Convolutional neural networks quantify antibiotic resistance in Mycobacterium tuberculosis with diagnostic grade accuracy and predict treatment response

Journal:

Nature Communications

Published:

2026-04-24

DOI:

10.1038/s41467-026-72225-x

Affiliations:

30

Authors:

36

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Institutions	Authors	Share
Boston Medical Center (BMC), United States of America (USA)	4.000000	0.11
Harvard Medical School (HMS), United States of America (USA)	3.000000	0.08
Tuberculosis Omics Research Consortium (TORCH), Belgium	3.000000	0.08
University of Cape Town (UCT), South Africa	2.833333	0.08
DST-NRF Centre of Excellence for Biomedical Tuberculosis Research (CBTBR), South Africa	2.000000	0.06
South African Medical Research Council (SAMRC), South Africa	2.000000	0.06
Foundation for Innovative New Diagnostics (FIND), Switzerland	2.000000	0.06
National Health Laboratory Service (NHLS), South Africa	1.000000	0.03
Public Health Agency of Canada (PHAC), Canada	1.000000	0.03
University of the Witwatersrand, Johannesburg (Wits University), South Africa	1.000000	0.03
Columbia University in the City of New York (CU), United States of America (USA)	1.000000	0.03
Woodruff Health Sciences Center (WHSC), Emory University, United States of America (USA)	1.000000	0.03
Research Institute of Tuberculosis, JATA, Japan	1.000000	0.03
Korean Institute of Tuberculosis, South Korea	1.000000	0.03
World Health Organization (WHO), Switzerland	1.000000	0.03
Hackensack Meridian Health, United States of America (USA)	1.000000	0.03
Institute of Tropical Medicine (ITM), Belgium	1.000000	0.03
San Raffaele Scientific Institute, Italy	1.000000	0.03
Wadsworth Center, NYSDOH, United States of America (USA)	1.000000	0.03
Montefiore Medical Center, Einstein, United States of America (USA)	1.000000	0.03
The University of Sydney (USYD), Australia	0.666667	0.02
Centre for Infectious Diseases and Microbiology – Public Health (CIDM-PH), Australia	0.666667	0.02
NSW Health Pathology, Australia	0.666667	0.02
University of Massachusetts Amherst (UMass Amherst), United States of America (USA)	0.500000	0.01
Massachusetts General Hospital (MGH), United States of America (USA)	0.500000	0.01
UCT Wellcome Centre for Infectious Diseases Research in Africa (CIDRI-Africa), South Africa	0.500000	0.01
Centre for the Study of Antimicrobial Resistance (CAMRA), South Africa	0.333333	0.01
London School of Hygiene and Tropical Medicine (LSHTM), United Kingdom (UK)	0.333333	0.01

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