Home
JournalsCollections
For Authors For Reviewers For Editorial Board Members
Article Processing Charges Open Access
Ethics Advertising Policy
Editorial Policy Resource Center
Company Information Contact Us Membership Collaborators Partners
Publications > Journals > Most Viewed Articles
Results per page:
v
Original Article Open Access
Explainable Ensemble Machine Learning Framework for Lung Cancer Status Classification: A Retrospective Cross-sectional Study
Hamza Saad
Published online September 8, 2026
Cancer Screening and Prevention. doi:10.14218/CSP.2026.00009
Abstract
Machine-learning approaches that combine predictive performance with model interpretability may improve lung cancer status classification. This study aimed to develop and internally [...] Read more.

Machine-learning approaches that combine predictive performance with model interpretability may improve lung cancer status classification. This study aimed to develop and internally evaluate an Explainable Precision Screening Framework for lung cancer risk classification using demographic, behavioral, and symptom-based variables from a publicly available dataset.

This retrospective cross-sectional study analyzed a publicly available Kaggle dataset containing 309 records, including 270 labeled as lung cancer and 39 as non-cancer. Six models—logistic regression, support vector machine (SVM), random forest, LightGBM, XGBoost, and a stacking ensemble—were compared using a stratified hold-out test set and repeated stratified five-fold cross-validation. Performance was assessed using classification metrics with bootstrap 95% confidence intervals (CIs). A separate Shapley additive explanations (SHAP) analysis was applied to the standalone SVM model for exploratory feature attribution.

Across all models, accuracy ranged from 85% to 92% (ROC-AUC: 0.93–0.95). The stacking ensemble achieved 0.92 accuracy (95% CI: 0.85–0.98), 0.94 sensitivity (95% CI: 0.88–1.00), 0.75 specificity (95% CI: 0.40–1.00), 0.96 precision (95% CI: 0.89–1.00), 0.95 F1 score (95% CI: 0.91–0.99), and 0.95 ROC-AUC (95% CI: 0.89–0.99). Its PR-AUC was 0.993 (95% CI: 0.981–0.999), and its Brier score was 0.074 (95% CI: 0.037–0.121). SHAP analysis identified smoking, yellow fingers, coughing, chest pain, wheezing, shortness of breath, and age as the features contributing most strongly to its predictions.

Within this public retrospective dataset, the stacking ensemble was among the highest-performing models, whereas separate SHAP analysis of the standalone SVM model identified the features contributing most strongly to its predictions. Given the marked class imbalance, the absence of a reported clinical reference standard for the source labels, the framework requires independent validation in clinically verified multicenter cohorts before clinical use.

Full article
Research Letter Open Access
Increasing Cholangitis-related Mortality and Persistent Disparities Among U.S. Adults, 1999–2023
Ajing Shi, Miaoran Chen, Liqing Chen, Huilin Ji, Minjing Chang
Published online August 20, 2026
Exploratory Research and Hypothesis in Medicine. doi:10.14218/ERHM.2025.00074
Guideline Open Access
Chinese Guideline for the Diagnosis and Treatment of Head, Thoracic, Abdominal, and Pelvic Polytrauma (2026 Edition)
Jian-Ning Zhang, Wang Jia, Yan-Bing Yu, Jia-Yu Liu, Zhi-Qiang Xue, Zhi Qiao, Xiang-Dang Liang, Xin Lou, Wei-Dong Mi, Tan-Shi Li, Fei-Hu Zhou, Gang Cheng, Jun-Zhao Sun, Wen-Ying Lv, De-Zhi Kang, Ning Wang, Rong-Cai Jiang, Jun-Ji Wei, Guo-Yi Gao, Zhou Fei, Hua Feng, Hai-Yan Zhu, Jiang-Bei Cao, Ke-Zhong Chen, Wei-Nan Liu, Zhi-Yong Liu, Yuan Gao, Hua Yan, Yong-Xin Wang, Jin-Fang Liu, Liang Wen, Neurosurgery Specialist Alliance of the Joint Logistics Support Force, Neurotrauma Society of the China, International Exchange, Promotive Association for Medical, Health Care, Neurotrauma Group of the Chinese Congress of Neurological Surgeons, and Craniocerebral Trauma Panel of the Neurosurgery Society of the Beijing Medical Association
Published online September 28, 2026
Neurosurgical Subspecialties. doi:10.14218/NSSS.2026.00016
Abstract
Head, thoracic, abdominal, and pelvic polytrauma is clinically complex and requires coordinated multidisciplinary care, creating an urgent need for standardized guidance. This guideline [...] Read more.

Head, thoracic, abdominal, and pelvic polytrauma is clinically complex and requires coordinated multidisciplinary care, creating an urgent need for standardized guidance. This guideline aims to provide an evidence-based foundation and clinical pathway for the diagnosis, assessment, damage control, surgical timing, and acute-phase management of patients with head, thoracic, abdominal, and pelvic polytrauma. Led by the Senior Department of Neurosurgery, Chinese PLA General Hospital, a multidisciplinary working group comprising experts in thoracic surgery, general surgery, orthopedics, critical care medicine, anesthesiology, radiology, emergency medicine, nursing, and related disciplines developed the guideline through systematic review of the relevant literature, consideration of the characteristics of trauma care in China’s military and civilian medical systems, and two rounds of expert voting and consensus decision-making. The guideline addresses 22 key clinical questions covering imaging assessment, damage-control resuscitation, prioritization of craniocerebral and torso injury management, anticoagulation and hemostatic management, intensive care, and early rehabilitation. A total of 22 recommendations were formulated by integrating evidence quality, clinical feasibility, and implementability, together with corresponding implementation points and quality-control indicators. The guideline emphasizes stabilization of vital signs, damage-control principles, multidisciplinary collaboration, standardized clinical pathways, and a tiered trauma-care system. Implementation of these recommendations may improve the consistency and timeliness of multidisciplinary care and provide a framework for reducing early mortality while preserving neurological and functional outcomes.

Full article
Editorial Open Access
Perspectives on Cancer Immunotherapy Discussed at a 2025 Symposium in Cuba
Yuriy L. Orlov, Monica R. Bequet, Peter V. Shegai, Dania M. Vazquez, Anton V. Snegovoy, Julio R. Fernández, Inna A. Apolikhina, Daria V. Bagdasarova, Alexander N. Kuznetsov, Oleg I. Apolikhin, Marta Ayala Avila, Andrey D. Kaprin
Published online July 29, 2026
Gene Expression. doi:10.14218/GE.2025.00081
Mini Review Open Access
The Role of Liquid Biopsy in the Detection, Risk Stratification, and Surveillance of Non-muscle-invasive Bladder Cancer: A Mini Review
Yun-Mao Gao, Tian-Xiang Chen, Hai-Tao Liang, Yun-Lin Ye
Published online September 8, 2026
Cancer Screening and Prevention. doi:10.14218/CSP.2026.00007
Abstract
Non-muscle-invasive bladder cancer (NMIBC) is characterized by a high recurrence rate and a substantial long-term surveillance burden. However, current detection and surveillance [...] Read more.

Non-muscle-invasive bladder cancer (NMIBC) is characterized by a high recurrence rate and a substantial long-term surveillance burden. However, current detection and surveillance strategies rely largely on invasive cystoscopy and urine cytology, which are limited by patient discomfort, suboptimal adherence, and insufficient sensitivity, particularly for low-grade disease. This mini review examines the role of liquid biopsy in the detection, risk stratification, and surveillance of NMIBC. It summarizes current evidence on circulating tumor DNA, circulating tumor cells, exosomes and extracellular vesicles, urinary tumor DNA, and DNA methylation and protein biomarkers in blood or urine. For detection, urine-based molecular assays complement cystoscopy and cytology in the noninvasive assessment of patients with suspected bladder cancer. For risk stratification, molecular detection of residual disease and longitudinal biomarker changes help identify patients at increased risk of recurrence or progression. During surveillance, urine-based assays support earlier recurrence detection and, in selected settings, help reduce the frequency of cystoscopy. Overall, liquid biopsy is a promising minimally invasive complement to conventional NMIBC management although technical standardization and prospective clinical validation are required before routine implementation.

Full article
Original Article Open Access
Mass Cytometry Reveals Cell Type-specific Immune Remodeling in Placentas of Women with Chronic Hepatitis B Infection
Zirong Yang, Li Qi, Yang Bai, Weiwei Zhou, Wenjing Wang, Yunxia Zhu, Junfeng Lu
Published online August 26, 2026
Journal of Clinical and Translational Hepatology. doi:10.14218/JCTH.2026.00429
Abstract
Hepatitis B virus (HBV) vertical transmission remains a major health challenge, and the characteristics of the placental immune microenvironment in chronic infection remain unclear. [...] Read more.

Hepatitis B virus (HBV) vertical transmission remains a major health challenge, and the characteristics of the placental immune microenvironment in chronic infection remain unclear. This study aimed to use mass cytometry to comprehensively analyze phenotypic changes in placental immune cell subsets.

We collected placental tissues from 20 pregnant women (6 healthy controls and 14 with chronic HBV infection). CD45+ leukocytes were detected using a 35-marker antibody panel. Unsupervised clustering identified 14 clusters, of which 13 immune clusters were analyzed.

HBV mainly caused functional remodeling of placental immune cells rather than changes in cell composition (P > 0.05 for all subsets). In natural killer (NK) cells, CD38 (P = 0.015) and CD16 (P = 0.0020) were notably upregulated and strongly correlated (ρ = 0.872, P < 0.001), suggesting potentially enhanced antibody-dependent cellular cytotoxicity (ADCC) function. T cells showed upregulation of CD27, CD38, and CXCR5. Basophils exhibited the most pronounced changes: 9 differential markers (including chemokine receptors CCR4 and CCR7) were consistently downregulated. Classical monocytes showed an M1 polarization tendency (CD38↑, CD163↓). All P-values were raw; no markers remained significant after false discovery rate (FDR) correction at an FDR threshold of < 0.1, indicating nominal significance. In addition, the coordinated expression patterns of markers within multiple cell subsets were weakened after infection.

These exploratory findings suggest that HBV may reshape placental immunity through enhanced NK cell activation, broad basophil suppression, and disrupted marker coordination. The sample size was limited (n = 20), so the results need to be validated in larger cohorts. These findings provide new perspectives for understanding the mechanisms of mother-to-child transmission.

Full article
Commentary Open Access
Mini Review Open Access
ESR1 Testing in the Era of Precision Oncology: A Mini Review
Liu Liu, Yihong Wang
Published online September 16, 2026
Journal of Clinical and Translational Pathology. doi:10.14218/JCTP.2026.00032
Abstract
Estrogen receptor alpha, encoded by the ESR1 gene, is a major oncogenic driver in hormone receptor-positive/HER2-negative breast cancers. While endocrine therapies are effective [...] Read more.

Estrogen receptor alpha, encoded by the ESR1 gene, is a major oncogenic driver in hormone receptor-positive/HER2-negative breast cancers. While endocrine therapies are effective in treating this subgroup, patients with advanced or metastatic disease may develop resistance associated with acquired somatic ESR1 mutations. This mini review summarizes recent clinical and technological advances in understanding ESR1 mutations, newly approved targeted therapies, and the use of liquid biopsy companion diagnostics, with a focus on their implications for pathologists.

We conducted a narrative review of PubMed-indexed literature and relevant regulatory and guideline sources related to ESR1 in breast cancer, with an emphasis on recent peer-reviewed studies of ESR1 mutations and clinical trials of emerging therapies.

This review describes the molecular features of ESR1 alterations and estrogen receptor pathway biology, the mechanisms and key trial data for recently approved ER-targeted therapies for ESR1-mutated breast cancer. Additionally, it evaluates liquid biopsy testing platforms for detecting ESR1 mutations, discusses the advantages and limitations of liquid biopsy in detection of treatment resistance, and considers the evolving role of pathologists in breast cancer care.

Acquired ESR1 mutations are major drivers of endocrine therapy resistance. Next-generation sequencing and liquid biopsy have increasingly informed the clinical management of breast cancer in the past decade. Pathologists can play an important role in implementing molecular testing, interpreting complex biomolecular data, and helping to guide timely treatment decisions in the era of precision oncology.

Full article
Review Article Open Access
Selective Balloon-occluded Transarterial Chemoembolization for Hepatocellular Carcinoma: Mechanisms, Applications, and Challenges
Basen Li, Jianjun Li, Qin Li, Fangqin Tan, Nan Wang
Published online September 9, 2026
Journal of Clinical and Translational Hepatology. doi:10.14218/JCTH.2026.00338
Abstract
Balloon-occluded transarterial chemoembolization (B-TACE) has emerged as a significant advancement in the locoregional treatment of hepatocellular carcinoma. This technique utilizes [...] Read more.

Balloon-occluded transarterial chemoembolization (B-TACE) has emerged as a significant advancement in the locoregional treatment of hepatocellular carcinoma. This technique utilizes a balloon microcatheter selectively placed in target hepatic arteries to occlude blood flow and enhance drug accumulation within tumors while minimizing systemic exposure. The feasibility, safety, and effectiveness of the balloon occlusion technique have been verified. Recent studies have demonstrated that B-TACE achieves superior tumor response rates and potentially improves survival outcomes compared with conventional transarterial chemoembolization (C-TACE) techniques, particularly in cases with complex tumor vasculature or C-TACE-refractory disease. However, determining which patients would benefit from B-TACE requires comprehensive assessment. It remains to be determined in clinical practice whether this technique increases the risk of liver function impairment or is associated with specific complications. Further research is needed to better understand the technical conditions required for its clinical application, prognostic factors, and how it can be combined with other interventional techniques. This review summarizes the current literature on B-TACE, focusing on its technical principles, clinical efficacy, safety profile, and evolving role within the contemporary treatment landscape for advanced hepatocellular carcinoma, including its integration with systemic therapies.

Full article
Review Article Open Access
Minimizing the Impact of Antibiotic Resistance on Helicobacter pylori Eradication: From Mechanisms to Clinical Application
Xiaoying Zhou, Zizhuang Wang, Hui Yang, Yan Wang, Colm A. O’Morain, Harry Hua-Xiang Xia
Published online September 30, 2026
Journal of Translational Gastroenterology. doi:10.14218/JTG.2026.00034
Abstract
Rising resistance in Helicobacter pylori to metronidazole, clarithromycin, and fluoroquinolones has significantly reduced eradication efficacy. This narrative review explores evidence-based [...] Read more.

Rising resistance in Helicobacter pylori to metronidazole, clarithromycin, and fluoroquinolones has significantly reduced eradication efficacy. This narrative review explores evidence-based strategies that minimize the impact of antibiotic resistance. Current practical approaches include empirical therapy (EMT), in which regimens are selected without individual susceptibility testing based on local or regional resistance patterns, previous antibiotic exposure, guideline recommendations, and expected effectiveness, and susceptibility-guided therapy (SGT), which avoids antibiotics to which the infecting strain is resistant. EMT does not simply exclude every antibiotic with a high resistance prevalence because regimen-level efficacy may remain high despite resistance to one component. When susceptibility testing is unavailable, optimized 14-day bismuth quadruple therapy is a guideline-preferred empirical regimen and can remain effective despite metronidazole resistance with adequate dosing and treatment duration. Rifabutin-based triple therapy provides an additional empirical or rescue option for selected patients without penicillin allergy. SGT is not universally superior to well-selected EMT, but may improve eradication rates in selected populations, particularly in settings with high clarithromycin resistance or where rapid molecular testing is available. However, susceptibility testing may be time-consuming, costly, and limited to only a few antibiotics. Emerging approaches include potassium-competitive acid blockers (PCABs), antimicrobial stewardship, probiotics, N-acetylcysteine, nanomaterial-based drug delivery, and vaccination. Among these, vonoprazan-based regimens are the most clinically mature. Vonoprazan-amoxicillin dual therapy can reduce exposure to resistance-prone antibiotics, although its use should reflect regional effectiveness, availability, and cost. Other non-antibiotic approaches remain investigational. In conclusion, management should move from undifferentiated empirical regimen selection toward risk-stratified precision treatment. Locally validated EMT remains appropriate when susceptibility testing is unavailable, whereas SGT should be prioritized after treatment failure or in patients at high risk of resistance. Rifabutin-based and vonoprazan-amoxicillin therapies provide additional options according to treatment history, penicillin allergy, regional evidence, and accessibility.

Full article
PrevPage 31 of 34 12…3031323334Next