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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...

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Autores principales: 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
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
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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.
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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
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