Evidence map›Paper›PMID 42564136›Full record

Observational studyFrontiers in public health2026

Clinical application of chest CT image screening combined with nanopore targeted sequencing in improving the diagnosis rate of pulmonary tuberculosis patients.

Jiayuan Ye, Dong Lv, Yifei Tu, Shanshan Zhao, Shanshan Yuan, Xiang Xu, Xiaotong Ding, Zhouxiao Wu, Yuxiang Xu, Dongdong Zhao and 1 more

Abstract readObservational Study
In one paragraph

Observational study in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Jiayuan Ye *Department of Infectious Diseases, Shangyu People's Hospital of Shaoxing, Shaoxing University, Shaoxing, Zhejiang, China.
Dong Lv *Department of Respiratory, Shangyu People's Hospital of Shaoxing, Shaoxing University, Shaoxing, Zhejiang, China.
Yifei TuDepartment of Radiology, Shangyu People's Hospital of Shaoxing, Shaoxing University, Shaoxing, Zhejiang, China.
Shanshan ZhaoDepartment of Clinical Laboratory, Shangyu People's Hospital of Shaoxing, Shaoxing University, Shaoxing, Zhejiang, China.
Shanshan YuanDepartment of Radiology, Shangyu People's Hospital of Shaoxing, Shaoxing University, Shaoxing, Zhejiang, China.
Xiang XuDepartment of Radiology, Shangyu People's Hospital of Shaoxing, Shaoxing University, Shaoxing, Zhejiang, China.
Xiaotong DingZhejiang Key Laboratory of Digital Technology in Medical Diagnostics, Hangzhou, Zhejiang, China.
Zhouxiao WuDepartment of General Medicine, Shangyu People's Hospital of Shaoxing, Shaoxing University, Shaoxing, Zhejiang, China.
Yuxiang XuDepartment of Medical, Shangyu People's Hospital of Shaoxing, Shaoxing University, Shaoxing, Zhejiang, China.
Dongdong ZhaoDepartment of Infectious Diseases, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Yilian XieDepartment of Infectious Diseases, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: How to increase the diagnosis rate of pulmonary tuberculosis (PTB) has always been a major challenge in medicine. Compared with conventional microbiological tests (CMTs), nanopore targeted sequencing (NTS) is undoubtedly a faster and more effective diagnostic method. This study explores the feasibility of combining chest CT imaging screening with NTS to improve PTB diagnosis. Method: This retrospective observational study was conducted from March 2023 to December 2024, enrolling 380 patients from a single center who underwent bronchoalveolar lavage fluid (BALF) analysis and NTS testing. We compared the diagnostic accuracy of radiologists with varying experience levels to determine the most suitable preliminary screening protocol for PTB. Additionally, we compared NTS results with CMTs (including mycobacterial culture, acid-fast bacilli smear and Xpert MTB/RIF) to evaluate differences in diagnostic performance between NTS and CMTs. Results: We conducted a horizontal comparison of PTB diagnostic accuracy among three radiologists with different levels of experience. The most experienced radiologist had the lowest missed diagnosis rate. When combining cases suspected by all three radiologists (202 cases), the missed diagnosis rate dropped to as low as 9.09% (27.27% [95% CI: 16.77-40.70%] vs. 30.91% [95% CI: 19.73-44.51%] vs. 16.36% [95% CI: 8.38-29.82%] vs. 9.09% [95% CI: 3.80-19.84%], Conclusion: Radiologists' experience in PTB imaging diagnosis can reduce missed diagnoses. Additionally, combining NTS with CMTs helps improve early diagnosis in suspected PTB patients. The combined use of NTS and Xpert MTB/RIF yielded the highest diagnostic accuracy (AUC 0.990).

Indexed as

Mass ScreeningNanopore SequencingTomography, X-Ray ComputedTuberculosis, PulmonaryAdultBacilloscopyBronchoalveolar Lavage FluidFemaleHumansMaleMiddle AgedRetrospective StudiesSensitivity and Specificitybronchoalveolar lavage fluidchest CT image screeningclinical diagnosisnanopore targeted sequencingpulmonary tuberculosis

Identifiers

PMID42564136
PMCPMC13442664

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.