Novel HLA associations with outcomes of Mycobacterium tuberculosis exposure and sarcoidosis in individuals of African ancestry using nearest‐neighbor feature selection. Issue 7 (14th June 2022)
- Record Type:
- Journal Article
- Title:
- Novel HLA associations with outcomes of Mycobacterium tuberculosis exposure and sarcoidosis in individuals of African ancestry using nearest‐neighbor feature selection. Issue 7 (14th June 2022)
- Main Title:
- Novel HLA associations with outcomes of Mycobacterium tuberculosis exposure and sarcoidosis in individuals of African ancestry using nearest‐neighbor feature selection
- Authors:
- Dawkins, Bryan A.
Garman, Lori
Cejda, Nicholas
Pezant, Nathan
Rasmussen, Astrid
Rybicki, Benjamin A.
Levin, Albert M.
Benchek, Penelope
Seshadri, Chetan
Mayanja‐Kizza, Harriet
Iannuzzi, Michael C.
Stein, Catherine M.
Montgomery, Courtney G. - Abstract:
- Abstract: Tuberculosis and sarcoidosis are inflammatory diseases characterized by granulomas that may occur in any organ but are often found in the lung. The panoply of classical human leukocyte antigen (HLA) alleles associated with occurrence and/or severity of both diseases varies considerably across studies. This heterogeneity of results, due to variation in factors like ancestry and disease subphenotype, as well as the use of simple modeling strategies to elucidate likely complex relationships, has made conclusions about underlying commonalities difficult. Here we perform HLA association analyses in individuals of African ancestry, using a greater resolution to include subphenotypes of disease and employing more comprehensive analytical techniques. Using a novel application of nearest‐neighbor feature selection to score allelic importance, we investigated HLA allele association with Mycobacterium tuberculosis exposure outcomes in the first analysis of both latent Mycobacterium tuberculosis infection and active disease compared with those who, despite long‐term exposure to active index cases, have neither positive diagnostic tests nor display clinical symptoms. We also compared persistent to resolved sarcoidosis. This led to the identification of novel HLA associations and evidence of main effects and interaction effects. We found strikingly similar main effects and interaction effects at HLA‐DRB1, ‐DQB1, and ‐DPB1 in those resistant to tuberculosis (either latent orAbstract: Tuberculosis and sarcoidosis are inflammatory diseases characterized by granulomas that may occur in any organ but are often found in the lung. The panoply of classical human leukocyte antigen (HLA) alleles associated with occurrence and/or severity of both diseases varies considerably across studies. This heterogeneity of results, due to variation in factors like ancestry and disease subphenotype, as well as the use of simple modeling strategies to elucidate likely complex relationships, has made conclusions about underlying commonalities difficult. Here we perform HLA association analyses in individuals of African ancestry, using a greater resolution to include subphenotypes of disease and employing more comprehensive analytical techniques. Using a novel application of nearest‐neighbor feature selection to score allelic importance, we investigated HLA allele association with Mycobacterium tuberculosis exposure outcomes in the first analysis of both latent Mycobacterium tuberculosis infection and active disease compared with those who, despite long‐term exposure to active index cases, have neither positive diagnostic tests nor display clinical symptoms. We also compared persistent to resolved sarcoidosis. This led to the identification of novel HLA associations and evidence of main effects and interaction effects. We found strikingly similar main effects and interaction effects at HLA‐DRB1, ‐DQB1, and ‐DPB1 in those resistant to tuberculosis (either latent or active) and persistent sarcoidosis. … (more)
- Is Part Of:
- Genetic epidemiology. Volume 46:Issue 7(2022)
- Journal:
- Genetic epidemiology
- Issue:
- Volume 46:Issue 7(2022)
- Issue Display:
- Volume 46, Issue 7 (2022)
- Year:
- 2022
- Volume:
- 46
- Issue:
- 7
- Issue Sort Value:
- 2022-0046-0007-0000
- Page Start:
- 463
- Page End:
- 474
- Publication Date:
- 2022-06-14
- Subjects:
- epistasis -- HLA -- Mycobacterium tuberculosis -- nearest‐neighbor feature selection -- resistance to infection -- sarcoidosis
Genetic epidemiology -- Periodicals
Heredity -- Periodicals
Medical geography -- Periodicals
614 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1098-2272 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/gepi.22490 ↗
- Languages:
- English
- ISSNs:
- 0741-0395
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4111.848000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 23311.xml