadjBMI) in turn is a well-established sex-specific marker for abdominal fat and adiposity, and a predictor of adverse metabolic outcomes, such as T2D. However, the underlying genes and regulatory mechanisms orchestrating the sex differences in obesity and body fat distribution in humans are not well understood. METHODS: We searched for genetic master regulators of WHRadjBMI by employing integrative genomics approaches on human subcutaneous adipose RNA sequencing (RNA-seq) data (n ~ 1400) and WHRadjBMI GWAS data (n ~ 700,000) from the WHRadjBMI GWAS cohorts and the UK Biobank (UKB), using co-expression network, transcriptome-wide association study (TWAS), and polygenic risk score (PRS) approaches. Finally, we functionally verified our genomic results using gene knockdown experiments in a human primary cell type that is critical for adipose tissue function. RESULTS: Here, we identified an adipose gene co-expression network that contains 35 obesity GWAS genes and explains a significant amount of polygenic risk for abdominal obesity and T2D in the UKB (n = 392,551) in a sex-dependent way. We showed that this network is preserved in the adipose tissue data from the Finnish Kuopio Obesity Study and Mexican Obesity Study. The network is controlled by a novel adipose master transcription factor (TF), TBX15, a WHRadjBMI GWAS gene that regulates the network in trans. Knockdown of TBX15 in human primary preadipocytes resulted in changes in expression of 130 network genes, including the key adipose TFs, PPARG and KLF15, which were significantly impacted (FDR < 0.05), thus functionally verifying the trans regulatory effect of TBX15 on the WHRadjBMI co-expression network. CONCLUSIONS: Our study discovers a novel key function for the TBX15 TF in trans regulating an adipose co-expression network of 347 adipose, mitochondrial, and metabolically important genes, including PPARG, KLF15, PPARA, ADIPOQ, and 35 obesity GWAS genes. Thus, based on our converging genomic, transcriptional, and functional evidence, we interpret the role of TBX15 to be a main transcriptional regulator in the adipose tissue and discover its importance in human abdominal obesity. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-021-00939-2. |
format | Online Article Text |
id | pubmed-8327600 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-83276002021-08-02 Identification of TBX15 as an adipose master trans regulator of abdominal obesity genes Pan, David Z. Miao, Zong Comenho, Caroline Rajkumar, Sandhya Koka, Amogha Lee, Seung Hyuk T. Alvarez, Marcus Kaminska, Dorota Ko, Arthur Sinsheimer, Janet S. Mohlke, Karen L. Mancuso, Nicholas Muñoz-Hernandez, Linda Liliana Herrera-Hernandez, Miguel Tusié-Luna, Maria Teresa Aguilar-Salinas, Carlos Pietiläinen, Kirsi H. Pihlajamäki, Jussi Laakso, Markku Garske, Kristina M. Pajukanta, Päivi Genome Med Research BACKGROUND: Obesity predisposes individuals to multiple cardiometabolic disorders, including type 2 diabetes (T2D). As body mass index (BMI) cannot reliably differentiate fat from lean mass, the metabolically detrimental abdominal obesity has been estimated using waist-hip ratio (WHR). Waist-hip ratio adjusted for body mass index (WHRadjBMI) in turn is a well-established sex-specific marker for abdominal fat and adiposity, and a predictor of adverse metabolic outcomes, such as T2D. However, the underlying genes and regulatory mechanisms orchestrating the sex differences in obesity and body fat distribution in humans are not well understood. METHODS: We searched for genetic master regulators of WHRadjBMI by employing integrative genomics approaches on human subcutaneous adipose RNA sequencing (RNA-seq) data (n ~ 1400) and WHRadjBMI GWAS data (n ~ 700,000) from the WHRadjBMI GWAS cohorts and the UK Biobank (UKB), using co-expression network, transcriptome-wide association study (TWAS), and polygenic risk score (PRS) approaches. Finally, we functionally verified our genomic results using gene knockdown experiments in a human primary cell type that is critical for adipose tissue function. RESULTS: Here, we identified an adipose gene co-expression network that contains 35 obesity GWAS genes and explains a significant amount of polygenic risk for abdominal obesity and T2D in the UKB (n = 392,551) in a sex-dependent way. We showed that this network is preserved in the adipose tissue data from the Finnish Kuopio Obesity Study and Mexican Obesity Study. The network is controlled by a novel adipose master transcription factor (TF), TBX15, a WHRadjBMI GWAS gene that regulates the network in trans. Knockdown of TBX15 in human primary preadipocytes resulted in changes in expression of 130 network genes, including the key adipose TFs, PPARG and KLF15, which were significantly impacted (FDR < 0.05), thus functionally verifying the trans regulatory effect of TBX15 on the WHRadjBMI co-expression network. CONCLUSIONS: Our study discovers a novel key function for the TBX15 TF in trans regulating an adipose co-expression network of 347 adipose, mitochondrial, and metabolically important genes, including PPARG, KLF15, PPARA, ADIPOQ, and 35 obesity GWAS genes. Thus, based on our converging genomic, transcriptional, and functional evidence, we interpret the role of TBX15 to be a main transcriptional regulator in the adipose tissue and discover its importance in human abdominal obesity. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-021-00939-2. BioMed Central 2021-08-02 /pmc/articles/PMC8327600/ /pubmed/34340684 http://dx.doi.org/10.1186/s13073-021-00939-2 Text en © The Author(s) 2021, corrected publication 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Pan, David Z. Miao, Zong Comenho, Caroline Rajkumar, Sandhya Koka, Amogha Lee, Seung Hyuk T. Alvarez, Marcus Kaminska, Dorota Ko, Arthur Sinsheimer, Janet S. Mohlke, Karen L. Mancuso, Nicholas Muñoz-Hernandez, Linda Liliana Herrera-Hernandez, Miguel Tusié-Luna, Maria Teresa Aguilar-Salinas, Carlos Pietiläinen, Kirsi H. Pihlajamäki, Jussi Laakso, Markku Garske, Kristina M. Pajukanta, Päivi Identification of TBX15 as an adipose master trans regulator of abdominal obesity genes |
title | Identification of TBX15 as an adipose master trans regulator of abdominal obesity genes |
title_full | Identification of TBX15 as an adipose master trans regulator of abdominal obesity genes |
title_fullStr | Identification of TBX15 as an adipose master trans regulator of abdominal obesity genes |
title_full_unstemmed | Identification of TBX15 as an adipose master trans regulator of abdominal obesity genes |
title_short | Identification of TBX15 as an adipose master trans regulator of abdominal obesity genes |
title_sort | identification of tbx15 as an adipose master trans regulator of abdominal obesity genes |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8327600/ https://www.ncbi.nlm.nih.gov/pubmed/34340684 http://dx.doi.org/10.1186/s13073-021-00939-2 |
work_keys_str_mv | AT pandavidz identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT miaozong identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT comenhocaroline identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT rajkumarsandhya identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT kokaamogha identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT leeseunghyukt identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT alvarezmarcus identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT kaminskadorota identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT koarthur identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT sinsheimerjanets identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT mohlkekarenl identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT mancusonicholas identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT munozhernandezlindaliliana identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT herrerahernandezmiguel identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT tusielunamariateresa identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT aguilarsalinascarlos identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT pietilainenkirsih identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT pihlajamakijussi identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT laaksomarkku identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT garskekristinam identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes AT pajukantapaivi identificationoftbx15asanadiposemastertransregulatorofabdominalobesitygenes |