Prediction of the Complication Risk in Drug-Resistant Tuberculosis After Surgery: Development and Assessment of a Novel Nomogram
Background: Surgery is increasingly accepted as an adjunctive approach to treat multidrug-resistant tuberculosis (MDR-TB) or extensively drug-resistant tuberculosis (XDR-TB). However, a model that includes all factors to predict the risk of postoperative complications is lacking. Methods: We develop...
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Published in | Frontiers in surgery Vol. 8; p. 689742 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
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Frontiers Media S.A
09.08.2021
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Abstract | Background:
Surgery is increasingly accepted as an adjunctive approach to treat multidrug-resistant tuberculosis (MDR-TB) or extensively drug-resistant tuberculosis (XDR-TB). However, a model that includes all factors to predict the risk of postoperative complications is lacking.
Methods:
We developed a prediction model based on 138 patients who had undergone surgery as treatment for drug-resistant tuberculosis (DR-TB) after 24 months. Clinical features on the lesion type (L), treatment history (T), physiologic status of the body (B), and surgical approach (S) were evaluated. Multivariable logistic regression analysis was conducted by clinical features selected in the least absolute shrinkage and selection operator (LASSO) to build a nomogram. The discrimination, calibration, and clinical usefulness of the nomogram were assessed using the C-Index, calibration plots, and decision curves. Internal validation was assessed using bootstrapping.
Results:
The nomogram contained the features L, B, T, cavitary, recurrent chest infection (RCI) and MDR-TB/XDR-TB. The model displayed good discrimination with a C-Index of 0.879 (95% CI: 0.799–0.967). A high C-Index of 0.824 was achieved in the interval validation. Decision-curve analysis showed that the nomogram was clinically useful if intervention was decided at the non-adherence possibility threshold of 4%.
Conclusion:
Our novel nomogram could be used conveniently to predict postoperative complication risk in DR-TB patients. |
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AbstractList | Background:
Surgery is increasingly accepted as an adjunctive approach to treat multidrug-resistant tuberculosis (MDR-TB) or extensively drug-resistant tuberculosis (XDR-TB). However, a model that includes all factors to predict the risk of postoperative complications is lacking.
Methods:
We developed a prediction model based on 138 patients who had undergone surgery as treatment for drug-resistant tuberculosis (DR-TB) after 24 months. Clinical features on the lesion type (L), treatment history (T), physiologic status of the body (B), and surgical approach (S) were evaluated. Multivariable logistic regression analysis was conducted by clinical features selected in the least absolute shrinkage and selection operator (LASSO) to build a nomogram. The discrimination, calibration, and clinical usefulness of the nomogram were assessed using the C-Index, calibration plots, and decision curves. Internal validation was assessed using bootstrapping.
Results:
The nomogram contained the features L, B, T, cavitary, recurrent chest infection (RCI) and MDR-TB/XDR-TB. The model displayed good discrimination with a C-Index of 0.879 (95% CI: 0.799–0.967). A high C-Index of 0.824 was achieved in the interval validation. Decision-curve analysis showed that the nomogram was clinically useful if intervention was decided at the non-adherence possibility threshold of 4%.
Conclusion:
Our novel nomogram could be used conveniently to predict postoperative complication risk in DR-TB patients. Background: Surgery is increasingly accepted as an adjunctive approach to treat multidrug-resistant tuberculosis (MDR-TB) or extensively drug-resistant tuberculosis (XDR-TB). However, a model that includes all factors to predict the risk of postoperative complications is lacking.Methods: We developed a prediction model based on 138 patients who had undergone surgery as treatment for drug-resistant tuberculosis (DR-TB) after 24 months. Clinical features on the lesion type (L), treatment history (T), physiologic status of the body (B), and surgical approach (S) were evaluated. Multivariable logistic regression analysis was conducted by clinical features selected in the least absolute shrinkage and selection operator (LASSO) to build a nomogram. The discrimination, calibration, and clinical usefulness of the nomogram were assessed using the C-Index, calibration plots, and decision curves. Internal validation was assessed using bootstrapping.Results: The nomogram contained the features L, B, T, cavitary, recurrent chest infection (RCI) and MDR-TB/XDR-TB. The model displayed good discrimination with a C-Index of 0.879 (95% CI: 0.799–0.967). A high C-Index of 0.824 was achieved in the interval validation. Decision-curve analysis showed that the nomogram was clinically useful if intervention was decided at the non-adherence possibility threshold of 4%.Conclusion: Our novel nomogram could be used conveniently to predict postoperative complication risk in DR-TB patients. |
Author | Wang, Haijiang Song, Yanzheng Wu, Liwei Xia, Fan Dai, Xiyong Wang, Lin Huang, Chaolin |
AuthorAffiliation | 1 Department of Thoracic Surgery, Shanghai Public Health Clinical Center, Fudan University , Shanghai , China 5 Department of Pulmonary Disease, 905Th Hospital of PLA Navy , Shanghai , China 4 Department of Thoracic Surgery, Wuhan Jinyintan Hospital , Wuhan , China 6 TB Center, Shanghai Emerging and Re-emerging Infectious Disease Institute, Fudan University , Shanghai , China 2 Department of Surgery, Wuhan Pulmonary Hospital , Wuhan , China 3 Department of Thoracic Surgery, The Third People's Hospital of Shenzhen , Shenzhen , China |
AuthorAffiliation_xml | – name: 1 Department of Thoracic Surgery, Shanghai Public Health Clinical Center, Fudan University , Shanghai , China – name: 4 Department of Thoracic Surgery, Wuhan Jinyintan Hospital , Wuhan , China – name: 2 Department of Surgery, Wuhan Pulmonary Hospital , Wuhan , China – name: 6 TB Center, Shanghai Emerging and Re-emerging Infectious Disease Institute, Fudan University , Shanghai , China – name: 5 Department of Pulmonary Disease, 905Th Hospital of PLA Navy , Shanghai , China – name: 3 Department of Thoracic Surgery, The Third People's Hospital of Shenzhen , Shenzhen , China |
Author_xml | – sequence: 1 givenname: Liwei surname: Wu fullname: Wu, Liwei – sequence: 2 givenname: Xiyong surname: Dai fullname: Dai, Xiyong – sequence: 3 givenname: Haijiang surname: Wang fullname: Wang, Haijiang – sequence: 4 givenname: Chaolin surname: Huang fullname: Huang, Chaolin – sequence: 5 givenname: Fan surname: Xia fullname: Xia, Fan – sequence: 6 givenname: Yanzheng surname: Song fullname: Song, Yanzheng – sequence: 7 givenname: Lin surname: Wang fullname: Wang, Lin |
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Cites_doi | 10.1056/NEJMp2000589 10.1016/j.arbr.2020.06.001 10.18637/jss.v033.i01 10.1016/j.ijid.2020.02.030 10.1016/j.critrevonc.2018.03.018 10.1007/s00268-011-1084-9 10.1016/j.ijid.2020.03.035 10.1016/j.jtho.2018.05.037 10.1016/j.pneumo.2014.03.005 10.1128/microbiolspec.TNMI7-0043-2017 10.1016/S1470-2045(14)71116-7 10.1002/sim.3148 10.1007/s00268-015-3333-9 10.1097/01.CCM.0000275267.64078.B0 10.1016/j.eururo.2018.10.012 10.1136/bmjresp-2017-000240 10.1186/1472-6947-8-53 10.1093/ejcts/ezs215 10.1016/j.jinf.2018.08.003 10.1200/JCO.2007.12.9791 |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 This article was submitted to Thoracic Surgery, a section of the journal Frontiers in Surgery These authors have contributed equally to this work Edited by: Nuria Maria Novoa, University of Salamanca Health Care Complex, Spain Reviewed by: Maria Rodriguez, Clínica Universidad de Navarra, Spain; Piotr Yablonskii, St-Petersburg Research Institute of Phthisiopulmonology, Russia |
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References | Nieder (B17) 2018; 126 Lin (B2) 2020; 95 (B3) 2020 Sauerbrei (B7) 2007; 26 Kramer (B13) 2007; 35 Borisov (B20) 2019; 78 Friedman (B8) 2010; 33 Wang (B19) 2018; 13 Man (B22) 2012; 42 Gandaglia (B18) 2019; 75 Citron (B6) 2016; 40 (B1) 2019 Balachandran (B11) 2015; 16 Sihoe (B4) 2017; 5 Pencina (B14) 2020; 382 Kilani (B21) 2015; 71 Rodrigo (B23) 2020; 56 Kidd (B9) 2018; 5 Li (B10) 2020; 12 Iasonos (B12) 2008; 26 Vickers (B15) 2008; 8 Wu (B16) 2020; 96 Chu (B5) 2011; 35 |
References_xml | – volume: 382 start-page: 1583 year: 2020 ident: B14 article-title: Prediction models - development, evaluation, and clinical application publication-title: New Engl J Med. doi: 10.1056/NEJMp2000589 contributor: fullname: Pencina – volume: 56 start-page: 483 year: 2020 ident: B23 article-title: Evaluation of the integrated tuberculosis research program sponsored by the spanish society of pulmonology and thoracic surgery: 11 years on publication-title: Arch Bronconeumol. doi: 10.1016/j.arbr.2020.06.001 contributor: fullname: Rodrigo – volume: 12 start-page: 3767 year: 2020 ident: B10 article-title: Trend and socioeconomic disparities in survival outcome of metastatic melanoma after approval of immune checkpoint inhibitors: a population-based study publication-title: Am J Transl Res. contributor: fullname: Li – volume: 33 start-page: 1 year: 2010 ident: B8 article-title: Regularization paths for generalized linear models via coordinate descent publication-title: J Stat Softw. doi: 10.18637/jss.v033.i01 contributor: fullname: Friedman – year: 2019 ident: B1 article-title: Global Tuberculosis Report – volume: 95 start-page: 67 year: 2020 ident: B2 article-title: Validating the surgical indication value of the LTB-S classification system for drug resistant tuberculosis publication-title: Int J Infect Dis doi: 10.1016/j.ijid.2020.02.030 contributor: fullname: Lin – volume: 126 start-page: 13 year: 2018 ident: B17 article-title: Prognostic and predictive factors in patients with brain metastases from solid tumors: a review of published nomograms publication-title: Crit Rev in Oncol/Hematol. doi: 10.1016/j.critrevonc.2018.03.018 contributor: fullname: Nieder – volume: 35 start-page: 1169 year: 2011 ident: B5 article-title: Quality of care in humanitarian surgery publication-title: World J Surg doi: 10.1007/s00268-011-1084-9 contributor: fullname: Chu – volume: 96 start-page: 88 year: 2020 ident: B16 article-title: Predicting treatment failure risk in a Chinese Drug-Resistant Tuberculosis with surgical therapy: development and assessment of a new predictive nomogram publication-title: Int J Infect Dis doi: 10.1016/j.ijid.2020.03.035 contributor: fullname: Wu – volume: 13 start-page: 1338 year: 2018 ident: B19 article-title: Development and validation of a nomogram prognostic model for SCLC patients publication-title: J Thorac Oncol. doi: 10.1016/j.jtho.2018.05.037 contributor: fullname: Wang – volume: 71 start-page: 140 year: 2015 ident: B21 article-title: Surgery for thoracic tuberculosis publication-title: Revue Pneumol Clin. doi: 10.1016/j.pneumo.2014.03.005 contributor: fullname: Kilani – volume: 5 start-page: 5 year: 2017 ident: B4 article-title: Role of surgery in the diagnosis and management of tuberculosis publication-title: Microbiol Spectr. doi: 10.1128/microbiolspec.TNMI7-0043-2017 contributor: fullname: Sihoe – volume: 16 start-page: e173 year: 2015 ident: B11 article-title: Nomograms in oncology: more than meets the eye publication-title: Lancet Oncol. doi: 10.1016/S1470-2045(14)71116-7 contributor: fullname: Balachandran – volume-title: WHO Consolidated Guidelines on Tuberculosis: Module 1: Prevention: Tuberculosis Preventive Treatment year: 2020 ident: B3 – volume: 26 start-page: 5512 year: 2007 ident: B7 article-title: Selection of important variables and determination of functional form for continuous predictors in multivariable model building publication-title: Stat Med. doi: 10.1002/sim.3148 contributor: fullname: Sauerbrei – volume: 40 start-page: 779 year: 2016 ident: B6 article-title: Prioritisation of surgery in the national health strategic plans of africa: a systematic review publication-title: World J Surg doi: 10.1007/s00268-015-3333-9 contributor: fullname: Citron – volume: 35 start-page: 2052 year: 2007 ident: B13 article-title: Assessing the calibration of mortality benchmarks in critical care: the Hosmer-Lemeshow test revisited publication-title: Crit Care Med. doi: 10.1097/01.CCM.0000275267.64078.B0 contributor: fullname: Kramer – volume: 75 start-page: 506 year: 2019 ident: B18 article-title: A novel nomogram to identify candidates for extended pelvic lymph node dissection among patients with clinically localized prostate cancer diagnosed with magnetic resonance imaging-targeted and systematic biopsies publication-title: Eur Urol doi: 10.1016/j.eururo.2018.10.012 contributor: fullname: Gandaglia – volume: 5 start-page: e000240 year: 2018 ident: B9 article-title: Survival prediction in mesothelioma using a scalable Lasso regression model: instructions for use and initial performance using clinical predictors publication-title: BMJ Open Respir Res doi: 10.1136/bmjresp-2017-000240 contributor: fullname: Kidd – volume: 8 start-page: 53 year: 2008 ident: B15 article-title: Extensions to decision curve analysis, a novel method for evaluating diagnostic tests, prediction models and molecular markers publication-title: BMC Med Inform Decis Making doi: 10.1186/1472-6947-8-53 contributor: fullname: Vickers – volume: 42 start-page: e9 year: 2012 ident: B22 article-title: Surgical treatment to increase the success rate of multidrug-resistant tuberculosis publication-title: Eur J Cardio-Thorac Surg doi: 10.1093/ejcts/ezs215 contributor: fullname: Man – volume: 78 start-page: 35 year: 2019 ident: B20 article-title: Outcomes of patients with drug-resistant-tuberculosis treated with bedaquiline-containing regimens and undergoing adjunctive surgery publication-title: J Infect doi: 10.1016/j.jinf.2018.08.003 contributor: fullname: Borisov – volume: 26 start-page: 1364 year: 2008 ident: B12 article-title: How to build and interpret a nomogram for cancer prognosis publication-title: J Clin Oncol doi: 10.1200/JCO.2007.12.9791 contributor: fullname: Iasonos |
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Surgery is increasingly accepted as an adjunctive approach to treat multidrug-resistant tuberculosis (MDR-TB) or extensively drug-resistant... Background: Surgery is increasingly accepted as an adjunctive approach to treat multidrug-resistant tuberculosis (MDR-TB) or extensively drug-resistant... |
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SubjectTerms | drug resistance tuberculosis LTBS classification system nomogram Surgery tuberculosis |
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Title | Prediction of the Complication Risk in Drug-Resistant Tuberculosis After Surgery: Development and Assessment of a Novel Nomogram |
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