Pub Date : 2026-02-18eCollection Date: 2026-01-01DOI: 10.1371/journal.pone.0343124
Stuart Niwagaba, Anthony Muyunga, Douglas Bulafu, Joslyline Lydia Nakanwagi, Sandra Lunkuse, Faizo Kiberu, Shivan Nuwasiima, Elizabeth Nagawa, Irene Karungi, Vella Ayugi, Patience Muwanguzi, Henry Kyeyune, Caroline Birungi
Introduction: HIV/AIDS remains a major public health issue, with about 1.4 million people infected in Uganda by 2020. In rural western Uganda, 57.6% of people living with HIV (PLWH) use herbal medicine (HM) alongside antiretroviral therapy (ART). Combining HM with a tenofovir disoproxil fumarate (TDF)-based ART regimen may increase risks of renal dysfunction, death, and treatment costs, highlighting the need to study their combined effects.
Objective: To determine the prevalence of herbal medicine use and its association with renal dysfunction among patients on tenofovir antiretroviral treatment-based regimen at ISS clinic Mulago.
Methods: A cross-sectional study at MJAP ISS-clinic involved 414 HIV/AIDS patients on TDF-based ART from March-May 2023. Data on herbal medicine use and ART regimen were collected via interviews; blood samples were taken for renal function. Additional clinical and demographic data were extracted from records. All data were entered into Epidata and analyzed using STATA version 17.
Results: We enrolled 414 participants with median age (interquartile range) of 36 (30,44) years, majority were female 290 (70.1) and were on firstline regimen 392 (94.7). The prevalence of herbal medicine use was 70.8% (95% CI 66.2-74.9). The commonly used herbal medicines reported were concoction/crude, medicated clay and powdered products. The overall renal dysfunction prevalence was 22.5% (95 CI 18.7-26.8) The median serum creatinine levels among herbal medicine users was 96 µmol/litre and 88.8 µmol/litre among non-users. There was a significant difference in the median serum creatinine in the two groups (P = 0.028). There was no significant difference in the urea levels in the two groups (2.99 mmol/litre in herbal medicine users versus 2.84 mmol/litre in non-users, P = 0.689). Herbal medicine use was significantly associated with renal dysfunction (aPR-2.31, 95% CI 1.35-3.97). Other factors that were associated with renal dysfunction were age (aPR-1.54, 95% CI 1.08-2.22) sex (aPR-0.52, 95% CI 0.33-0.83), hypertension (aPR-3.43, 95% CI 2.47-4.76) and diabetes (aPR-1.79, 95% CI 1.39-2.31).
Conclusion: Health care workers should screen for herbal medicine use among ART patients and regularly monitor their renal function to detect dysfunction. The Ministry of Health and health care workers should also emphasize educating patients about the potential risks of combining herbal medicine with ART.
导言:艾滋病毒/艾滋病仍然是一个主要的公共卫生问题,到2020年,乌干达约有140万人受到感染。在乌干达西部农村,57.6%的艾滋病毒感染者在使用抗逆转录病毒治疗的同时使用草药。HM联合富马酸替诺福韦二氧吡酯(TDF)抗逆转录病毒治疗方案可能增加肾功能障碍、死亡和治疗费用的风险,因此需要研究它们的联合作用。目的:了解穆拉戈ISS诊所替诺福韦抗逆转录病毒治疗方案患者中草药的使用情况及其与肾功能障碍的关系。方法:从2023年3月至5月,在MJAP ISS-clinic进行了一项横断面研究,涉及414名基于tdf的ART的HIV/AIDS患者。通过访谈收集草药使用和抗逆转录病毒治疗方案的数据;抽血检查肾功能。从记录中提取了额外的临床和人口统计数据。所有数据输入Epidata并使用STATA version 17进行分析。结果:我们招募了414名参与者,中位年龄(四分位数范围)为36(30,44)岁,大多数为女性290(70.1),一线方案392(94.7)。中草药使用率为70.8% (95% CI 66.2-74.9)。报告中常用的草药是混合/粗制、药泥和粉状产品。总体肾功能不全患病率为22.5% (95 CI 18.7-26.8)。中草药使用者血清肌酐水平中位数为96µmol/升,非中草药使用者血清肌酐水平中位数为88.8µmol/升。两组患者血清肌酐中位数差异有统计学意义(P = 0.028)。两组患者尿素水平无显著差异(中草药使用者为2.99 mmol/升,非中草药使用者为2.84 mmol/升,P = 0.689)。使用草药与肾功能障碍显著相关(aPR-2.31, 95% CI 1.35-3.97)。与肾功能不全相关的其他因素有年龄(aPR-1.54, 95% CI 1.08-2.22)、性别(aPR-0.52, 95% CI 0.33-0.83)、高血压(aPR-3.43, 95% CI 2.47-4.76)和糖尿病(aPR-1.79, 95% CI 1.39-2.31)。结论:医护人员应筛查抗逆转录病毒治疗患者使用中草药的情况,并定期监测其肾功能,以发现肾功能障碍。卫生部和卫生保健工作者还应强调对患者进行关于将草药与抗逆转录病毒疗法结合使用的潜在风险的教育。
{"title":"Herbal medicine use and renal dysfunction among persons living with HIV on Tenofovir-based ART in Kampala, Uganda.","authors":"Stuart Niwagaba, Anthony Muyunga, Douglas Bulafu, Joslyline Lydia Nakanwagi, Sandra Lunkuse, Faizo Kiberu, Shivan Nuwasiima, Elizabeth Nagawa, Irene Karungi, Vella Ayugi, Patience Muwanguzi, Henry Kyeyune, Caroline Birungi","doi":"10.1371/journal.pone.0343124","DOIUrl":"https://doi.org/10.1371/journal.pone.0343124","url":null,"abstract":"<p><strong>Introduction: </strong>HIV/AIDS remains a major public health issue, with about 1.4 million people infected in Uganda by 2020. In rural western Uganda, 57.6% of people living with HIV (PLWH) use herbal medicine (HM) alongside antiretroviral therapy (ART). Combining HM with a tenofovir disoproxil fumarate (TDF)-based ART regimen may increase risks of renal dysfunction, death, and treatment costs, highlighting the need to study their combined effects.</p><p><strong>Objective: </strong>To determine the prevalence of herbal medicine use and its association with renal dysfunction among patients on tenofovir antiretroviral treatment-based regimen at ISS clinic Mulago.</p><p><strong>Methods: </strong>A cross-sectional study at MJAP ISS-clinic involved 414 HIV/AIDS patients on TDF-based ART from March-May 2023. Data on herbal medicine use and ART regimen were collected via interviews; blood samples were taken for renal function. Additional clinical and demographic data were extracted from records. All data were entered into Epidata and analyzed using STATA version 17.</p><p><strong>Results: </strong>We enrolled 414 participants with median age (interquartile range) of 36 (30,44) years, majority were female 290 (70.1) and were on firstline regimen 392 (94.7). The prevalence of herbal medicine use was 70.8% (95% CI 66.2-74.9). The commonly used herbal medicines reported were concoction/crude, medicated clay and powdered products. The overall renal dysfunction prevalence was 22.5% (95 CI 18.7-26.8) The median serum creatinine levels among herbal medicine users was 96 µmol/litre and 88.8 µmol/litre among non-users. There was a significant difference in the median serum creatinine in the two groups (P = 0.028). There was no significant difference in the urea levels in the two groups (2.99 mmol/litre in herbal medicine users versus 2.84 mmol/litre in non-users, P = 0.689). Herbal medicine use was significantly associated with renal dysfunction (aPR-2.31, 95% CI 1.35-3.97). Other factors that were associated with renal dysfunction were age (aPR-1.54, 95% CI 1.08-2.22) sex (aPR-0.52, 95% CI 0.33-0.83), hypertension (aPR-3.43, 95% CI 2.47-4.76) and diabetes (aPR-1.79, 95% CI 1.39-2.31).</p><p><strong>Conclusion: </strong>Health care workers should screen for herbal medicine use among ART patients and regularly monitor their renal function to detect dysfunction. The Ministry of Health and health care workers should also emphasize educating patients about the potential risks of combining herbal medicine with ART.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":"21 2","pages":"e0343124"},"PeriodicalIF":2.6,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146220876","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
At the micro-scale channel dimensions and relatively low Reynolds numbers, fluids can only mix through diffusion in a laminar flow state. This dependence on molecular diffusion significantly hinders the mixing performance of microfluidic chips. To address this issue and promote the application of microfluidic technology in the detection of heavy metal ions, we propose a high-performance microfluidic chip with variable cross-sectional channels based on passive mixing. By setting bias centrifugal bends and linear flow channels with periodic diameter changes, the mixing efficiency of the microfluidic chip has been significantly improved. To verify the theoretical mixing effect, we set up eight groups of different Reynolds number conditions for the microfluidic chip and simulated the fluid flow in laminar state. Through analyzing the simulation cloud diagrams and the mass fraction mixing index, it was found that when the Reynolds number was 0.5, the mixing efficiency of the microfluidic chip reached the optimal state, with a mass fraction mixing index of 0.9998, and the pressure drop was only 0.1502 Pa, which was higher than the mixing efficiency of similar chips under the same conditions. Using 3D printing technology to fabricate the microfluidic chip and conducting characterization analysis. To verify the actual mixing effect, a colorimetric mixing experiment was set up, and a visual mixing effect analysis of the chip was conducted. Through ICP-MS for copper ion detection experiments, three control experiments were set up to conduct a data-driven mixed effect comparison analysis of the chip. After verification, the overall and local mixing effects of the microfluidic chip were highly consistent with the simulation results under the same conditions, and the detection value of the mixed solution was 101.99% of the completely mixed solution, showing good consistency. Therefore, this chip has excellent mixing performance and is conducive to promoting the application of passive microfluidic chips in fields such as heavy metal detection.
{"title":"Design and research of a passively mixed microfluidic chip for copper ion detection.","authors":"Yuxuan Geng, Longjiang Song, Junfei Wu, Wenjie Zhao, Ping Fu, Yanyong Liu, Luning Jia, Yalin Yuan","doi":"10.1371/journal.pone.0343203","DOIUrl":"https://doi.org/10.1371/journal.pone.0343203","url":null,"abstract":"<p><p>At the micro-scale channel dimensions and relatively low Reynolds numbers, fluids can only mix through diffusion in a laminar flow state. This dependence on molecular diffusion significantly hinders the mixing performance of microfluidic chips. To address this issue and promote the application of microfluidic technology in the detection of heavy metal ions, we propose a high-performance microfluidic chip with variable cross-sectional channels based on passive mixing. By setting bias centrifugal bends and linear flow channels with periodic diameter changes, the mixing efficiency of the microfluidic chip has been significantly improved. To verify the theoretical mixing effect, we set up eight groups of different Reynolds number conditions for the microfluidic chip and simulated the fluid flow in laminar state. Through analyzing the simulation cloud diagrams and the mass fraction mixing index, it was found that when the Reynolds number was 0.5, the mixing efficiency of the microfluidic chip reached the optimal state, with a mass fraction mixing index of 0.9998, and the pressure drop was only 0.1502 Pa, which was higher than the mixing efficiency of similar chips under the same conditions. Using 3D printing technology to fabricate the microfluidic chip and conducting characterization analysis. To verify the actual mixing effect, a colorimetric mixing experiment was set up, and a visual mixing effect analysis of the chip was conducted. Through ICP-MS for copper ion detection experiments, three control experiments were set up to conduct a data-driven mixed effect comparison analysis of the chip. After verification, the overall and local mixing effects of the microfluidic chip were highly consistent with the simulation results under the same conditions, and the detection value of the mixed solution was 101.99% of the completely mixed solution, showing good consistency. Therefore, this chip has excellent mixing performance and is conducive to promoting the application of passive microfluidic chips in fields such as heavy metal detection.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":"21 2","pages":"e0343203"},"PeriodicalIF":2.6,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146220419","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-18eCollection Date: 2026-01-01DOI: 10.1371/journal.pone.0341628
Falk Hilsmann, Felix Lakomek, Max Prost, Dominique Schoeps, Ahmed Al Asadi, Erik Schiffner, David Latz
Introduction: The joints of the upper extremity are responsible for ensuring the safe movement of the body when steering and shifting gears. The impact of wrist immobilization and the subsequent movement limitations on driving ability remains inconclusively elucidated. The aim of the pilot study was to determine the range of motion required to safely operate a motor vehicle when the right wrist is immobilized. In addition, the compensators mechanisms that occur in this situation and enable safe driving to continue were to be Identified.
Materials and methods: A total of 20 healthy subjects were studied as part of a driving simulation in a stationary driving simulator. The right wrist was immobilized, and all subjects were required to complete a standardized driving program consisting of representative driving maneuvers (A) shifting gear, B) left turns, C) right turns). To evaluate driving performance, speed, lane keeping, and shifting time were assessed using the driving simulator. In addition, the range of motion of the upper extremity, spine, and hip were collected using the motion capture system.
Results: The average age of the 20 healthy participants was 28.2 years, and 40% were female. The elimination of the right wrist does not result in a significant reduction in driving performance. During the act of shifting gears, a significant decrease in extension was observed in the right elbow (p = 0.002; 95% CI [-6.13, -1.57]), while a significant increase in abduction in the right shoulder joint (p = 0.008; 95% CI [-7.46, -1.28]) and flexion in the spine was observed (p = 0.011; 95% CI [-1.48, -0.22]). During a right-hand turn in the road, compensation occurs via the right elbow with a significant reduction in both maximum flexion (p = 0.008; 95% CI [2.98, 17.22]) and maximum supination (p = 0.005; 95% CI [-20.96, -4.34]). Conversely, when turning left, there is compensation via the left upper extremity: There is a significant increase in ulnar abduction of the left wrist (p = 0.03; 95% CI [-5.87, -0.33]) and minimal flexion of the left elbow (p = 0.012; 95% CI [1.22, 8.88]).
Conclusion: Our data suggest that driving with an immobilized right wrist can be well compensated in healthy adults, although biomechanical changes in the upper extremity and spine were observed.
{"title":"\"Doctor, when can I drive?\" - Can we compensate an immobilization of the right wrist while driving a car: A pilot study.","authors":"Falk Hilsmann, Felix Lakomek, Max Prost, Dominique Schoeps, Ahmed Al Asadi, Erik Schiffner, David Latz","doi":"10.1371/journal.pone.0341628","DOIUrl":"https://doi.org/10.1371/journal.pone.0341628","url":null,"abstract":"<p><strong>Introduction: </strong>The joints of the upper extremity are responsible for ensuring the safe movement of the body when steering and shifting gears. The impact of wrist immobilization and the subsequent movement limitations on driving ability remains inconclusively elucidated. The aim of the pilot study was to determine the range of motion required to safely operate a motor vehicle when the right wrist is immobilized. In addition, the compensators mechanisms that occur in this situation and enable safe driving to continue were to be Identified.</p><p><strong>Materials and methods: </strong>A total of 20 healthy subjects were studied as part of a driving simulation in a stationary driving simulator. The right wrist was immobilized, and all subjects were required to complete a standardized driving program consisting of representative driving maneuvers (A) shifting gear, B) left turns, C) right turns). To evaluate driving performance, speed, lane keeping, and shifting time were assessed using the driving simulator. In addition, the range of motion of the upper extremity, spine, and hip were collected using the motion capture system.</p><p><strong>Results: </strong>The average age of the 20 healthy participants was 28.2 years, and 40% were female. The elimination of the right wrist does not result in a significant reduction in driving performance. During the act of shifting gears, a significant decrease in extension was observed in the right elbow (p = 0.002; 95% CI [-6.13, -1.57]), while a significant increase in abduction in the right shoulder joint (p = 0.008; 95% CI [-7.46, -1.28]) and flexion in the spine was observed (p = 0.011; 95% CI [-1.48, -0.22]). During a right-hand turn in the road, compensation occurs via the right elbow with a significant reduction in both maximum flexion (p = 0.008; 95% CI [2.98, 17.22]) and maximum supination (p = 0.005; 95% CI [-20.96, -4.34]). Conversely, when turning left, there is compensation via the left upper extremity: There is a significant increase in ulnar abduction of the left wrist (p = 0.03; 95% CI [-5.87, -0.33]) and minimal flexion of the left elbow (p = 0.012; 95% CI [1.22, 8.88]).</p><p><strong>Conclusion: </strong>Our data suggest that driving with an immobilized right wrist can be well compensated in healthy adults, although biomechanical changes in the upper extremity and spine were observed.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":"21 2","pages":"e0341628"},"PeriodicalIF":2.6,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146220713","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Objective: Developing communication skills early during medical training requires structured opportunities for practice, observation, and reflection. This study integrated video-recorded peer role-play with a standardized checklist to foster communication skill competencies among first-year medical students.
Methods: A communication skills module was designed for 250 first-year MBBS students as part of the Attitude EThics COMmunication (AETCOM) course. The intervention integrated video-based submission of peer role-play of doctor‒patient interviews guided by a standardized, culturally contextualized checklist (Observation-Based Communication Skills Checklist; OCSC). The entire module was managed through the institutional learning management system (LMS). Student perceptions were gathered via a validated questionnaire and two focus group discussions (FGDs).
Results: Of 241 valid submissions, 70% met expectations, and 28% exceeded them. Student feedback was overwhelmingly positive, with 87% agreeing that peer role-play was an effective learning method. A majority (91%) reported that the OCSC-guided video assignment provided a structured and reflective learning experience. Thematic analysis of FGDs revealed that checklist-guided role-play was helpful for skill acquisition, video assignment consolidated learning, and faculty feedback was crucial for improvement.
Conclusion: The integration of video-recorded peer role-play, a standardized checklist, and an LMS provides a scalable and effective framework for teaching, assessing, and reinforcing foundational communication skills in early-phase medical learners.
{"title":"Enhancing medical communication skills through video-recorded peer role-play and a standardized checklist.","authors":"Pallavi L C, Chinmay Suryavanshi, Krishnamoorthi Prabhu, Archana Chauhan, Kirtana Raghurama Nayak, Ramnarayan Komattil","doi":"10.1371/journal.pone.0343202","DOIUrl":"https://doi.org/10.1371/journal.pone.0343202","url":null,"abstract":"<p><strong>Objective: </strong>Developing communication skills early during medical training requires structured opportunities for practice, observation, and reflection. This study integrated video-recorded peer role-play with a standardized checklist to foster communication skill competencies among first-year medical students.</p><p><strong>Methods: </strong>A communication skills module was designed for 250 first-year MBBS students as part of the Attitude EThics COMmunication (AETCOM) course. The intervention integrated video-based submission of peer role-play of doctor‒patient interviews guided by a standardized, culturally contextualized checklist (Observation-Based Communication Skills Checklist; OCSC). The entire module was managed through the institutional learning management system (LMS). Student perceptions were gathered via a validated questionnaire and two focus group discussions (FGDs).</p><p><strong>Results: </strong>Of 241 valid submissions, 70% met expectations, and 28% exceeded them. Student feedback was overwhelmingly positive, with 87% agreeing that peer role-play was an effective learning method. A majority (91%) reported that the OCSC-guided video assignment provided a structured and reflective learning experience. Thematic analysis of FGDs revealed that checklist-guided role-play was helpful for skill acquisition, video assignment consolidated learning, and faculty feedback was crucial for improvement.</p><p><strong>Conclusion: </strong>The integration of video-recorded peer role-play, a standardized checklist, and an LMS provides a scalable and effective framework for teaching, assessing, and reinforcing foundational communication skills in early-phase medical learners.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":"21 2","pages":"e0343202"},"PeriodicalIF":2.6,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146220721","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-18eCollection Date: 2026-01-01DOI: 10.1371/journal.pone.0342339
Chunmeng Fu, Cunyuan Luan, Huabo Liu, Wenfei Wang, Xia Zhou, Yuanfang Jia, Bing Ding, Lei Zhang, Li Yuan, Zejun Niu
Background: At present, the early warning of difficult airway remains fraught with challenges. Previous ultrasonic quantitative parameters have demonstrated favorable application potential in difficult airway assessment, and deep learning techniques have also exhibited satisfactory performance in the interpretation of this condition. Based on this, we aim to construct a "two-model, three-step" hierarchical strategy, develop an ultrasound image-based artificial intelligence (AI) framework for difficult airway prediction, and conduct its internal validation.
Methods: In this study, we included 903 patients who underwent elective general anesthesia surgery at the Affiliated Hospital of Qingdao University between May 2024 and April 2025. 752 cases were used for model training and validation, and 151 cases served as an internal test set. Four planes of neck ultrasound images were scanned for each patient and used to develop two artificial intelligence models (based on convolutional neural networks): CL-AI for initial screening and VIDIAC-AI for secondary risk stratification. Model performance was evaluated using five-fold cross-validation and internal testing. External validation was not performed.
Results: Among 903 patients, difficult laryngoscopy occurred in 189 cases (20.9%) under direct laryngoscopy and in 50 cases (5.5%) under video laryngoscopy. In the independent test set, the CL-AI model achieved an AUC of 0.86 (95% CI: 0.79-0.91), with an accuracy of 0.84, sensitivity of 0.84, specificity of 0.84, precision of 0.59, and an F1 score of 0.69. The VIDIAC-AI model achieved an AUC of 0.82 (95% CI: 0.75-0.88), with an accuracy of 0.81, sensitivity of 0.75, specificity of 0.81, precision of 0.18, and an F1 score of 0.29.
Conclusions: This study proposes an ultrasound-based AI framework for risk stratification of difficult laryngoscopic exposure. The Two-Model, Three-Step decision framework is intended as a clinician decision-support tool, not an independent diagnostic method, and requires further validation in large multicenter cohorts.
{"title":"An ultrasound-based artificial intelligence framework for difficult airway prediction: A two-model, three-step decision framework.","authors":"Chunmeng Fu, Cunyuan Luan, Huabo Liu, Wenfei Wang, Xia Zhou, Yuanfang Jia, Bing Ding, Lei Zhang, Li Yuan, Zejun Niu","doi":"10.1371/journal.pone.0342339","DOIUrl":"https://doi.org/10.1371/journal.pone.0342339","url":null,"abstract":"<p><strong>Background: </strong>At present, the early warning of difficult airway remains fraught with challenges. Previous ultrasonic quantitative parameters have demonstrated favorable application potential in difficult airway assessment, and deep learning techniques have also exhibited satisfactory performance in the interpretation of this condition. Based on this, we aim to construct a \"two-model, three-step\" hierarchical strategy, develop an ultrasound image-based artificial intelligence (AI) framework for difficult airway prediction, and conduct its internal validation.</p><p><strong>Methods: </strong>In this study, we included 903 patients who underwent elective general anesthesia surgery at the Affiliated Hospital of Qingdao University between May 2024 and April 2025. 752 cases were used for model training and validation, and 151 cases served as an internal test set. Four planes of neck ultrasound images were scanned for each patient and used to develop two artificial intelligence models (based on convolutional neural networks): CL-AI for initial screening and VIDIAC-AI for secondary risk stratification. Model performance was evaluated using five-fold cross-validation and internal testing. External validation was not performed.</p><p><strong>Results: </strong>Among 903 patients, difficult laryngoscopy occurred in 189 cases (20.9%) under direct laryngoscopy and in 50 cases (5.5%) under video laryngoscopy. In the independent test set, the CL-AI model achieved an AUC of 0.86 (95% CI: 0.79-0.91), with an accuracy of 0.84, sensitivity of 0.84, specificity of 0.84, precision of 0.59, and an F1 score of 0.69. The VIDIAC-AI model achieved an AUC of 0.82 (95% CI: 0.75-0.88), with an accuracy of 0.81, sensitivity of 0.75, specificity of 0.81, precision of 0.18, and an F1 score of 0.29.</p><p><strong>Conclusions: </strong>This study proposes an ultrasound-based AI framework for risk stratification of difficult laryngoscopic exposure. The Two-Model, Three-Step decision framework is intended as a clinician decision-support tool, not an independent diagnostic method, and requires further validation in large multicenter cohorts.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":"21 2","pages":"e0342339"},"PeriodicalIF":2.6,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146220766","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-18eCollection Date: 2026-01-01DOI: 10.1371/journal.pone.0342665
Md Ripaj Uddin, Md Salim Khan, Md Khairul Islam, Muhammad Abdullah Al Mansur, Md Selim Reza, Md Hamedul Islam, Mehedi Hasan, Sharmin Ahmed, Sirajum Monira, Abubakr M Idris
The global biscuit market is shifting towards healthier, gluten-free options, demanding novel and sustainable ingredients. This research introduces Nipa palm kernel flour (NFK) an underutilized, gluten-free resource from the mangrove Nypa fruticans Wurmb as a promising functional ingredient for biscuit production. Mature fruits were collected from the Sundarbans, Bangladesh, to develop nutritious snacks and valorize this sustainable resource from an underutilized plant. Kernels were extracted, blanched, dried, and milled into flour. Biscuits were formulated by substituting refined wheat flour with 0% (control), 10%, 20%, and 30% NFK. The physical, nutritional, sensory, and shelf-life properties of the biscuits were comprehensively analyzed using standard methods. NFK incorporation significantly improved the biscuit's nutritional profile. The 30% NFK biscuit exhibited a 38% reduction in fat, a seven-fold increase in crude fibre (from 0.19% to 1.35%), and a substantial boost in essential minerals, with iron content more than doubling to 53.3 mg/kg. Incorporating NFK significantly altered the biscuits' color profile, reducing lightness (L: 65.30 to 55.40) and yellowness (b: 25.80 to ~22.50-23.10) while increasing redness (a*: 4.50 to ~5.85-6.10), resulting in a desirable, darker red-brown hue. Crucially, all NFK-enriched biscuits received high sensory acceptability scores (≥7.85 on a 9-point scale), with no significant difference in overall liking compared to the control. Microbiological analysis confirmed product safety and a shelf life of over 12 months. The incorporation of Nypa fruticans kernel (NFK) flour at 15% substitution significantly enhanced the biscuits' functional profile, increasing total phenolic content by 212% (to 265.8 mg GAE/100g) and flavonoid content by 174% (to 89.1 mg QE/100g). This directly boosted antioxidant capacity, with DPPH IC₅₀ decreasing 3.3-fold (to 3.8 mg/mL) and FRAP value increasing 4.6-fold (to 8.2 mmol Fe2 ⁺ /100g), transforming the biscuit into a potent bioactive food carrier. NFK is a promising gluten-free biscuit ingredient. Future research should confirm large-scale production, in-vivo bioavailability, and precise compound characterization, supporting sustainable mangrove use and healthy food choices.
{"title":"Nypa fruticans wurmb (Mangrove Palm) Fruit Kernel: Effect on physicochemical, sensory evaluation and shelf-life of wheat biscuits.","authors":"Md Ripaj Uddin, Md Salim Khan, Md Khairul Islam, Muhammad Abdullah Al Mansur, Md Selim Reza, Md Hamedul Islam, Mehedi Hasan, Sharmin Ahmed, Sirajum Monira, Abubakr M Idris","doi":"10.1371/journal.pone.0342665","DOIUrl":"https://doi.org/10.1371/journal.pone.0342665","url":null,"abstract":"<p><p>The global biscuit market is shifting towards healthier, gluten-free options, demanding novel and sustainable ingredients. This research introduces Nipa palm kernel flour (NFK) an underutilized, gluten-free resource from the mangrove Nypa fruticans Wurmb as a promising functional ingredient for biscuit production. Mature fruits were collected from the Sundarbans, Bangladesh, to develop nutritious snacks and valorize this sustainable resource from an underutilized plant. Kernels were extracted, blanched, dried, and milled into flour. Biscuits were formulated by substituting refined wheat flour with 0% (control), 10%, 20%, and 30% NFK. The physical, nutritional, sensory, and shelf-life properties of the biscuits were comprehensively analyzed using standard methods. NFK incorporation significantly improved the biscuit's nutritional profile. The 30% NFK biscuit exhibited a 38% reduction in fat, a seven-fold increase in crude fibre (from 0.19% to 1.35%), and a substantial boost in essential minerals, with iron content more than doubling to 53.3 mg/kg. Incorporating NFK significantly altered the biscuits' color profile, reducing lightness (L: 65.30 to 55.40) and yellowness (b: 25.80 to ~22.50-23.10) while increasing redness (a*: 4.50 to ~5.85-6.10), resulting in a desirable, darker red-brown hue. Crucially, all NFK-enriched biscuits received high sensory acceptability scores (≥7.85 on a 9-point scale), with no significant difference in overall liking compared to the control. Microbiological analysis confirmed product safety and a shelf life of over 12 months. The incorporation of Nypa fruticans kernel (NFK) flour at 15% substitution significantly enhanced the biscuits' functional profile, increasing total phenolic content by 212% (to 265.8 mg GAE/100g) and flavonoid content by 174% (to 89.1 mg QE/100g). This directly boosted antioxidant capacity, with DPPH IC₅₀ decreasing 3.3-fold (to 3.8 mg/mL) and FRAP value increasing 4.6-fold (to 8.2 mmol Fe2 ⁺ /100g), transforming the biscuit into a potent bioactive food carrier. NFK is a promising gluten-free biscuit ingredient. Future research should confirm large-scale production, in-vivo bioavailability, and precise compound characterization, supporting sustainable mangrove use and healthy food choices.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":"21 2","pages":"e0342665"},"PeriodicalIF":2.6,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146220789","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-18eCollection Date: 2026-01-01DOI: 10.1371/journal.pone.0341319
Ingrid Didriksson, Dorit Töniste, Malin Hultgren, Martin Spångfors, Sara Göbel Andertun, Maria Nelderup, Anton Reepalu, Attila Frigyesi, Hans Friberg, Gisela Lilja
Background: The understanding of recovery after critical COVID-19 beyond the first year is limited.
Objectives: To describe changes in functional, physical, and mental health outcomes between 1 and 3 years among survivors of critical COVID-19 and to identify factors associated with incomplete recovery at 3 years.
Methods: A prospective multicentre cohort study of survivors of critical COVID-19 with follow-up at 1 and 3 years. The primary outcome was functional outcome, assessed using the Glasgow Outcome Scale-Extended (GOSE), which ranges from 1 to 8, with scores of 6 or less indicating incomplete recovery. Secondary outcomes included return-to-work, physical and mental Health-Related Quality of Life (HRQoL), life satisfaction, fatigue, psychological symptoms (anxiety, depression, post-traumatic stress disorder), and respiratory symptoms. Multivariable logistic regression was used to identify factors associated with incomplete recovery (GOSE ≤ 6) at 3 years.
Results: Among 191 of 210 eligible participants, functional outcome declined from 1 to 3 years, and participants with incomplete recovery increased from 32% to 45%. Worse outcomes were observed in mental HRQoL, fatigue, depression, and post-traumatic stress, while return-to-work rates, physical HRQoL, life satisfaction, anxiety, and respiratory symptoms remained stable. Younger age [OR 0.70 (95% CI 0.54-0.91), p = 0.008] and higher Clinical Frailty Scale score [OR 1.54 (95% CI 1.04-2.28), p = 0.029] were independently associated with incomplete recovery at 3 years.
Conclusions: Survivors of critical COVID-19 experienced a decline in functional outcome and worsening mental health between 1 and 3 years after ICU admission. Younger and frail survivors may require increased attention and support.
Trial registration: ClinicalTrials.gov Identifier: NCT04974775, registered April 28, 2020.
背景:人们对COVID-19危重期一年后康复的认识有限。目的:描述重症COVID-19幸存者在1至3年间功能、身体和心理健康结果的变化,并确定与3年不完全康复相关的因素。方法:对危重型COVID-19幸存者进行前瞻性多中心队列研究,随访1年和3年。主要结局是功能结局,使用格拉斯哥结局扩展量表(GOSE)进行评估,评分范围从1到8,6分或更低表示不完全恢复。次要结局包括重返工作岗位、身心健康相关生活质量(HRQoL)、生活满意度、疲劳、心理症状(焦虑、抑郁、创伤后应激障碍)和呼吸系统症状。采用多变量logistic回归确定与3年不完全恢复(GOSE≤6)相关的因素。结果:在210名符合条件的参与者中,191名功能预后从1年到3年下降,不完全恢复的参与者从32%增加到45%。在精神HRQoL、疲劳、抑郁和创伤后应激方面观察到较差的结果,而重返工作率、身体HRQoL、生活满意度、焦虑和呼吸症状保持稳定。较年轻的年龄[OR 0.70 (95% CI 0.54-0.91), p = 0.008]和较高的临床虚弱量表评分[OR 1.54 (95% CI 1.04-2.28), p = 0.029]与3年不完全恢复独立相关。结论:重症COVID-19幸存者在ICU入院后1至3年内功能预后下降,心理健康恶化。年轻和虚弱的幸存者可能需要更多的关注和支持。试验注册:ClinicalTrials.gov标识符:NCT04974775,注册于2020年4月28日。
{"title":"Three-year functional, physical, and mental health outcomes after critical COVID-19: A prospective multicentre cohort study.","authors":"Ingrid Didriksson, Dorit Töniste, Malin Hultgren, Martin Spångfors, Sara Göbel Andertun, Maria Nelderup, Anton Reepalu, Attila Frigyesi, Hans Friberg, Gisela Lilja","doi":"10.1371/journal.pone.0341319","DOIUrl":"https://doi.org/10.1371/journal.pone.0341319","url":null,"abstract":"<p><strong>Background: </strong>The understanding of recovery after critical COVID-19 beyond the first year is limited.</p><p><strong>Objectives: </strong>To describe changes in functional, physical, and mental health outcomes between 1 and 3 years among survivors of critical COVID-19 and to identify factors associated with incomplete recovery at 3 years.</p><p><strong>Methods: </strong>A prospective multicentre cohort study of survivors of critical COVID-19 with follow-up at 1 and 3 years. The primary outcome was functional outcome, assessed using the Glasgow Outcome Scale-Extended (GOSE), which ranges from 1 to 8, with scores of 6 or less indicating incomplete recovery. Secondary outcomes included return-to-work, physical and mental Health-Related Quality of Life (HRQoL), life satisfaction, fatigue, psychological symptoms (anxiety, depression, post-traumatic stress disorder), and respiratory symptoms. Multivariable logistic regression was used to identify factors associated with incomplete recovery (GOSE ≤ 6) at 3 years.</p><p><strong>Results: </strong>Among 191 of 210 eligible participants, functional outcome declined from 1 to 3 years, and participants with incomplete recovery increased from 32% to 45%. Worse outcomes were observed in mental HRQoL, fatigue, depression, and post-traumatic stress, while return-to-work rates, physical HRQoL, life satisfaction, anxiety, and respiratory symptoms remained stable. Younger age [OR 0.70 (95% CI 0.54-0.91), p = 0.008] and higher Clinical Frailty Scale score [OR 1.54 (95% CI 1.04-2.28), p = 0.029] were independently associated with incomplete recovery at 3 years.</p><p><strong>Conclusions: </strong>Survivors of critical COVID-19 experienced a decline in functional outcome and worsening mental health between 1 and 3 years after ICU admission. Younger and frail survivors may require increased attention and support.</p><p><strong>Trial registration: </strong>ClinicalTrials.gov Identifier: NCT04974775, registered April 28, 2020.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":"21 2","pages":"e0341319"},"PeriodicalIF":2.6,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146220811","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-18eCollection Date: 2026-01-01DOI: 10.1371/journal.pone.0342559
Ammar A Khan, Nour M AlKashef, Mohamed N Seleem
Mucormycosis is a life-threatening fungal infection with limited treatment options and high mortality rates among immunocompromised individuals. To identify new therapeutic strategies, we screened a library of 618 antiviral compounds against Rhizopus delemar both alone and in combination with amphotericin B (AmB) to search for agents with intrinsic antifungal activity or the ability to enhance AmB's efficacy. Four candidates, IMB-301, U18666A, BLT-1, and obefazimod, showed potent in vitro effects, with three sustaining growth suppression comparable to AmB for up to 48 h in time-kill assays. The hepatitis C antivirals daclatasvir (DAC) and velpatasvir (VEL) demonstrated strong synergy with AmB across Mucorales isolates, lowering AmB MICs by 4- to 32-fold (ΣFICI < 0.5) and achieving fungistatic suppression of R. delemar at subinhibitory AmB concentrations (0.25 µg/mL). Importantly, neither the standalone antivirals nor their combinations with AmB reduced Vero cell viability at concentrations exceeding 4-16 × their MICs, while selectivity indices ranging from 8 to >32 indicated favorable safety margins. These findings highlight antiviral repurposing as a promising strategy to expand treatment options for mucormycosis and support further translational development.
{"title":"Repurposing antiviral agents against mucormycosis.","authors":"Ammar A Khan, Nour M AlKashef, Mohamed N Seleem","doi":"10.1371/journal.pone.0342559","DOIUrl":"https://doi.org/10.1371/journal.pone.0342559","url":null,"abstract":"<p><p>Mucormycosis is a life-threatening fungal infection with limited treatment options and high mortality rates among immunocompromised individuals. To identify new therapeutic strategies, we screened a library of 618 antiviral compounds against Rhizopus delemar both alone and in combination with amphotericin B (AmB) to search for agents with intrinsic antifungal activity or the ability to enhance AmB's efficacy. Four candidates, IMB-301, U18666A, BLT-1, and obefazimod, showed potent in vitro effects, with three sustaining growth suppression comparable to AmB for up to 48 h in time-kill assays. The hepatitis C antivirals daclatasvir (DAC) and velpatasvir (VEL) demonstrated strong synergy with AmB across Mucorales isolates, lowering AmB MICs by 4- to 32-fold (ΣFICI < 0.5) and achieving fungistatic suppression of R. delemar at subinhibitory AmB concentrations (0.25 µg/mL). Importantly, neither the standalone antivirals nor their combinations with AmB reduced Vero cell viability at concentrations exceeding 4-16 × their MICs, while selectivity indices ranging from 8 to >32 indicated favorable safety margins. These findings highlight antiviral repurposing as a promising strategy to expand treatment options for mucormycosis and support further translational development.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":"21 2","pages":"e0342559"},"PeriodicalIF":2.6,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146220814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-18eCollection Date: 2026-01-01DOI: 10.1371/journal.pone.0341418
Tracey McConnell, David Scott, Geoffrey Wong, Loreena Hill, Miriam J Johnson, Yvonne Millerick, Joy Ross, Clea Atkinson, Linda Cooper, John Burden, Rachel Campbell, Andrew Kerr, Honey Thomas, Joanne Reid
Background: Inequality in palliative care provision is an ongoing problem for underserved groups, such as those with heart failure (HF) placing a burden on patients, their caregivers and health services due to frequent, often avoidable hospitalisations. Our realist synthesis of integrated palliative care (PC) and HF literature found that integrated HF and PC services work best when service providers are motivated and have the opportunity and capacity to support behaviour change. However, we identified significant knowledge gaps with most studies completed in United States of America (USA) and based primarily on the views of nurses and physicians. We developed strategies to help services provide integrated PC and HF services but identified the need for United Kingdom (UK) primary data to better understand the context-specific implementation of palliative care and HF care.
Methods: This project will use co-design and realist evaluation to generate data from five PC and HF integrated services in the UK, purposively sampled to provide variation in geography and service design (Research Registry 10624). The research comprises three work packages (WPs). WP1 will deliver a realist evaluation of each site including documentary analysis, observations and semi-structured interviews with service providers and users. WP2 uses co-design methods to develop a guide to help others set up and improve integrated PC and HF services. Data from both WPs will be analysed and synthesised using a realist logic of analysis. WP3 will facilitate the development of a community of practice to support those who wish to set up, sustain and embed integrated PC and HF services.
Discussion: This realist evaluation of a complex intervention will improve understanding of how to tailor and implement integrated PC and HF services. The co-designed 'how-to guide' and community of practice will facilitate knowledge translation and ensure that evidence-based guidance is provided to assist in service development.
{"title":"Optimising delivery of integrated palliative care and heart failure services: A realist evaluation protocol (PalliatHeartSynthesis II).","authors":"Tracey McConnell, David Scott, Geoffrey Wong, Loreena Hill, Miriam J Johnson, Yvonne Millerick, Joy Ross, Clea Atkinson, Linda Cooper, John Burden, Rachel Campbell, Andrew Kerr, Honey Thomas, Joanne Reid","doi":"10.1371/journal.pone.0341418","DOIUrl":"https://doi.org/10.1371/journal.pone.0341418","url":null,"abstract":"<p><strong>Background: </strong>Inequality in palliative care provision is an ongoing problem for underserved groups, such as those with heart failure (HF) placing a burden on patients, their caregivers and health services due to frequent, often avoidable hospitalisations. Our realist synthesis of integrated palliative care (PC) and HF literature found that integrated HF and PC services work best when service providers are motivated and have the opportunity and capacity to support behaviour change. However, we identified significant knowledge gaps with most studies completed in United States of America (USA) and based primarily on the views of nurses and physicians. We developed strategies to help services provide integrated PC and HF services but identified the need for United Kingdom (UK) primary data to better understand the context-specific implementation of palliative care and HF care.</p><p><strong>Methods: </strong>This project will use co-design and realist evaluation to generate data from five PC and HF integrated services in the UK, purposively sampled to provide variation in geography and service design (Research Registry 10624). The research comprises three work packages (WPs). WP1 will deliver a realist evaluation of each site including documentary analysis, observations and semi-structured interviews with service providers and users. WP2 uses co-design methods to develop a guide to help others set up and improve integrated PC and HF services. Data from both WPs will be analysed and synthesised using a realist logic of analysis. WP3 will facilitate the development of a community of practice to support those who wish to set up, sustain and embed integrated PC and HF services.</p><p><strong>Discussion: </strong>This realist evaluation of a complex intervention will improve understanding of how to tailor and implement integrated PC and HF services. The co-designed 'how-to guide' and community of practice will facilitate knowledge translation and ensure that evidence-based guidance is provided to assist in service development.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":"21 2","pages":"e0341418"},"PeriodicalIF":2.6,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146220828","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Cholangiocarcinoma (CCA) is an aggressive malignancy with a poor prognosis, often diagnosed at an advanced stage. Chromosomal instability (CIN), a hallmark of cancer, leads to the release of cytosolic double-stranded DNA (dsDNA), which activates the cGAS-STING pathway and its downstream immune signaling. However, the prognostic implications of this pathway in CCA remain poorly understood. This study aims to examine the cGAS-STING pathway-related proteins in CCA and their correlation with clinicopathological parameters. A total of 164 formalin-fixed paraffin-embedded (FFPE) CCA tissue samples were analyzed using tissue microarray (TMA) and immunohistochemistry (IHC). Statistical analysis assessed correlations between proteins expression and clinicopathological features were assessed using Chi-square tests, logistic regression, Kaplan-Meier survival analysis, Cox proportional hazards models, and Spearman's rank correlation coefficient. Moderate-to-high STING expression was significantly associated with reduced tumor size and lymphovascular invasion but paradoxically correlated with short overall survival (p < 0.05). In contrast, moderate-to-high γH2AX expression predicted improved survival. IRF3 expression was significantly higher in the tubular histological subtype of CCA compared to the papillary subtype (p = 0.012), indicating a possible morphological correlation. Multivariate analysis confirmed STING as an independent prognostic marker for CCA. Our findings suggest that STING appears to function as a double-edged sword in CCA, limiting local invasion while paradoxically contributing to poor survival outcomes. IRF3 expression appears linked to histological subtypes, supporting its role in tumor biology. These markers may provide valuable insights into tumor behavior and may guide treatment strategies in CCA patients.
{"title":"Prognostic value of cGAS-STING-IRF3 signaling in cholangiocarcinoma patients.","authors":"Parawee Artbua, Naruemon Kentachalee, Sirinya Sitthirak, Prakasit Sa-Ngiamwibool, Phongsathorn Wichian, Raksawan Deenonpoe","doi":"10.1371/journal.pone.0342756","DOIUrl":"https://doi.org/10.1371/journal.pone.0342756","url":null,"abstract":"<p><p>Cholangiocarcinoma (CCA) is an aggressive malignancy with a poor prognosis, often diagnosed at an advanced stage. Chromosomal instability (CIN), a hallmark of cancer, leads to the release of cytosolic double-stranded DNA (dsDNA), which activates the cGAS-STING pathway and its downstream immune signaling. However, the prognostic implications of this pathway in CCA remain poorly understood. This study aims to examine the cGAS-STING pathway-related proteins in CCA and their correlation with clinicopathological parameters. A total of 164 formalin-fixed paraffin-embedded (FFPE) CCA tissue samples were analyzed using tissue microarray (TMA) and immunohistochemistry (IHC). Statistical analysis assessed correlations between proteins expression and clinicopathological features were assessed using Chi-square tests, logistic regression, Kaplan-Meier survival analysis, Cox proportional hazards models, and Spearman's rank correlation coefficient. Moderate-to-high STING expression was significantly associated with reduced tumor size and lymphovascular invasion but paradoxically correlated with short overall survival (p < 0.05). In contrast, moderate-to-high γH2AX expression predicted improved survival. IRF3 expression was significantly higher in the tubular histological subtype of CCA compared to the papillary subtype (p = 0.012), indicating a possible morphological correlation. Multivariate analysis confirmed STING as an independent prognostic marker for CCA. Our findings suggest that STING appears to function as a double-edged sword in CCA, limiting local invasion while paradoxically contributing to poor survival outcomes. IRF3 expression appears linked to histological subtypes, supporting its role in tumor biology. These markers may provide valuable insights into tumor behavior and may guide treatment strategies in CCA patients.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":"21 2","pages":"e0342756"},"PeriodicalIF":2.6,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146220580","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}