High Throughput Sequencing for Clinical Tuberculosis: An Overview by Tara E. Ness, Andrew DiNardo, Maha R. Farhat

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GenTB: A user-friendly genome-based predictor for tuberculosis resistance powered by machine learning by Matthias I. Gröschel, Martin Owens, Luca Freschi, Roger Vargas, Maximilian G. Marin, Jody Phelan, Zamin Iqbal, Avika Dixit, Maha R. Farhat

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Interpreting expression data with metabolic flux models: predicting Mycobacterium tuberculosis mycolic acid production. by Caroline Colijn, Aaron Brandes, Jeremy Zucker, Desmond S Lun, Brian Weiner, Maha R Farhat, Tan-Yun Cheng, D Branch Moody, Megan Murray, James E Galagan

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Estimation of country-specific tuberculosis resistance antibiograms using pathogen genomics and machine learning by Luca Freschi, Alena Skrahina, Maria Nakhoul, Nazir Ismail, Avika Dixit, Roger Vargas, Matthias I Gröschel, Sabira Tahseen, S M Masud Alam, S M Mostofa Kamal, Ramon P Basilio, Dodge R Lim, Maha R Farhat

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GWAS for quantitative resistance phenotypes in Mycobacterium tuberculosis reveals resistance genes and regulatory regions by Maha R. Farhat, Luca Freschi, Roger Calderon, Thomas Ioerger, Matthew Snyder, Conor J. Meehan, Bouke de Jong, Leen Rigouts, Alex Sloutsky, Devinder Kaur, Shamil Sunyaev, Dick van Soolingen, Jay Shendure, Jim Sacchettini, Megan Murray

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Rethinking global digital health and AI-for-health innovation challenges. by Andrew Farlow, Alexander Hoffmann, Girmaw Abebe Tadesse, Deogratias Mzurikwao, Rob Beyer, Darlington Akogo, Eva Weicken, Tafadzwa Matika, MaryJane Ijeoma Nweje, Watu Wamae, Sako Arts, Thomas Wiegand, Colin Bennett, Maha R Farhat, Matthias I Gröschel

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Antibiotic resistance prediction for Mycobacterium tuberculosis from genome sequence data with Mykrobe [version 1; peer review: 2 approved, 1 approved with reservations] by Martin Hunt, Phelim Bradley, Simon Grandjean Lapierre, Simon Heys, Mark Thomsit, Michael B. Hall, Kerri M. Malone, Penelope Wintringer, Timothy M. Walker, Daniela M. Cirillo, Iñaki Comas, Maha R. Farhat, Phillip Fowler, Jennifer Gardy, Nazir Ismail, Thomas A. Kohl, Vanessa Mathys, Matthias Merker, Stefan Niemann, Shaheed Vally Omar, Vitali Sintchenko, Grace Smith, Dick van Soolingen, Philip Supply, Sabira Tahseen, Mark Wilcox, Irena Arandjelovic, Tim E. A. Peto, Derrick W. Crook, Zamin Iqbal

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The phylogenetic landscape and nosocomial spread of the multidrug-resistant opportunist Stenotrophomonas maltophilia by Matthias I. Gröschel, Conor J. Meehan, Ivan Barilar, Margo Diricks, Aitor Gonzaga, Matthias Steglich, Oscar Conchillo-Solé, Isabell-Christin Scherer, Uwe Mamat, Christian F. Luz, Katrien De Bruyne, Christian Utpatel, Daniel Yero, Isidre Gibert, Xavier Daura, Stefanie Kampmeier, Nurdyana Abdul Rahman, Michael Kresken, Tjip S. van der Werf, Ifey Alio, Wolfgang R. Streit, Kai Zhou, Thomas Schwartz, John W. A. Rossen, Maha R. Farhat, Ulrich E. Schaible, Ulrich Nübel, Jan Rupp, Joerg Steinmann, Stefan Niemann, Thomas A. Kohl

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The 2021 WHO catalogue of Mycobacterium tuberculosis complex mutations associated with drug resistance: a genotypic analysis by Timothy M Walker, DPhil, Paolo Miotto, PhD, Claudio U Köser, PhD, Philip W Fowler, PhD, Jeff Knaggs, BSc, Zamin Iqbal, DPhil, Martin Hunt, PhD, Leonid Chindelevitch, PhD, Maha R Farhat, MD, Daniela Maria Cirillo, PhD, Iñaki Comas, PhD, James Posey, PhD, Shaheed V Omar, PhD, Timothy EA Peto, ProfFRCP, Anita Suresh, MSc, Swapna Uplekar, PhD, Sacha Laurent, PhD, Rebecca E Colman, PhD, Carl-Michael Nathanson, PhD, Matteo Zignol, MD, Ann Sarah Walker, ProfPhD, Derrick W Crook, ProfFRCPath, Nazir Ismail, FRCPath [SA], Timothy C Rodwell, ProfMD, A Sarah Walker, Adrie J C Steyn, Ajit Lalvani, Alain Baulard, Alan Christoffels, Alberto Mendoza-Ticona, Alberto Trovato, Alena Skrahina, Alexander S Lachapelle, Alice Brankin, Amy Piatek, Ana Gibertoni Cruz, Anastasia Koch, Andrea Maurizio Cabibbe, Andrea Spitaleri, Angela P Brandao, Angkana Chaiprasert, Anita Suresh, Anna Barbova, Annelies Van Rie, Arash Ghodousi, Arnold Bainomugisa, Ayan Mandal, Aysha Roohi, Babak Javid, Baoli Zhu, Brice Letcher, Camilla Rodrigues, Camus Nimmo, Carl-Michael NATHANSON, Carla Duncan, Christopher Coulter, Christian Utpatel, Chunfa Liu, Clara Grazian, Clare Kong, Claudio U Köser, Daniel J Wilson, Daniela Maria Cirillo, Daniela Matias, Danielle Jorgensen, Danila Zimenkov, Darren Chetty, David AJ Moore, David A Clifton, Derrick W Crook, Dick van Soolingen, Dongxin Liu, Donna Kohlerschmidt, Draurio Barreira, Dumisani Ngcamu, Elias David Santos Lazaro, Ellis Kelly, Emanuele Borroni, Emma Roycroft, Emmanuel Andre, Erik C Böttger, Esther Robinson, Fabrizio Menardo, Flavia F Mendes, Frances B Jamieson, Francesc Coll, George Fu Gao, George W Kasule, Gian Maria Rossolini, Gillian Rodger, E Grace Smith, Graeme Meintjes, Guy Thwaites, Harald Hoffmann, Heidi Albert, Helen Cox, Ian F Laurenson, Iñaki Comas, Irena Arandjelovic, Ivan Barilar, Jaime Robledo, James Millard, James Johnston, Jamie Posey, Jason R Andrews, Jeff Knaggs, Jennifer Gardy, Jennifer Guthrie, Jill Taylor, Jim Werngren, John Metcalfe, Jorge Coronel, Joseph Shea, Joshua Carter, Juliana MW Pinhata, Julianne V Kus, Katharina Todt, Kathryn Holt, Kayzad S Nilgiriwala, Kelen T Ghisi, Kerri M Malone, Kiatichai Faksri, Kimberlee A Musser, Lavania Joseph, Leen Rigouts, Leonid Chindelevitch, Lisa Jarrett, Louis Grandjean, Lucilaine Ferrazoli, Mabel Rodrigues, Maha Farhat, Marco Schito, Margaret M Fitzgibbon, Marguerite Massinga Loembé, Maria Wijkander, Marie Ballif, Marie-Sylvianne Rabodoarivelo, Marina Mihalic, Mark WILCOX, Martin Hunt, Matteo ZIGNOL, Matthias Merker, Matthias Egger, Max O'Donnell, Maxine Caws, Mei-Hua Wu, Michael G Whitfield, Michael Inouye, Mikael Mansjö, Minh Ha Dang Thi, Moses Joloba, SM Mostofa Kamal, Nana Okozi, Nazir ISMAIL, Nerges Mistry, Nhung N Hoang, Niaina Rakotosamimanana, Nicholas I Paton, Paola M V Rancoita, Paolo Miotto, Pascal Lapierre, Patricia J Hall, Patrick Tang, Pauline Claxton, Penelope Wintringer, Peter M Keller, Phan Vuong Khac Thai, Philip W Fowler, Philip Supply, Prapaporn Srilohasin, Prapat Suriyaphol, Priti Rathod, Priti Kambli, Ramona Groenheit, Rebecca E Colman, Rick Twee-Hee Ong, Robin M Warren, Robert J Wilkinson, Roland Diel, Rosangela S Oliveira, Rukhsar Khot, Ruwen Jou, Sabira Tahseen, Sacha Laurent, Saheer Gharbia, Samaneh Kouchaki, Sanchi Shah, Sara Plesnik, Sarah G Earle, Sarah Dunstan, Sarah J Hoosdally, Satoshi Mitarai, Sebastien Gagneux, Shaheed V Omar, Shen-Yuan Yao, Simon Grandjean Lapierre, Simone Battaglia, Stefan Niemann, Sushil Pandey, Swapna Uplekar, Tanya A Halse, Ted Cohen, Teresa Cortes, Therdsak Prammananan, Thomas A Kohl, Nguyen T T Thuong, Tik Ying Teo, Timothy E A Peto, Timothy C Rodwell, Timothy William, Timothy M Walker, Thomas R Rogers, Utkarsha Surve, Vanessa Mathys, Victoria Furió, Victoria Cook, Srinivasan Vijay, Vincent Escuyer, Viola Dreyer, Vitali Sintchenko, Vonthanak Saphonn, Walter Solano, Wan-Hsuan Lin, Wayne van Gemert, Wencong He, Yang Yang, Yanlin Zhao, Youwen Qin, Yu-Xin Xiao, Zahra Hasan, Zamin Iqbal, Zully M Puyen

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