Infectious and clinical tuberculosis trajectories: Bayesian modeling with case finding implications.
Infectious and clinical tuberculosis trajectories: Bayesian modeling with case finding implications.
复制标题
感染和临床结核病轨迹:贝叶斯模型与病例发现的影响。
DOI:
10.1073/pnas.2211045119
复制
发表时间:
2022-12-27
影响因子:
11.1
通讯作者:
中科院分区:
文献类型:
--
作者:
Up to a quarter of people with prevalent tuberculosis (TB) lack clinical symptoms yet have sufficiently high bacterial burden for detection by sputum smear microscopy. Most current mass screening programs focus on symptoms and do not detect subclinical, smear-positive TB; however, we find that this form of TB contributes the most to future transmission. Therefore, replacing symptom screening with diagnostics that can feasibly screen for the most infectious forms of TB in low-resource settings could improve the impact and efficiency of TB active case finding. The development of assays with relaxed targets for sensitivity but ambitious targets for rapidity, portability, and cost—designed specifically for widespread screening—should be more highly prioritized in TB diagnostic research and development efforts. The importance of finding people with undiagnosed tuberculosis (TB) hinges on their future disease trajectories. Assays for systematic screening should be optimized to find those whose TB will contribute most to future transmission or morbidity. In this study, we constructed a mathematical model that tracks the future trajectories of individuals with TB at a cross-sectional timepoint (“baseline”), classifying them by bacterial burden (smear positive/negative) and symptom status (symptomatic/subclinical). We used Bayesian methods to calibrate this model to targets derived from historical survival data and notification, mortality, and prevalence data from five countries. We combined resulting disease trajectories with evidence on infectiousness to estimate each baseline TB state’s contribution to future transmission. For a person with smear-negative subclinical TB at baseline, the expected future duration of disease was short (mean 4.8 [95% uncertainty interval 3.3 to 8.4] mo); nearly all disease courses ended in spontaneous resolution, not treatment. In contrast, people with baseline smear-positive subclinical TB had longer undiagnosed disease durations (15.9 [11.1 to 23.5] mo); nearly all eventually developed symptoms and ended in treatment or death. Despite accounting for only 11 to 19% of prevalent disease, smear-positive subclinical TB accounted for 35 to 51% of future transmission—a greater contribution than symptomatic or smear-negative TB. Subclinical TB with a high bacterial burden accounts for a disproportionate share of future transmission. Priority should be given to developing inexpensive, easy-to-use assays for screening both symptomatic and asymptomatic individuals at scale—akin to rapid antigen tests for other diseases—even if these assays lack the sensitivity to detect paucibacillary disease.
登录
查看更多内容
影响因子:
3.7
作者:
Tiemersma EW;van der Werf MJ;Borgdorff MW;Williams BG;Nagelkerke NJ
通讯作者:
Nagelkerke NJ
影响因子:
11.8
作者:
Tostmann, Alma;Kik, Sandra V.;van Soolingen, Dick
通讯作者:
van Soolingen, Dick
DOI:
10.5588/ijtld.21.0105
发表时间:
2021-12-01
期刊:
The international journal of tuberculosis and lung disease : the official journal of the International Union against Tuberculosis and Lung Disease
影响因子:
--
作者:
Chatterjee S;Toshniwal MN;Bhide P;Sachdeva KS;Rao R;Laurence YV;Kitson N;Cunnama L;Vassall A;Sweeney S;Baena IG
通讯作者:
Baena IG
影响因子:
10
作者:
Hernández-Garduño, E;Cook, V;FitzGerald, JM
通讯作者:
FitzGerald, JM
影响因子:
3.7
作者:
Hai Viet Nguyen;Tiemersma, Edine W.;Nhung Viet Nguyen
通讯作者:
Nhung Viet Nguyen