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1.
Annu Rev Immunol ; 35: 1-30, 2017 04 26.
Artículo en Inglés | MEDLINE | ID: mdl-27912315

RESUMEN

Genome technologies have defined a complex genetic architecture in major infectious, inflammatory, and autoimmune disorders. High density marker arrays and Immunochips have powered genome-wide association studies (GWAS) that have mapped nearly 450 genetic risk loci in 22 major inflammatory diseases, including a core of common genes that play a central role in pathological inflammation. Whole-exome and whole-genome sequencing have identified more than 265 genes in which mutations cause primary immunodeficiencies and rare forms of severe inflammatory bowel disease. Combined analysis of inflammatory disease GWAS and primary immunodeficiencies point to shared proteins and pathways that are required for immune cell development and protection against infections and are also associated with pathological inflammation. Finally, sequencing of chromatin immunoprecipitates containing specific transcription factors, with parallel RNA sequencing, has charted epigenetic regulation of gene expression by proinflammatory transcription factors in immune cells, providing complementary information to characterize morbid genes at infectious and inflammatory disease loci.


Asunto(s)
Enfermedades Autoinmunes/genética , Síndromes de Inmunodeficiencia/genética , Infecciones/genética , Inflamación/genética , Vacunas/inmunología , Animales , Epigénesis Genética , Exoma/genética , Estudios de Asociación Genética , Predisposición Genética a la Enfermedad , Estudio de Asociación del Genoma Completo , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Inmunidad/genética , Infecciones/inmunología , Riesgo
2.
Cell ; 187(2): 464-480.e10, 2024 01 18.
Artículo en Inglés | MEDLINE | ID: mdl-38242088

RESUMEN

Primary open-angle glaucoma (POAG), the leading cause of irreversible blindness worldwide, disproportionately affects individuals of African ancestry. We conducted a genome-wide association study (GWAS) for POAG in 11,275 individuals of African ancestry (6,003 cases; 5,272 controls). We detected 46 risk loci associated with POAG at genome-wide significance. Replication and post-GWAS analyses, including functionally informed fine-mapping, multiple trait co-localization, and in silico validation, implicated two previously undescribed variants (rs1666698 mapping to DBF4P2; rs34957764 mapping to ROCK1P1) and one previously associated variant (rs11824032 mapping to ARHGEF12) as likely causal. For individuals of African ancestry, a polygenic risk score (PRS) for POAG from our mega-analysis (African ancestry individuals) outperformed a PRS from summary statistics of a much larger GWAS derived from European ancestry individuals. This study quantifies the genetic architecture similarities and differences between African and non-African ancestry populations for this blinding disease.


Asunto(s)
Estudio de Asociación del Genoma Completo , Glaucoma de Ángulo Abierto , Humanos , Predisposición Genética a la Enfermedad , Glaucoma de Ángulo Abierto/genética , Población Negra/genética , Polimorfismo de Nucleótido Simple/genética
3.
Cell ; 186(19): 4085-4099.e15, 2023 09 14.
Artículo en Inglés | MEDLINE | ID: mdl-37714134

RESUMEN

Many sequence variants have additive effects on blood lipid levels and, through that, on the risk of coronary artery disease (CAD). We show that variants also have non-additive effects and interact to affect lipid levels as well as affecting variance and correlations. Variance and correlation effects are often signatures of epistasis or gene-environmental interactions. These complex effects can translate into CAD risk. For example, Trp154Ter in FUT2 protects against CAD among subjects with the A1 blood group, whereas it associates with greater risk of CAD in others. His48Arg in ADH1B interacts with alcohol consumption to affect lipid levels and CAD. The effect of variants in TM6SF2 on blood lipids is greatest among those who never eat oily fish but absent from those who often do. This work demonstrates that variants that affect variance of quantitative traits can allow for the discovery of epistasis and interactions of variants with the environment.


Asunto(s)
Enfermedad de la Arteria Coronaria , Animales , Humanos , Enfermedad de la Arteria Coronaria/sangre , Enfermedad de la Arteria Coronaria/genética , Epistasis Genética , Fenotipo , Lípidos/sangre , Sistema del Grupo Sanguíneo ABO
4.
Cell ; 185(1): 95-112.e18, 2022 01 06.
Artículo en Inglés | MEDLINE | ID: mdl-34995520

RESUMEN

Fingerprints are of long-standing practical and cultural interest, but little is known about the mechanisms that underlie their variation. Using genome-wide scans in Han Chinese cohorts, we identified 18 loci associated with fingerprint type across the digits, including a genetic basis for the long-recognized "pattern-block" correlations among the middle three digits. In particular, we identified a variant near EVI1 that alters regulatory activity and established a role for EVI1 in dermatoglyph patterning in mice. Dynamic EVI1 expression during human development supports its role in shaping the limbs and digits, rather than influencing skin patterning directly. Trans-ethnic meta-analysis identified 43 fingerprint-associated loci, with nearby genes being strongly enriched for general limb development pathways. We also found that fingerprint patterns were genetically correlated with hand proportions. Taken together, these findings support the key role of limb development genes in influencing the outcome of fingerprint patterning.


Asunto(s)
Dermatoglifia , Dedos/crecimiento & desarrollo , Organogénesis/genética , Polimorfismo de Nucleótido Simple , Dedos del Pie/crecimiento & desarrollo , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Animales , Pueblo Asiatico/genética , Tipificación del Cuerpo/genética , Niño , Estudios de Cohortes , Femenino , Miembro Anterior/crecimiento & desarrollo , Sitios Genéticos , Estudio de Asociación del Genoma Completo , Humanos , Proteína del Locus del Complejo MDS1 y EV11/genética , Masculino , Ratones , Persona de Mediana Edad , Adulto Joven
5.
Cell ; 184(18): 4784-4818.e17, 2021 09 02.
Artículo en Inglés | MEDLINE | ID: mdl-34450027

RESUMEN

Osteoarthritis affects over 300 million people worldwide. Here, we conduct a genome-wide association study meta-analysis across 826,690 individuals (177,517 with osteoarthritis) and identify 100 independently associated risk variants across 11 osteoarthritis phenotypes, 52 of which have not been associated with the disease before. We report thumb and spine osteoarthritis risk variants and identify differences in genetic effects between weight-bearing and non-weight-bearing joints. We identify sex-specific and early age-at-onset osteoarthritis risk loci. We integrate functional genomics data from primary patient tissues (including articular cartilage, subchondral bone, and osteophytic cartilage) and identify high-confidence effector genes. We provide evidence for genetic correlation with phenotypes related to pain, the main disease symptom, and identify likely causal genes linked to neuronal processes. Our results provide insights into key molecular players in disease processes and highlight attractive drug targets to accelerate translation.


Asunto(s)
Predisposición Genética a la Enfermedad , Genética de Población , Osteoartritis/genética , Femenino , Estudio de Asociación del Genoma Completo , Humanos , Osteoartritis/tratamiento farmacológico , Fenotipo , Polimorfismo de Nucleótido Simple/genética , Factores de Riesgo , Caracteres Sexuales , Transducción de Señal/genética
6.
Cell ; 178(2): 400-412.e16, 2019 07 11.
Artículo en Inglés | MEDLINE | ID: mdl-31299202

RESUMEN

Root system architecture (RSA), the distribution of roots in soil, plays a major role in plant survival. RSA is shaped by multiple developmental processes that are largely governed by the phytohormone auxin, suggesting that auxin regulates responses of roots that are important for local adaptation. However, auxin has a central role in numerous processes, and it is unclear which molecular mechanisms contribute to the variation in RSA for environmental adaptation. Using natural variation in Arabidopsis, we identify EXOCYST70A3 as a modulator of the auxin system that causes variation in RSA by acting on PIN4 protein distribution. Allelic variation and genetic perturbation of EXOCYST70A3 lead to alteration of root gravitropic responses, resulting in a different RSA depth profile and drought resistance. Overall our findings suggest that the local modulation of the pleiotropic auxin pathway can gives rise to distinct RSAs that can be adaptive in specific environments.


Asunto(s)
Proteínas de Arabidopsis/metabolismo , Arabidopsis/metabolismo , Ácidos Indolacéticos/metabolismo , Alelos , Apomorfina/análogos & derivados , Apomorfina/farmacología , Arabidopsis/genética , Proteínas de Arabidopsis/genética , Sequías , Exocitosis , Regulación de la Expresión Génica de las Plantas/efectos de los fármacos , Estudio de Asociación del Genoma Completo , Proteínas de Transporte de Membrana/metabolismo , Mutación , Raíces de Plantas/efectos de los fármacos , Raíces de Plantas/crecimiento & desarrollo , Raíces de Plantas/metabolismo
7.
Cell ; 178(3): 714-730.e22, 2019 07 25.
Artículo en Inglés | MEDLINE | ID: mdl-31348891

RESUMEN

Genome-wide association studies (GWAS) have revealed risk alleles for ulcerative colitis (UC). To understand their cell type specificities and pathways of action, we generate an atlas of 366,650 cells from the colon mucosa of 18 UC patients and 12 healthy individuals, revealing 51 epithelial, stromal, and immune cell subsets, including BEST4+ enterocytes, microfold-like cells, and IL13RA2+IL11+ inflammatory fibroblasts, which we associate with resistance to anti-TNF treatment. Inflammatory fibroblasts, inflammatory monocytes, microfold-like cells, and T cells that co-express CD8 and IL-17 expand with disease, forming intercellular interaction hubs. Many UC risk genes are cell type specific and co-regulated within relatively few gene modules, suggesting convergence onto limited sets of cell types and pathways. Using this observation, we nominate and infer functions for specific risk genes across GWAS loci. Our work provides a framework for interrogating complex human diseases and mapping risk variants to cell types and pathways.


Asunto(s)
Colitis Ulcerosa/patología , Colon/metabolismo , Adulto , Anciano , Anticuerpos Monoclonales/uso terapéutico , Bestrofinas/metabolismo , Antígenos CD8/metabolismo , Estudios de Casos y Controles , Colitis Ulcerosa/tratamiento farmacológico , Colitis Ulcerosa/metabolismo , Colon/patología , Enterocitos/citología , Enterocitos/metabolismo , Femenino , Sitios Genéticos , Estudio de Asociación del Genoma Completo , Humanos , Interleucina-17/metabolismo , Masculino , Persona de Mediana Edad , Factores de Riesgo , Linfocitos T/citología , Linfocitos T/metabolismo , Trombospondinas/metabolismo , Factor de Necrosis Tumoral alfa/inmunología , Factor de Necrosis Tumoral alfa/metabolismo , Adulto Joven
8.
Cell ; 175(2): 347-359.e14, 2018 10 04.
Artículo en Inglés | MEDLINE | ID: mdl-30290141

RESUMEN

We analyze whole-genome sequencing data from 141,431 Chinese women generated for non-invasive prenatal testing (NIPT). We use these data to characterize the population genetic structure and to investigate genetic associations with maternal and infectious traits. We show that the present day distribution of alleles is a function of both ancient migration and very recent population movements. We reveal novel phenotype-genotype associations, including several replicated associations with height and BMI, an association between maternal age and EMB, and between twin pregnancy and NRG1. Finally, we identify a unique pattern of circulating viral DNA in plasma with high prevalence of hepatitis B and other clinically relevant maternal infections. A GWAS for viral infections identifies an exceptionally strong association between integrated herpesvirus 6 and MOV10L1, which affects piwi-interacting RNA (piRNA) processing and PIWI protein function. These findings demonstrate the great value and potential of accumulating NIPT data for worldwide medical and genetic analyses.


Asunto(s)
Pueblo Asiatico/genética , Diagnóstico Prenatal/métodos , Adulto , Alelos , China , ADN/genética , Etnicidad/genética , Femenino , Frecuencia de los Genes/genética , Pruebas Genéticas , Variación Genética/genética , Genética de Población/métodos , Estudio de Asociación del Genoma Completo/métodos , Genómica/métodos , Migración Humana , Humanos , Embarazo , Análisis de Secuencia de ADN
9.
Cell ; 170(3): 522-533.e15, 2017 Jul 27.
Artículo en Inglés | MEDLINE | ID: mdl-28753427

RESUMEN

Genome-wide association studies (GWASs) implicate the PHACTR1 locus (6p24) in risk for five vascular diseases, including coronary artery disease, migraine headache, cervical artery dissection, fibromuscular dysplasia, and hypertension. Through genetic fine mapping, we prioritized rs9349379, a common SNP in the third intron of the PHACTR1 gene, as the putative causal variant. Epigenomic data from human tissue revealed an enhancer signature at rs9349379 exclusively in aorta, suggesting a regulatory function for this SNP in the vasculature. CRISPR-edited stem cell-derived endothelial cells demonstrate rs9349379 regulates expression of endothelin 1 (EDN1), a gene located 600 kb upstream of PHACTR1. The known physiologic effects of EDN1 on the vasculature may explain the pattern of risk for the five associated diseases. Overall, these data illustrate the integration of genetic, phenotypic, and epigenetic analysis to identify the biologic mechanism by which a common, non-coding variant can distally regulate a gene and contribute to the pathogenesis of multiple vascular diseases.


Asunto(s)
Enfermedad de la Arteria Coronaria/genética , Endotelina-1/genética , Predisposición Genética a la Enfermedad , Polimorfismo de Nucleótido Simple , Enfermedades Vasculares/genética , Acetilación , Células Cultivadas , Cromatina/metabolismo , Mapeo Cromosómico , Cromosomas Humanos Par 6 , Células Endoteliales/citología , Endotelina-1/sangre , Epigenómica , Edición Génica , Expresión Génica , Estudio de Asociación del Genoma Completo , Histonas/metabolismo , Humanos , Músculo Liso Vascular/citología
10.
Cell ; 170(1): 114-126.e15, 2017 Jun 29.
Artículo en Inglés | MEDLINE | ID: mdl-28666113

RESUMEN

Rice feeds half the world's population, and rice blast is often a destructive disease that results in significant crop loss. Non-race-specific resistance has been more effective in controlling crop diseases than race-specific resistance because of its broad spectrum and durability. Through a genome-wide association study, we report the identification of a natural allele of a C2H2-type transcription factor in rice that confers non-race-specific resistance to blast. A survey of 3,000 sequenced rice genomes reveals that this allele exists in 10% of rice, suggesting that this favorable trait has been selected through breeding. This allele causes a single nucleotide change in the promoter of the bsr-d1 gene, which results in reduced expression of the gene through the binding of the repressive MYB transcription factor and, consequently, an inhibition of H2O2 degradation and enhanced disease resistance. Our discovery highlights this novel allele as a strategy for breeding durable resistance in rice.


Asunto(s)
Oryza/genética , Proteínas de Plantas/genética , Factores de Transcripción/genética , Secuencia de Bases , Cruzamiento , Resistencia a la Enfermedad , Técnicas de Inactivación de Genes , Genoma de Planta , Estudio de Asociación del Genoma Completo , Enfermedades de las Plantas , Regiones Promotoras Genéticas
11.
Physiol Rev ; 103(2): 1645-1665, 2023 04 01.
Artículo en Inglés | MEDLINE | ID: mdl-36634217

RESUMEN

Genome-wide association studies (GWASs) have ushered in a new era of reproducible discovery in psychiatric genetics. The field has now identified hundreds of common genetic variants that are associated with mental disorders, and many of them influence more than one disorder. By advancing the understanding of causal biology underlying psychopathology, GWAS results are poised to inform the development of novel therapeutics, stratification of at-risk patients, and perhaps even the revision of top-down classification systems in psychiatry. Here, we provide a concise review of GWAS findings with an emphasis on findings that have elucidated the shared genetic etiology of psychopathology, summarizing insights at three levels of analysis: 1) genome-wide architecture; 2) networks, pathways, and gene sets; and 3) individual variants/genes. Three themes emerge from these efforts. First, all psychiatric phenotypes are heritable, highly polygenic, and influenced by many pleiotropic variants with incomplete penetrance. Second, GWAS results highlight the broad etiological roles of neuronal biology, system-wide effects over localized effects, and early neurodevelopment as a critical period. Third, many loci that are robustly associated with multiple forms of psychopathology harbor genes that are involved in synaptic structure and function. Finally, we conclude our review by discussing the implications that GWAS results hold for the field of psychiatry, as well as expected challenges and future directions in the next stage of psychiatric genetics.


Asunto(s)
Estudio de Asociación del Genoma Completo , Trastornos Mentales , Humanos , Estudio de Asociación del Genoma Completo/métodos , Predisposición Genética a la Enfermedad , Trastornos Mentales/genética , Fenotipo
12.
Trends Genet ; 40(3): 228-237, 2024 03.
Artículo en Inglés | MEDLINE | ID: mdl-38161109

RESUMEN

Age-related hearing loss (ARHL) is a prevalent concern in the elderly population. Recent genome-wide and phenome-wide association studies (GWASs and PheWASs) have delved into the identification of causative variants and the understanding of pleiotropy, highlighting the polygenic intricacies of this complex condition. While recent large-scale GWASs have pinpointed significant SNPs and risk variants associated with ARHL, the detailed mechanisms, encompassing both genetic and epigenetic modifications, remain to be fully elucidated. This review presents the latest advances in association studies, integrating findings from both human studies and model organisms. By juxtaposing historical perspectives with contemporary genomics, we aim to catalyze innovative research and foster the development of novel therapeutic strategies for ARHL.


Asunto(s)
Presbiacusia , Humanos , Anciano , Presbiacusia/genética , Presbiacusia/epidemiología , Polimorfismo de Nucleótido Simple/genética
13.
Trends Genet ; 40(10): 834-852, 2024 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-38871615

RESUMEN

Circadian rhythms, ~24 h cycles of physiological and behavioral processes, can be synchronized by external signals (e.g., light) and persist even in their absence. Consequently, dysregulation of circadian rhythms adversely affects the well-being of the organism. This timekeeping system is generated and sustained by a genetically encoded endogenous mechanism composed of interlocking transcriptional/translational feedback loops that generate rhythmic expression of core clock genes. Genome-wide association studies (GWAS) and forward genetic studies show that SNPs in clock genes influence gene regulation and correlate with the risk of developing various conditions. We discuss genetic variations in core clock genes that are associated with various phenotypes, their implications for human health, and stress the need for thorough studies in this domain of circadian regulation.


Asunto(s)
Relojes Circadianos , Estudio de Asociación del Genoma Completo , Polimorfismo de Nucleótido Simple , Humanos , Relojes Circadianos/genética , Polimorfismo de Nucleótido Simple/genética , Ritmo Circadiano/genética , Regulación de la Expresión Génica/genética , Proteínas CLOCK/genética
14.
Trends Genet ; 40(8): 642-667, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-38734482

RESUMEN

Genome-wide association studies (GWASs) have identified numerous genetic loci associated with human traits and diseases. However, pinpointing the causal genes remains a challenge, which impedes the translation of GWAS findings into biological insights and medical applications. In this review, we provide an in-depth overview of the methods and technologies used for prioritizing genes from GWAS loci, including gene-based association tests, integrative analysis of GWAS and molecular quantitative trait loci (xQTL) data, linking GWAS variants to target genes through enhancer-gene connection maps, and network-based prioritization. We also outline strategies for generating context-dependent xQTL data and their applications in gene prioritization. We further highlight the potential of gene prioritization in drug repurposing. Lastly, we discuss future challenges and opportunities in this field.


Asunto(s)
Estudio de Asociación del Genoma Completo , Sitios de Carácter Cuantitativo , Humanos , Sitios de Carácter Cuantitativo/genética , Estudio de Asociación del Genoma Completo/métodos , Predisposición Genética a la Enfermedad , Polimorfismo de Nucleótido Simple/genética , Redes Reguladoras de Genes/genética
15.
Trends Genet ; 40(3): 213-227, 2024 03.
Artículo en Inglés | MEDLINE | ID: mdl-38320882

RESUMEN

Mass coral bleaching is one of the clearest threats of climate change to the persistence of marine biodiversity. Despite the negative impacts of bleaching on coral health and survival, some corals may be able to rapidly adapt to warming ocean temperatures. Thus, a significant focus in coral research is identifying the genes and pathways underlying coral heat adaptation. Here, we review state-of-the-art methods that may enable the discovery of heat-adaptive loci in corals and identify four main knowledge gaps. To fill these gaps, we describe an experimental approach combining seascape genomics with CRISPR/Cas9 gene editing to discover and validate heat-adaptive loci. Finally, we discuss how information on adaptive genotypes could be used in coral reef conservation and management strategies.


Asunto(s)
Antozoos , Animales , Antozoos/genética , Arrecifes de Coral , Temperatura , Genotipo , Cambio Climático
16.
Annu Rev Genomics Hum Genet ; 25(1): 259-285, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-38669479

RESUMEN

Healthy sleep is vital for humans to achieve optimal health and longevity. Poor sleep and sleep disorders are strongly associated with increased morbidity and mortality. However, the importance of good sleep continues to be underrecognized. Mechanisms regulating sleep and its functions in humans remain mostly unclear even after decades of dedicated research. Advancements in gene sequencing techniques and computational methodologies have paved the way for various genetic analysis approaches, which have provided some insights into human sleep genetics. This review summarizes our current knowledge of the genetic basis underlying human sleep traits and sleep disorders. We also highlight the use of animal models to validate genetic findings from human sleep studies and discuss potential molecular mechanisms and signaling pathways involved in the regulation of human sleep.


Asunto(s)
Trastornos del Sueño-Vigilia , Sueño , Humanos , Trastornos del Sueño-Vigilia/genética , Sueño/genética , Animales , Transducción de Señal/genética
17.
Am J Hum Genet ; 111(9): 1877-1898, 2024 Sep 05.
Artículo en Inglés | MEDLINE | ID: mdl-39168119

RESUMEN

The function of some genetic variants associated with brain-relevant traits has been explained through colocalization with expression quantitative trait loci (eQTL) conducted in bulk postmortem adult brain tissue. However, many brain-trait associated loci have unknown cellular or molecular function. These genetic variants may exert context-specific function on different molecular phenotypes including post-transcriptional changes. Here, we identified genetic regulation of RNA editing and alternative polyadenylation (APA) within a cell-type-specific population of human neural progenitors and neurons. More RNA editing and isoforms utilizing longer polyadenylation sequences were observed in neurons, likely due to higher expression of genes encoding the proteins mediating these post-transcriptional events. We also detected hundreds of cell-type-specific editing quantitative trait loci (edQTLs) and alternative polyadenylation QTLs (apaQTLs). We found colocalizations of a neuron edQTL in CCDC88A with educational attainment and a progenitor apaQTL in EP300 with schizophrenia, suggesting that genetically mediated post-transcriptional regulation during brain development leads to differences in brain function.


Asunto(s)
Neurogénesis , Neuronas , Sitios de Carácter Cuantitativo , Humanos , Neurogénesis/genética , Neuronas/metabolismo , Edición de ARN/genética , Poliadenilación/genética , Esquizofrenia/genética , Regulación de la Expresión Génica , Células-Madre Neurales/metabolismo , Células-Madre Neurales/citología , Encéfalo/metabolismo , Procesamiento Postranscripcional del ARN/genética
18.
Am J Hum Genet ; 2024 Sep 24.
Artículo en Inglés | MEDLINE | ID: mdl-39332409

RESUMEN

Congenital diaphragmatic hernia (CDH) is a severe congenital anomaly often accompanied by other structural anomalies and/or neurobehavioral manifestations. Rare de novo protein-coding variants and copy-number variations contribute to CDH in the population. However, most individuals with CDH remain genetically undiagnosed. Here, we perform integrated de novo and common-variant analyses using 1,469 CDH individuals, including 1,064 child-parent trios and 6,133 ancestry-matched, unaffected controls for the genome-wide association study. We identify candidate CDH variants in 15 genes, including eight novel genes, through deleterious de novo variants. We further identify two genomic loci contributing to CDH risk through common variants with similar effect sizes among Europeans and Latinx. Both loci are in putative transcriptional regulatory regions of developmental patterning genes. Estimated heritability in common variants is ∼19%. Strikingly, there is no significant difference in estimated polygenic risk scores between isolated and complex CDH or between individuals harboring deleterious de novo variants and individuals without these variants. The data support a polygenic model as part of the CDH genetic architecture.

19.
Am J Hum Genet ; 111(6): 1035-1046, 2024 06 06.
Artículo en Inglés | MEDLINE | ID: mdl-38754426

RESUMEN

Obesity is a major risk factor for a myriad of diseases, affecting >600 million people worldwide. Genome-wide association studies (GWASs) have identified hundreds of genetic variants that influence body mass index (BMI), a commonly used metric to assess obesity risk. Most variants are non-coding and likely act through regulating genes nearby. Here, we apply multiple computational methods to prioritize the likely causal gene(s) within each of the 536 previously reported GWAS-identified BMI-associated loci. We performed summary-data-based Mendelian randomization (SMR), FINEMAP, DEPICT, MAGMA, transcriptome-wide association studies (TWASs), mutation significance cutoff (MSC), polygenic priority score (PoPS), and the nearest gene strategy. Results of each method were weighted based on their success in identifying genes known to be implicated in obesity, ranking all prioritized genes according to a confidence score (minimum: 0; max: 28). We identified 292 high-scoring genes (≥11) in 264 loci, including genes known to play a role in body weight regulation (e.g., DGKI, ANKRD26, MC4R, LEPR, BDNF, GIPR, AKT3, KAT8, MTOR) and genes related to comorbidities (e.g., FGFR1, ISL1, TFAP2B, PARK2, TCF7L2, GSK3B). For most of the high-scoring genes, however, we found limited or no evidence for a role in obesity, including the top-scoring gene BPTF. Many of the top-scoring genes seem to act through a neuronal regulation of body weight, whereas others affect peripheral pathways, including circadian rhythm, insulin secretion, and glucose and carbohydrate homeostasis. The characterization of these likely causal genes can increase our understanding of the underlying biology and offer avenues to develop therapeutics for weight loss.


Asunto(s)
Índice de Masa Corporal , Estudio de Asociación del Genoma Completo , Obesidad , Humanos , Obesidad/genética , Predisposición Genética a la Enfermedad , Polimorfismo de Nucleótido Simple , Herencia Multifactorial/genética , Sitios Genéticos , Análisis de la Aleatorización Mendeliana
20.
Am J Hum Genet ; 111(7): 1431-1447, 2024 07 11.
Artículo en Inglés | MEDLINE | ID: mdl-38908374

RESUMEN

Methods of estimating polygenic scores (PGSs) from genome-wide association studies are increasingly utilized. However, independent method evaluation is lacking, and method comparisons are often limited. Here, we evaluate polygenic scores derived via seven methods in five biobank studies (totaling about 1.2 million participants) across 16 diseases and quantitative traits, building on a reference-standardized framework. We conducted meta-analyses to quantify the effects of method choice, hyperparameter tuning, method ensembling, and the target biobank on PGS performance. We found that no single method consistently outperformed all others. PGS effect sizes were more variable between biobanks than between methods within biobanks when methods were well tuned. Differences between methods were largest for the two investigated autoimmune diseases, seropositive rheumatoid arthritis and type 1 diabetes. For most methods, cross-validation was more reliable for tuning hyperparameters than automatic tuning (without the use of target data). For a given target phenotype, elastic net models combining PGS across methods (ensemble PGS) tuned in the UK Biobank provided consistent, high, and cross-biobank transferable performance, increasing PGS effect sizes (ß coefficients) by a median of 5.0% relative to LDpred2 and MegaPRS (the two best-performing single methods when tuned with cross-validation). Our interactively browsable online-results and open-source workflow prspipe provide a rich resource and reference for the analysis of polygenic scoring methods across biobanks.


Asunto(s)
Bancos de Muestras Biológicas , Estudio de Asociación del Genoma Completo , Herencia Multifactorial , Humanos , Herencia Multifactorial/genética , Fenotipo , Diabetes Mellitus Tipo 1/genética , Polimorfismo de Nucleótido Simple , Aprendizaje Automático
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