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Prediction of multiple drug resistant pulmonary tuberculosis against drug sensitive pulmonary tuberculosis by CT nodular consolidation sign

Xi-Ling Huang, Aliaksandr Skrahin, Pu-Xuan Lu, Sofia Alexandru, Valeriu Crudu, Andrei Astrovko, Alena Skrahina, Jessica Taaffe, Michael Harris, Alyssa Long, Kurt Wollenberg, Eric Engle, Darrell E. Hurt, Irada Akhundova, Sharafat Ismayilov, Elcan Mammadbayov, Hagigat Gadirova, Rafik Abuzarov, Mehriban Seyfaddinova, Zaza Avaliani, Sergo Vashakidze, Natalia Shubladze, Ucha Nanava, Irina Strambu, Dragos Zaharia, Alexandru Muntean, Eugenia Ghita, Miron Bogdan, Roxana Mindru, Victor Spinu, Alexandra Sora, Catalina Ene, Eugene Sergueev, Valery Kirichenko, Vladzimir Lapitski, Eduard Snezhko, Vassili Kovalev, Alexander Tuzikov, Andrei Gabrielian, Alex Rosenthal, Michael Tartakovsky, Yi Xiang J Wang
doi: https://doi.org/10.1101/833954
Xi-Ling Huang
1Department of Imaging and Interventional Radiology, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
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Aliaksandr Skrahin
2Belarusian State Medical University, Minsk, Republic of Belarus
3Republican Scientific and Practical Centre of Pulmonology and Tuberculosis, Ministry of Health, Minsk, Republic of Belarus
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Pu-Xuan Lu
4Shenzhen Center for Chronic Disease Control, Shenzhen, Guangdong Province, China
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Sofia Alexandru
5Phthysiopneumology Institute, Ministry of Health, Chisinau, Republic of Moldova
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Valeriu Crudu
5Phthysiopneumology Institute, Ministry of Health, Chisinau, Republic of Moldova
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Andrei Astrovko
3Republican Scientific and Practical Centre of Pulmonology and Tuberculosis, Ministry of Health, Minsk, Republic of Belarus
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Alena Skrahina
3Republican Scientific and Practical Centre of Pulmonology and Tuberculosis, Ministry of Health, Minsk, Republic of Belarus
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Jessica Taaffe
6Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, USA
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Michael Harris
6Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, USA
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Alyssa Long
6Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, USA
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Kurt Wollenberg
6Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, USA
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Eric Engle
6Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, USA
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Darrell E. Hurt
6Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, USA
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Irada Akhundova
7Scientific Research Institute of Lung Diseases, Ministry of Health, Baku, Republic of Azerbaijan
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Sharafat Ismayilov
7Scientific Research Institute of Lung Diseases, Ministry of Health, Baku, Republic of Azerbaijan
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Elcan Mammadbayov
7Scientific Research Institute of Lung Diseases, Ministry of Health, Baku, Republic of Azerbaijan
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Hagigat Gadirova
7Scientific Research Institute of Lung Diseases, Ministry of Health, Baku, Republic of Azerbaijan
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Rafik Abuzarov
7Scientific Research Institute of Lung Diseases, Ministry of Health, Baku, Republic of Azerbaijan
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Mehriban Seyfaddinova
7Scientific Research Institute of Lung Diseases, Ministry of Health, Baku, Republic of Azerbaijan
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Zaza Avaliani
8The National Center for Tuberculosis and Lung Diseases, Tbilisi, Republic of Georgia
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Sergo Vashakidze
8The National Center for Tuberculosis and Lung Diseases, Tbilisi, Republic of Georgia
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Natalia Shubladze
8The National Center for Tuberculosis and Lung Diseases, Tbilisi, Republic of Georgia
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Ucha Nanava
8The National Center for Tuberculosis and Lung Diseases, Tbilisi, Republic of Georgia
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Irina Strambu
9Marius Nasta Pneumophtisiology Institute, Ministry of Health, Bucharest, Romania
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Dragos Zaharia
9Marius Nasta Pneumophtisiology Institute, Ministry of Health, Bucharest, Romania
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Alexandru Muntean
9Marius Nasta Pneumophtisiology Institute, Ministry of Health, Bucharest, Romania
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Eugenia Ghita
9Marius Nasta Pneumophtisiology Institute, Ministry of Health, Bucharest, Romania
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Miron Bogdan
9Marius Nasta Pneumophtisiology Institute, Ministry of Health, Bucharest, Romania
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Roxana Mindru
9Marius Nasta Pneumophtisiology Institute, Ministry of Health, Bucharest, Romania
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Victor Spinu
9Marius Nasta Pneumophtisiology Institute, Ministry of Health, Bucharest, Romania
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Alexandra Sora
9Marius Nasta Pneumophtisiology Institute, Ministry of Health, Bucharest, Romania
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Catalina Ene
9Marius Nasta Pneumophtisiology Institute, Ministry of Health, Bucharest, Romania
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Eugene Sergueev
10United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Republic of Belarus
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Valery Kirichenko
10United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Republic of Belarus
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Vladzimir Lapitski
10United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Republic of Belarus
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Eduard Snezhko
10United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Republic of Belarus
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Vassili Kovalev
10United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Republic of Belarus
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Alexander Tuzikov
10United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Republic of Belarus
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Andrei Gabrielian
6Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, USA
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Alex Rosenthal
6Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, USA
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Michael Tartakovsky
6Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Department of Health and Human Services, Bethesda, Maryland, USA
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Yi Xiang J Wang
1Department of Imaging and Interventional Radiology, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
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  • For correspondence: yixiang_wang@cuhk.edu.hk
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Abstract

Multidrug-resistant tuberculosis (mdrtb) refers to TB infection resistant to at least two most powerful anti-TB drugs, isoniazid and rifampincin. It has been estimated that globally 3.5% (which can be much higher in some regions) of newly diagnosed TB patients, and 20.5% of previously treated patients had mdrtb. Extensively drug-resistant TB (xdrtb) has resistance to rifampin and isoniazid, as well as to any member of the quinolone family and at least one of the second line injectable drugs: kanamycin, amikacin and capreomycin. xdrtb accounts for 4-20% of mdrtb. Early detection and targeted treatment are priorities for mdrtb/xdrtb control. The suspicion of mdr/xdr -pulmonary TB (mdrptb or xdrptb) by chest imaging shall suggest intensive diagnostic testing for mdrptb/xdrptb. We hypothesize that multiple nodular consolidation (NC) may serve one of the differentiators for separating dsptb vs mdrptb/xdrptb cases. For this study, mdrptb cases (n=310) and XDR-PTB cases (⋂=I58) were from the NIAID TB Portals Program (TBPP) <https://tbportals.niaid.nih.gov>. Drug sensitive pulmonary TB (dsptb) cases were from the TBPP collection (n=112) as well as the Shenzhen Center for Chronic Disease Control (n=111), Shenzhen, China, and we excluded patients with HIV(+) status. Our study shows NC, particularly multiple NCs, is more common in mdrptb than in dsptb, and more common in xdrptb than in mdrptb. For example, 2.24% of dsptb patients, 13.23% of mdrptb patients, and 20.89% of xdrptb patients, respectively, have NCs with diameter >= 10mm equal or more than 2 in number.

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Posted November 07, 2019.
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Prediction of multiple drug resistant pulmonary tuberculosis against drug sensitive pulmonary tuberculosis by CT nodular consolidation sign
Xi-Ling Huang, Aliaksandr Skrahin, Pu-Xuan Lu, Sofia Alexandru, Valeriu Crudu, Andrei Astrovko, Alena Skrahina, Jessica Taaffe, Michael Harris, Alyssa Long, Kurt Wollenberg, Eric Engle, Darrell E. Hurt, Irada Akhundova, Sharafat Ismayilov, Elcan Mammadbayov, Hagigat Gadirova, Rafik Abuzarov, Mehriban Seyfaddinova, Zaza Avaliani, Sergo Vashakidze, Natalia Shubladze, Ucha Nanava, Irina Strambu, Dragos Zaharia, Alexandru Muntean, Eugenia Ghita, Miron Bogdan, Roxana Mindru, Victor Spinu, Alexandra Sora, Catalina Ene, Eugene Sergueev, Valery Kirichenko, Vladzimir Lapitski, Eduard Snezhko, Vassili Kovalev, Alexander Tuzikov, Andrei Gabrielian, Alex Rosenthal, Michael Tartakovsky, Yi Xiang J Wang
bioRxiv 833954; doi: https://doi.org/10.1101/833954
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Prediction of multiple drug resistant pulmonary tuberculosis against drug sensitive pulmonary tuberculosis by CT nodular consolidation sign
Xi-Ling Huang, Aliaksandr Skrahin, Pu-Xuan Lu, Sofia Alexandru, Valeriu Crudu, Andrei Astrovko, Alena Skrahina, Jessica Taaffe, Michael Harris, Alyssa Long, Kurt Wollenberg, Eric Engle, Darrell E. Hurt, Irada Akhundova, Sharafat Ismayilov, Elcan Mammadbayov, Hagigat Gadirova, Rafik Abuzarov, Mehriban Seyfaddinova, Zaza Avaliani, Sergo Vashakidze, Natalia Shubladze, Ucha Nanava, Irina Strambu, Dragos Zaharia, Alexandru Muntean, Eugenia Ghita, Miron Bogdan, Roxana Mindru, Victor Spinu, Alexandra Sora, Catalina Ene, Eugene Sergueev, Valery Kirichenko, Vladzimir Lapitski, Eduard Snezhko, Vassili Kovalev, Alexander Tuzikov, Andrei Gabrielian, Alex Rosenthal, Michael Tartakovsky, Yi Xiang J Wang
bioRxiv 833954; doi: https://doi.org/10.1101/833954

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