Discovery of rare variants associated with blood pressure regulation through meta-analysis of 1.3 million individuals
- Surendran, Praveen, Feofanova, Elena, Lahrouchi, Najim, Ntalla, Ionna, Karthikeyan, Savita, Cook, James, Chen, Lingyan, Mifsud, Borbala, Yao, Chen, Kraja, Aldi, Cartwright, James, Hellwege, Jacklyn, Giri, Ayush, Tragante, Vinicius, Thorleifsson, Gudmar, Liu, Dajiang, Prins, Bram, Stewart, Isobel, Cabrera, Claude, Eales, James, Akbarov, Artur, Auer, Paul, Charchar, Fadi, Howson, Joanna, LifeLines Cohort, Study, Epic, C. V. D., Epic InterAct, Understanding Society Scientific, Group, Million Veteran, Program
- Authors: Surendran, Praveen , Feofanova, Elena , Lahrouchi, Najim , Ntalla, Ionna , Karthikeyan, Savita , Cook, James , Chen, Lingyan , Mifsud, Borbala , Yao, Chen , Kraja, Aldi , Cartwright, James , Hellwege, Jacklyn , Giri, Ayush , Tragante, Vinicius , Thorleifsson, Gudmar , Liu, Dajiang , Prins, Bram , Stewart, Isobel , Cabrera, Claude , Eales, James , Akbarov, Artur , Auer, Paul , Charchar, Fadi , Howson, Joanna , LifeLines Cohort, Study , Epic, C. V. D. , Epic InterAct , Understanding Society Scientific, Group , Million Veteran, Program
- Date: 2020
- Type: Text , Journal article
- Relation: Nature Genetics Vol. 52, no. 12 (2020), p. 1314-1332
- Full Text:
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- Description: Genetic studies of blood pressure (BP) to date have mainly analyzed common variants (minor allele frequency > 0.05). In a meta-analysis of up to ~1.3 million participants, we discovered 106 new BP-associated genomic regions and 87 rare (minor allele frequency ≤ 0.01) variant BP associations (P < 5 × 10−8), of which 32 were in new BP-associated loci and 55 were independent BP-associated single-nucleotide variants within known BP-associated regions. Average effects of rare variants (44% coding) were ~8 times larger than common variant effects and indicate potential candidate causal genes at new and known loci (for example, GATA5 and PLCB3). BP-associated variants (including rare and common) were enriched in regions of active chromatin in fetal tissues, potentially linking fetal development with BP regulation in later life. Multivariable Mendelian randomization suggested possible inverse effects of elevated systolic and diastolic BP on large artery stroke. Our study demonstrates the utility of rare-variant analyses for identifying candidate genes and the results highlight potential therapeutic targets. © 2020, The Author(s), under exclusive licence to Springer Nature America, Inc. There are 286 authors of this articles not all are listed in this record.
- Authors: Surendran, Praveen , Feofanova, Elena , Lahrouchi, Najim , Ntalla, Ionna , Karthikeyan, Savita , Cook, James , Chen, Lingyan , Mifsud, Borbala , Yao, Chen , Kraja, Aldi , Cartwright, James , Hellwege, Jacklyn , Giri, Ayush , Tragante, Vinicius , Thorleifsson, Gudmar , Liu, Dajiang , Prins, Bram , Stewart, Isobel , Cabrera, Claude , Eales, James , Akbarov, Artur , Auer, Paul , Charchar, Fadi , Howson, Joanna , LifeLines Cohort, Study , Epic, C. V. D. , Epic InterAct , Understanding Society Scientific, Group , Million Veteran, Program
- Date: 2020
- Type: Text , Journal article
- Relation: Nature Genetics Vol. 52, no. 12 (2020), p. 1314-1332
- Full Text:
- Reviewed:
- Description: Genetic studies of blood pressure (BP) to date have mainly analyzed common variants (minor allele frequency > 0.05). In a meta-analysis of up to ~1.3 million participants, we discovered 106 new BP-associated genomic regions and 87 rare (minor allele frequency ≤ 0.01) variant BP associations (P < 5 × 10−8), of which 32 were in new BP-associated loci and 55 were independent BP-associated single-nucleotide variants within known BP-associated regions. Average effects of rare variants (44% coding) were ~8 times larger than common variant effects and indicate potential candidate causal genes at new and known loci (for example, GATA5 and PLCB3). BP-associated variants (including rare and common) were enriched in regions of active chromatin in fetal tissues, potentially linking fetal development with BP regulation in later life. Multivariable Mendelian randomization suggested possible inverse effects of elevated systolic and diastolic BP on large artery stroke. Our study demonstrates the utility of rare-variant analyses for identifying candidate genes and the results highlight potential therapeutic targets. © 2020, The Author(s), under exclusive licence to Springer Nature America, Inc. There are 286 authors of this articles not all are listed in this record.
Trans-ethnic kidney function association study reveals putative causal genes and effects on kidney-specific disease aetiologies
- Morris, Andrew, Le, Thu, Wu, Haojia, Akbarov, Artur, van der Most, Peter, Hemani, Gibran, Smith, George, Mahajan, Anubha, Gaulton, Kyle, Nadkarni, Girish, Valladares-Salgado, Adan, Wacher-Rodarte, Niels, Mychaleckyj, Josyf, Dueker, Nicole, Guo, Xiuqing, Hai, Yang, Haessler, Jeffrey, Kamatani, Yoichiro, Stilp, Adrienne, Zhu, Gu, Cook, James, Arnlov, Johan, Blanton, Susan, de Borst, Martin, Bottinger, Erwin, Buchanan, Thomas, Cechova, Sylvia, Charchar, Fadi, Chu, Pei-Lun, Damman, Jeffrey, Eales, James, Gharavi, Ali, Giedraitis, Vilmantas, Heath, Andrew, Ipp, Eli, Kiryluk, Krzysztof, Kramer, Holly, Kubo, Michiaki, Larsson, Anders, Lindgren, Cecilia, Lu, Yingchang, Madden, Pamela, Montgomery, Grant, Papanicolaou, George, Raffel, Leslie, Sacco, Ralph, Sanchez, Elena, Stark, Holger, Sundstrom, Johan, Taylor, Kent, Xiang, Anny, Zivkovic, Aleksandra, Lind, Lars, Ingelsson, Erik, Martin, Nicholas, Whitfield, John, Cai, Jianwen, Laurie, Cathy, Okada, Yukinori, Matsuda, Koichi, Kooperberg, Charles, Chen, Yii-Der, Rundek, Tatjana, Rich, Stephen, Loos, Ruth, Parra, Esteban, Cruz, Miguel, Rotter, Jerome, Snieder, Harold, Tomaszewski, Maciej, Humphreys, Benjamin, Franceschini, Nora
- Authors: Morris, Andrew , Le, Thu , Wu, Haojia , Akbarov, Artur , van der Most, Peter , Hemani, Gibran , Smith, George , Mahajan, Anubha , Gaulton, Kyle , Nadkarni, Girish , Valladares-Salgado, Adan , Wacher-Rodarte, Niels , Mychaleckyj, Josyf , Dueker, Nicole , Guo, Xiuqing , Hai, Yang , Haessler, Jeffrey , Kamatani, Yoichiro , Stilp, Adrienne , Zhu, Gu , Cook, James , Arnlov, Johan , Blanton, Susan , de Borst, Martin , Bottinger, Erwin , Buchanan, Thomas , Cechova, Sylvia , Charchar, Fadi , Chu, Pei-Lun , Damman, Jeffrey , Eales, James , Gharavi, Ali , Giedraitis, Vilmantas , Heath, Andrew , Ipp, Eli , Kiryluk, Krzysztof , Kramer, Holly , Kubo, Michiaki , Larsson, Anders , Lindgren, Cecilia , Lu, Yingchang , Madden, Pamela , Montgomery, Grant , Papanicolaou, George , Raffel, Leslie , Sacco, Ralph , Sanchez, Elena , Stark, Holger , Sundstrom, Johan , Taylor, Kent , Xiang, Anny , Zivkovic, Aleksandra , Lind, Lars , Ingelsson, Erik , Martin, Nicholas , Whitfield, John , Cai, Jianwen , Laurie, Cathy , Okada, Yukinori , Matsuda, Koichi , Kooperberg, Charles , Chen, Yii-Der , Rundek, Tatjana , Rich, Stephen , Loos, Ruth , Parra, Esteban , Cruz, Miguel , Rotter, Jerome , Snieder, Harold , Tomaszewski, Maciej , Humphreys, Benjamin , Franceschini, Nora
- Date: 2019
- Type: Text , Journal article
- Relation: Nature Communications Vol. 10, no. 1 (2019), p. 1-14
- Full Text:
- Reviewed:
- Description: Chronic kidney disease (CKD) affects ~10% of the global population, with considerable ethnic differences in prevalence and aetiology. We assemble genome-wide association studies of estimated glomerular filtration rate (eGFR), a measure of kidney function that defines CKD, in 312,468 individuals of diverse ancestry. We identify 127 distinct association signals with homogeneous effects on eGFR across ancestries and enrichment in genomic annotations including kidney-specific histone modifications. Fine-mapping reveals 40 high-confidence variants driving eGFR associations and highlights putative causal genes with cell-type specific expression in glomerulus, and in proximal and distal nephron. Mendelian randomisation supports causal effects of eGFR on overall and cause-specific CKD, kidney stone formation, diastolic blood pressure and hypertension. These results define novel molecular mechanisms and putative causal genes for eGFR, offering insight into clinical outcomes and routes to CKD treatment development.
- Authors: Morris, Andrew , Le, Thu , Wu, Haojia , Akbarov, Artur , van der Most, Peter , Hemani, Gibran , Smith, George , Mahajan, Anubha , Gaulton, Kyle , Nadkarni, Girish , Valladares-Salgado, Adan , Wacher-Rodarte, Niels , Mychaleckyj, Josyf , Dueker, Nicole , Guo, Xiuqing , Hai, Yang , Haessler, Jeffrey , Kamatani, Yoichiro , Stilp, Adrienne , Zhu, Gu , Cook, James , Arnlov, Johan , Blanton, Susan , de Borst, Martin , Bottinger, Erwin , Buchanan, Thomas , Cechova, Sylvia , Charchar, Fadi , Chu, Pei-Lun , Damman, Jeffrey , Eales, James , Gharavi, Ali , Giedraitis, Vilmantas , Heath, Andrew , Ipp, Eli , Kiryluk, Krzysztof , Kramer, Holly , Kubo, Michiaki , Larsson, Anders , Lindgren, Cecilia , Lu, Yingchang , Madden, Pamela , Montgomery, Grant , Papanicolaou, George , Raffel, Leslie , Sacco, Ralph , Sanchez, Elena , Stark, Holger , Sundstrom, Johan , Taylor, Kent , Xiang, Anny , Zivkovic, Aleksandra , Lind, Lars , Ingelsson, Erik , Martin, Nicholas , Whitfield, John , Cai, Jianwen , Laurie, Cathy , Okada, Yukinori , Matsuda, Koichi , Kooperberg, Charles , Chen, Yii-Der , Rundek, Tatjana , Rich, Stephen , Loos, Ruth , Parra, Esteban , Cruz, Miguel , Rotter, Jerome , Snieder, Harold , Tomaszewski, Maciej , Humphreys, Benjamin , Franceschini, Nora
- Date: 2019
- Type: Text , Journal article
- Relation: Nature Communications Vol. 10, no. 1 (2019), p. 1-14
- Full Text:
- Reviewed:
- Description: Chronic kidney disease (CKD) affects ~10% of the global population, with considerable ethnic differences in prevalence and aetiology. We assemble genome-wide association studies of estimated glomerular filtration rate (eGFR), a measure of kidney function that defines CKD, in 312,468 individuals of diverse ancestry. We identify 127 distinct association signals with homogeneous effects on eGFR across ancestries and enrichment in genomic annotations including kidney-specific histone modifications. Fine-mapping reveals 40 high-confidence variants driving eGFR associations and highlights putative causal genes with cell-type specific expression in glomerulus, and in proximal and distal nephron. Mendelian randomisation supports causal effects of eGFR on overall and cause-specific CKD, kidney stone formation, diastolic blood pressure and hypertension. These results define novel molecular mechanisms and putative causal genes for eGFR, offering insight into clinical outcomes and routes to CKD treatment development.
Uncovering genetic mechanisms of kidney aging through transcriptomics, genomics, and epigenomics
- Rowland, Joshua, Akbarov, Artur, Eales, James, Xu, Xiaoguang, Dormer, John, Guo, Hui, Denniff, Matthew, Jiang, Xiao, Ranjzad, Parisa, Nazgiewicz, Alicja, Prestes, Priscilla, Antczak, Andrzej, Szulinska, Monika, Wise, Ingrid, Zukowska-Szczechowska, Ewa, Bogdanski, Pawel, Woolf, Adrian, Samani, Nilesh, Charchar, Fadi, Tomaszewski, Maciej
- Authors: Rowland, Joshua , Akbarov, Artur , Eales, James , Xu, Xiaoguang , Dormer, John , Guo, Hui , Denniff, Matthew , Jiang, Xiao , Ranjzad, Parisa , Nazgiewicz, Alicja , Prestes, Priscilla , Antczak, Andrzej , Szulinska, Monika , Wise, Ingrid , Zukowska-Szczechowska, Ewa , Bogdanski, Pawel , Woolf, Adrian , Samani, Nilesh , Charchar, Fadi , Tomaszewski, Maciej
- Date: 2019
- Type: Text , Journal article
- Relation: Kidney International Vol. 95, no. 3 (2019), p. 624-635
- Full Text:
- Reviewed:
- Description: Nephrons scar and involute during aging, increasing the risk of chronic kidney disease. Little is known, however, about genetic mechanisms of kidney aging. We sought to define the signatures of age on the renal transcriptome using 563 human kidneys. The initial discovery analysis of 260 kidney transcriptomes from the TRANScriptome of renaL humAn TissuE Study (TRANSLATE) and the Cancer Genome Atlas identified 37 age-associated genes. For 19 of those genes, the association with age was replicated in 303 kidney transcriptomes from the Nephroseq resource. Surveying 42 nonrenal tissues from the Genotype–Tissue Expression project revealed that, for approximately a fifth of the replicated genes, the association with age was kidney-specific. Seventy-three percent of the replicated genes were associated with functional or histological parameters of age-related decline in kidney health, including glomerular filtration rate, glomerulosclerosis, interstitial fibrosis, tubular atrophy, and arterial narrowing. Common genetic variants in four of the age-related genes, namely LYG1, PPP1R3C, LTF and TSPYL5, correlated with the trajectory of age-related changes in their renal expression. Integrative analysis of genomic, epigenomic, and transcriptomic information revealed that the observed age-related decline in renal TSPYL5 expression was determined both genetically and epigenetically. Thus, this study revealed robust molecular signatures of the aging kidney and new regulatory mechanisms of age-related change in the kidney transcriptome.
- Authors: Rowland, Joshua , Akbarov, Artur , Eales, James , Xu, Xiaoguang , Dormer, John , Guo, Hui , Denniff, Matthew , Jiang, Xiao , Ranjzad, Parisa , Nazgiewicz, Alicja , Prestes, Priscilla , Antczak, Andrzej , Szulinska, Monika , Wise, Ingrid , Zukowska-Szczechowska, Ewa , Bogdanski, Pawel , Woolf, Adrian , Samani, Nilesh , Charchar, Fadi , Tomaszewski, Maciej
- Date: 2019
- Type: Text , Journal article
- Relation: Kidney International Vol. 95, no. 3 (2019), p. 624-635
- Full Text:
- Reviewed:
- Description: Nephrons scar and involute during aging, increasing the risk of chronic kidney disease. Little is known, however, about genetic mechanisms of kidney aging. We sought to define the signatures of age on the renal transcriptome using 563 human kidneys. The initial discovery analysis of 260 kidney transcriptomes from the TRANScriptome of renaL humAn TissuE Study (TRANSLATE) and the Cancer Genome Atlas identified 37 age-associated genes. For 19 of those genes, the association with age was replicated in 303 kidney transcriptomes from the Nephroseq resource. Surveying 42 nonrenal tissues from the Genotype–Tissue Expression project revealed that, for approximately a fifth of the replicated genes, the association with age was kidney-specific. Seventy-three percent of the replicated genes were associated with functional or histological parameters of age-related decline in kidney health, including glomerular filtration rate, glomerulosclerosis, interstitial fibrosis, tubular atrophy, and arterial narrowing. Common genetic variants in four of the age-related genes, namely LYG1, PPP1R3C, LTF and TSPYL5, correlated with the trajectory of age-related changes in their renal expression. Integrative analysis of genomic, epigenomic, and transcriptomic information revealed that the observed age-related decline in renal TSPYL5 expression was determined both genetically and epigenetically. Thus, this study revealed robust molecular signatures of the aging kidney and new regulatory mechanisms of age-related change in the kidney transcriptome.
Molecular insights into genome-wide association studies of chronic kidney disease-defining traits
- Xu, Xiaoguang, Eales, James, Akbarov, Artur, Guo, Hui, Becker, Lorenz, Talavera, David, Ashraf, Fehzan, Nawaz, Jabran, Pramanik, Sanjeev, Bowes, John, Jiang, Xiao, Dormer, John, Denniff, Matthew, Antczak, Andrzej, Szulinska, Monika, Wise, Ingrid, Prestes, Priscilla, Glyda, Maciej, Bogdanski, Pawel, Zukowska-Szczechowska, Ewa, Berzuini, Carlo, Woolf, Adrian, Samani, Nilesh, Charchar, Fadi, Tomaszewski, Maciej
- Authors: Xu, Xiaoguang , Eales, James , Akbarov, Artur , Guo, Hui , Becker, Lorenz , Talavera, David , Ashraf, Fehzan , Nawaz, Jabran , Pramanik, Sanjeev , Bowes, John , Jiang, Xiao , Dormer, John , Denniff, Matthew , Antczak, Andrzej , Szulinska, Monika , Wise, Ingrid , Prestes, Priscilla , Glyda, Maciej , Bogdanski, Pawel , Zukowska-Szczechowska, Ewa , Berzuini, Carlo , Woolf, Adrian , Samani, Nilesh , Charchar, Fadi , Tomaszewski, Maciej
- Date: 2018
- Type: Text , Journal article
- Relation: Nature communications Vol. 9, no. 1 (2018), p. 1-12
- Full Text:
- Reviewed:
- Description: Genome-wide association studies (GWAS) have identified >100 loci of chronic kidney disease-defining traits (CKD-dt). Molecular mechanisms underlying these associations remain elusive. Using 280 kidney transcriptomes and 9958 gene expression profiles from 44 non-renal tissues we uncover gene expression partners (eGenes) for 88.9% of CKD-dt GWAS loci. Through epigenomic chromatin segmentation analysis and variant effect prediction we annotate functional consequences to 74% of these loci. Our colocalisation analysis and Mendelian randomisation in >130,000 subjects demonstrate causal effects of three eGenes (NAT8B, CASP9 and MUC1) on estimated glomerular filtration rate. We identify a common alternative splice variant in MUC1 (a gene responsible for rare Mendelian form of kidney disease) and observe increased renal expression of a specific MUC1 mRNA isoform as a plausible molecular mechanism of the GWAS association signal. These data highlight the variants and genes underpinning the associations uncovered in GWAS of CKD-dt.
- Authors: Xu, Xiaoguang , Eales, James , Akbarov, Artur , Guo, Hui , Becker, Lorenz , Talavera, David , Ashraf, Fehzan , Nawaz, Jabran , Pramanik, Sanjeev , Bowes, John , Jiang, Xiao , Dormer, John , Denniff, Matthew , Antczak, Andrzej , Szulinska, Monika , Wise, Ingrid , Prestes, Priscilla , Glyda, Maciej , Bogdanski, Pawel , Zukowska-Szczechowska, Ewa , Berzuini, Carlo , Woolf, Adrian , Samani, Nilesh , Charchar, Fadi , Tomaszewski, Maciej
- Date: 2018
- Type: Text , Journal article
- Relation: Nature communications Vol. 9, no. 1 (2018), p. 1-12
- Full Text:
- Reviewed:
- Description: Genome-wide association studies (GWAS) have identified >100 loci of chronic kidney disease-defining traits (CKD-dt). Molecular mechanisms underlying these associations remain elusive. Using 280 kidney transcriptomes and 9958 gene expression profiles from 44 non-renal tissues we uncover gene expression partners (eGenes) for 88.9% of CKD-dt GWAS loci. Through epigenomic chromatin segmentation analysis and variant effect prediction we annotate functional consequences to 74% of these loci. Our colocalisation analysis and Mendelian randomisation in >130,000 subjects demonstrate causal effects of three eGenes (NAT8B, CASP9 and MUC1) on estimated glomerular filtration rate. We identify a common alternative splice variant in MUC1 (a gene responsible for rare Mendelian form of kidney disease) and observe increased renal expression of a specific MUC1 mRNA isoform as a plausible molecular mechanism of the GWAS association signal. These data highlight the variants and genes underpinning the associations uncovered in GWAS of CKD-dt.
The y chromosome : A blueprint for men's health?
- Maan, Akhlaq, Eales, James, Akbarov, Artur, Rowland, Joshua, Xu, Xiaoguang, Jobling, Mark, Charchar, Fadi, Tomaszewski, Maciej
- Authors: Maan, Akhlaq , Eales, James , Akbarov, Artur , Rowland, Joshua , Xu, Xiaoguang , Jobling, Mark , Charchar, Fadi , Tomaszewski, Maciej
- Date: 2017
- Type: Text , Journal article , Review
- Relation: European Journal of Human Genetics Vol. 25, no. 11 (2017), p. 1181-1188
- Full Text:
- Reviewed:
- Description: The Y chromosome has long been considered a genetic wasteland' on a trajectory to completely disappear from the human genome. The perception of its physiological function was restricted to sex determination and spermatogenesis. These views have been challenged in recent times with the identification of multiple ubiquitously expressed Y-chromosome genes and the discovery of several unexpected associations between the Y chromosome, immune system and complex polygenic traits. The collected evidence suggests that the Y chromosome influences immune and inflammatory responses in men, translating into genetically programmed susceptibility to diseases with a strong immune component. Phylogenetic studies reveal that carriers of a common European lineage of the Y chromosome (haplogroup I) possess increased risk of coronary artery disease. This occurs amidst upregulation of inflammation and suppression of adaptive immunity in this Y lineage, as well as inferior outcomes in human immunodeficiency virus infection. From structural analysis and experimental data, the UTY (Ubiquitously Transcribed Tetratricopeptide Repeat Containing, Y-Linked) gene is emerging as a promising candidate underlying the associations between Y-chromosome variants and the immunity-driven susceptibility to complex disease. This review synthesises the recent structural, experimental and clinical insights into the human Y chromosome in the context of men's susceptibility to disease (with a particular emphasis on cardiovascular disease) and provides an overview of the paradigm shift in the perception of the Y chromosome. © 2017 The Author(s).
- Authors: Maan, Akhlaq , Eales, James , Akbarov, Artur , Rowland, Joshua , Xu, Xiaoguang , Jobling, Mark , Charchar, Fadi , Tomaszewski, Maciej
- Date: 2017
- Type: Text , Journal article , Review
- Relation: European Journal of Human Genetics Vol. 25, no. 11 (2017), p. 1181-1188
- Full Text:
- Reviewed:
- Description: The Y chromosome has long been considered a genetic wasteland' on a trajectory to completely disappear from the human genome. The perception of its physiological function was restricted to sex determination and spermatogenesis. These views have been challenged in recent times with the identification of multiple ubiquitously expressed Y-chromosome genes and the discovery of several unexpected associations between the Y chromosome, immune system and complex polygenic traits. The collected evidence suggests that the Y chromosome influences immune and inflammatory responses in men, translating into genetically programmed susceptibility to diseases with a strong immune component. Phylogenetic studies reveal that carriers of a common European lineage of the Y chromosome (haplogroup I) possess increased risk of coronary artery disease. This occurs amidst upregulation of inflammation and suppression of adaptive immunity in this Y lineage, as well as inferior outcomes in human immunodeficiency virus infection. From structural analysis and experimental data, the UTY (Ubiquitously Transcribed Tetratricopeptide Repeat Containing, Y-Linked) gene is emerging as a promising candidate underlying the associations between Y-chromosome variants and the immunity-driven susceptibility to complex disease. This review synthesises the recent structural, experimental and clinical insights into the human Y chromosome in the context of men's susceptibility to disease (with a particular emphasis on cardiovascular disease) and provides an overview of the paradigm shift in the perception of the Y chromosome. © 2017 The Author(s).
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