1.Computational pathology in precision oncology: Evolution from task-specific models to foundation models.
Yuhao WANG ; Yunjie GU ; Xueyuan ZHANG ; Baizhi WANG ; Rundong WANG ; Xiaolong LI ; Yudong LIU ; Fengmei QU ; Fei REN ; Rui YAN ; S Kevin ZHOU
Chinese Medical Journal 2025;138(22):2868-2878
With the rapid development of artificial intelligence, computational pathology has been seamlessly integrated into the entire clinical workflow, which encompasses diagnosis, treatment, prognosis, and biomarker discovery. This integration has significantly enhanced clinical accuracy and efficiency while reducing the workload for clinicians. Traditionally, research in this field has depended on the collection and labeling of large datasets for specific tasks, followed by the development of task-specific computational pathology models. However, this approach is labor intensive and does not scale efficiently for open-set identification or rare diseases. Given the diversity of clinical tasks, training individual models from scratch to address the whole spectrum of clinical tasks in the pathology workflow is impractical, which highlights the urgent need to transition from task-specific models to foundation models (FMs). In recent years, pathological FMs have proliferated. These FMs can be classified into three categories, namely, pathology image FMs, pathology image-text FMs, and pathology image-gene FMs, each of which results in distinct functionalities and application scenarios. This review provides an overview of the latest research advancements in pathological FMs, with a particular emphasis on their applications in oncology. The key challenges and opportunities presented by pathological FMs in precision oncology are also explored.
Humans
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Precision Medicine/methods*
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Medical Oncology/methods*
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Artificial Intelligence
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Neoplasms/pathology*
;
Computational Biology/methods*
2.Practical skills development for medical students in a medical college under the background of new medical science
Xiaoxia YU ; Deming LI ; Hongzhu LIN ; Yunlai ZHOU ; Da HUO ; Yudong WU
Journal of Shenyang Medical College 2025;27(5):540-545,551
Objective:To explore medical students'cognition,current status,and demands regarding practical skills training in a medical college under the background of new medical science.Methods:A cross-sectional survey was conducted among medical undergraduates from Year 1 to Year 5 in a medical college.A self-designed scale was used to investigate the cognition,current status,and demands related to new medical education concepts.Pearson correlation analysis was used to analyze the relationship between satisfaction with practical teaching facilities and variables including understanding of new medical education,curriculum design,and proportion of practical teaching.Multiple linear regression was conducted to investigate the factors influencing satisfaction.Results:Among 1 253 participants,70.71%acquired new medical science information through online media,while 52.99%learned about it via school courses.Over 80%endorsed"whole-cycle health management"(preventive care before disease onset 91.94%,disease treatment 81.72%,and post-illness rehabilitation 82.60%).Experimental courses(85.16%),clinical skills training(66.88%),and social practice(66.24%)were primary practical forms,but the participation rates of research practice(40.78%)and innovation/entrepreneurship practice(34.72%)was comparatively lower.The satisfaction with practical teaching was positively correlated with adequacy of faculty guidance(r=0.707)and curriculum rationality(r=0.522)(P<0.01).The multiple linear regression analysis showed that faculty guidance(β=0.436)and the proportion of practical teaching(β=0.319)were the key predictors of satisfaction.Conclusion:Medical students'cognition of practical skills training,curriculum optimization,and adequacy of faculty guidance significantly influence satisfaction with practical teaching,with faculty guidance and rationality of practical process playing key roles.
3.Neural network for auditory speech enhancement featuring feedback-driven attention and lateral inhibition.
Yudong CAI ; Xue LIU ; Xiang LIAO ; Yi ZHOU
Journal of Biomedical Engineering 2025;42(1):82-89
The processing mechanism of the human brain for speech information is a significant source of inspiration for the study of speech enhancement technology. Attention and lateral inhibition are key mechanisms in auditory information processing that can selectively enhance specific information. Building on this, the study introduces a dual-branch U-Net that integrates lateral inhibition and feedback-driven attention mechanisms. Noisy speech signals input into the first branch of the U-Net led to the selective feedback of time-frequency units with high confidence. The generated activation layer gradients, in conjunction with the lateral inhibition mechanism, were utilized to calculate attention maps. These maps were then concatenated to the second branch of the U-Net, directing the network's focus and achieving selective enhancement of auditory speech signals. The evaluation of the speech enhancement effect was conducted by utilising five metrics, including perceptual evaluation of speech quality. This method was compared horizontally with five other methods: Wiener, SEGAN, PHASEN, Demucs and GRN. The experimental results demonstrated that the proposed method improved speech signal enhancement capabilities in various noise scenarios by 18% to 21% compared to the baseline network across multiple performance metrics. This improvement was particularly notable in low signal-to-noise ratio conditions, where the proposed method exhibited a significant performance advantage over other methods. The speech enhancement technique based on lateral inhibition and feedback-driven attention mechanisms holds significant potential in auditory speech enhancement, making it suitable for clinical practices related to artificial cochleae and hearing aids.
Humans
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Attention/physiology*
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Speech Perception/physiology*
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Neural Networks, Computer
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Speech
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Noise
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Feedback
4.Practical skills development for medical students in a medical college under the background of new medical science
Xiaoxia YU ; Deming LI ; Hongzhu LIN ; Yunlai ZHOU ; Da HUO ; Yudong WU
Journal of Shenyang Medical College 2025;27(5):540-545,551
Objective:To explore medical students'cognition,current status,and demands regarding practical skills training in a medical college under the background of new medical science.Methods:A cross-sectional survey was conducted among medical undergraduates from Year 1 to Year 5 in a medical college.A self-designed scale was used to investigate the cognition,current status,and demands related to new medical education concepts.Pearson correlation analysis was used to analyze the relationship between satisfaction with practical teaching facilities and variables including understanding of new medical education,curriculum design,and proportion of practical teaching.Multiple linear regression was conducted to investigate the factors influencing satisfaction.Results:Among 1 253 participants,70.71%acquired new medical science information through online media,while 52.99%learned about it via school courses.Over 80%endorsed"whole-cycle health management"(preventive care before disease onset 91.94%,disease treatment 81.72%,and post-illness rehabilitation 82.60%).Experimental courses(85.16%),clinical skills training(66.88%),and social practice(66.24%)were primary practical forms,but the participation rates of research practice(40.78%)and innovation/entrepreneurship practice(34.72%)was comparatively lower.The satisfaction with practical teaching was positively correlated with adequacy of faculty guidance(r=0.707)and curriculum rationality(r=0.522)(P<0.01).The multiple linear regression analysis showed that faculty guidance(β=0.436)and the proportion of practical teaching(β=0.319)were the key predictors of satisfaction.Conclusion:Medical students'cognition of practical skills training,curriculum optimization,and adequacy of faculty guidance significantly influence satisfaction with practical teaching,with faculty guidance and rationality of practical process playing key roles.
5.Research on the application of BOPPPS teaching model in pediatric surgery
Lusheng LI ; Yudong ZHOU ; Ping LIANG ; Xuan ZHAI
Chinese Journal of Medical Education Research 2025;24(9):1242-1246
Objective:To explore the teaching effectiveness of BOPPPS (bridge-in, objective, pre-assessment, participatory-learning, post-assessment, and summary) teaching model in the undergraduate education of pediatric surgery, compare the BOPPPS teaching model with the traditional teaching model, and examine the differences in students' understanding and mastery of knowledge, as well as their ability improvement.Methods:A total of 621 undergraduate students majoring in pediatrics at Chongqing Medical University in the 2021-2023 academic years were selected as the experimental group, and 552 undergraduate students majoring in pediatrics at Chongqing Medical University in the 2018-2020 academic years were selected as the control group. The traditional teaching method was used in the pediatric surgery teaching of the control group, while the BOPPPS teaching model was used in the experimental group. The two groups were compared based on theoretical examination scores, routine assessment scores, overall performance, and teaching satisfaction. A statistical analysis was conducted using SPSS 24.0 software. Continuous data conforming to a normal distribution were expressed as ( x?±s). Two independent samples mean t test was used for analysis. Results:The experimental group demonstrated significantly higher theoretical examination scores [(70.21±10.03) vs. (62.58±8.40)], routine assessment scores [(96.38±2.10) vs. (84.11±2.02)], and total scores [(80.68±11.30) vs. (71.19±9.50)] compared to the control group ( P<0.05). The overall satisfaction with teaching was significantly higher in the experimental group than in the control group [(91.60±1.75) vs. (90.57±0.80)] ( P<0.05). Conclusions:The application of BOPPPS teaching model in pediatric surgery teaching can improve undergraduate students' self-learning ability, clinical thinking ability, and team cooperation ability, thereby enhancing teaching quality.
6.Effect of acupuncture on postoperative delirium in diabetic patients undergoing surgery under general anesthesia
Jiaxi LIU ; Qi WANG ; Lingling DING ; Jiaqi NING ; Hai KE ; Zhuoya CHEN ; Bo YU ; Weiming SUN ; Peng CHEN ; Xiang LI ; Shishun KOU ; Reiling ZHOU ; Yudong ZHOU ; Yan GUO ; Mengjie CHEN ; Ruyu YAN ; Jiansheng LUO
Chinese Journal of Anesthesiology 2025;45(10):1313-1316
Objective:To evaluate the effect of acupuncture on postoperative delirium (POD) in diabetic patients undergoing surgery under general anesthesia.Methods:In this randomized controlled trial, 92 diabetic patients of either sex, aged 30-80 yr, with a body mass index of 18-28 kg/m 2, of American Society of Anesthesiologists Physical Status classification Ⅱ or Ⅲ, scheduled for elective surgery under general anesthesia, were divided into 2 groups ( n=46 each) using a table of random numbers: control group (group C) and acupuncture group (group A). Group A received acupuncture at the Baihui (GV20), Shenting (GV24) and Sishencong (EX-HN1) acupoints before anesthesia. The needles were retained for 30 min, with manual stimulation applied every 10 min for 10 s each time. After 4 stimulations, routine anesthesia was carried out. Group C received routine anesthesia only. Regional cerebral oxygen saturation was recorded on admission to the operating room (T 0), after anesthesia induction (T 1), at the start of surgery (T 2), at the end of surgery (T 3), and immediately after tracheal extubation (T 4). The POD developed within 3 days after surgery was assessed. The occurrence of needle-related adverse effects such as fainting, subcutaneous bleeding, and local paresthesia was recorded. Results:Compared with group C, the incidence of POD was significantly reduced, and the regional cerebral oxygen saturation was increased at T 1, 4 in group A ( P<0.05). Conclusions:Acupuncture can decrease the development of POD in diabetic patients undergoing surgery under general anesthesia, which is related to an increase in regional cerebral oxygen saturation.
7.Effect of acupuncture on postoperative delirium in diabetic patients undergoing surgery under general anesthesia
Jiaxi LIU ; Qi WANG ; Lingling DING ; Jiaqi NING ; Hai KE ; Zhuoya CHEN ; Bo YU ; Weiming SUN ; Peng CHEN ; Xiang LI ; Shishun KOU ; Reiling ZHOU ; Yudong ZHOU ; Yan GUO ; Mengjie CHEN ; Ruyu YAN ; Jiansheng LUO
Chinese Journal of Anesthesiology 2025;45(10):1313-1316
Objective:To evaluate the effect of acupuncture on postoperative delirium (POD) in diabetic patients undergoing surgery under general anesthesia.Methods:In this randomized controlled trial, 92 diabetic patients of either sex, aged 30-80 yr, with a body mass index of 18-28 kg/m 2, of American Society of Anesthesiologists Physical Status classification Ⅱ or Ⅲ, scheduled for elective surgery under general anesthesia, were divided into 2 groups ( n=46 each) using a table of random numbers: control group (group C) and acupuncture group (group A). Group A received acupuncture at the Baihui (GV20), Shenting (GV24) and Sishencong (EX-HN1) acupoints before anesthesia. The needles were retained for 30 min, with manual stimulation applied every 10 min for 10 s each time. After 4 stimulations, routine anesthesia was carried out. Group C received routine anesthesia only. Regional cerebral oxygen saturation was recorded on admission to the operating room (T 0), after anesthesia induction (T 1), at the start of surgery (T 2), at the end of surgery (T 3), and immediately after tracheal extubation (T 4). The POD developed within 3 days after surgery was assessed. The occurrence of needle-related adverse effects such as fainting, subcutaneous bleeding, and local paresthesia was recorded. Results:Compared with group C, the incidence of POD was significantly reduced, and the regional cerebral oxygen saturation was increased at T 1, 4 in group A ( P<0.05). Conclusions:Acupuncture can decrease the development of POD in diabetic patients undergoing surgery under general anesthesia, which is related to an increase in regional cerebral oxygen saturation.
8.Research on the application of BOPPPS teaching model in pediatric surgery
Lusheng LI ; Yudong ZHOU ; Ping LIANG ; Xuan ZHAI
Chinese Journal of Medical Education Research 2025;24(9):1242-1246
Objective:To explore the teaching effectiveness of BOPPPS (bridge-in, objective, pre-assessment, participatory-learning, post-assessment, and summary) teaching model in the undergraduate education of pediatric surgery, compare the BOPPPS teaching model with the traditional teaching model, and examine the differences in students' understanding and mastery of knowledge, as well as their ability improvement.Methods:A total of 621 undergraduate students majoring in pediatrics at Chongqing Medical University in the 2021-2023 academic years were selected as the experimental group, and 552 undergraduate students majoring in pediatrics at Chongqing Medical University in the 2018-2020 academic years were selected as the control group. The traditional teaching method was used in the pediatric surgery teaching of the control group, while the BOPPPS teaching model was used in the experimental group. The two groups were compared based on theoretical examination scores, routine assessment scores, overall performance, and teaching satisfaction. A statistical analysis was conducted using SPSS 24.0 software. Continuous data conforming to a normal distribution were expressed as ( x?±s). Two independent samples mean t test was used for analysis. Results:The experimental group demonstrated significantly higher theoretical examination scores [(70.21±10.03) vs. (62.58±8.40)], routine assessment scores [(96.38±2.10) vs. (84.11±2.02)], and total scores [(80.68±11.30) vs. (71.19±9.50)] compared to the control group ( P<0.05). The overall satisfaction with teaching was significantly higher in the experimental group than in the control group [(91.60±1.75) vs. (90.57±0.80)] ( P<0.05). Conclusions:The application of BOPPPS teaching model in pediatric surgery teaching can improve undergraduate students' self-learning ability, clinical thinking ability, and team cooperation ability, thereby enhancing teaching quality.
9.Research progress in the treatment of intrahepatic cholangiocarcinoma
Chaobo CHEN ; Shuo ZHANG ; Yan ZHOU ; Yudong QIU
Chinese Journal of Hepatobiliary Surgery 2024;30(6):464-468
Intrahepatic cholangiocarcinoma (ICC) is a malignant tumor derived from the biliary epithelial cells of the liver. Radical surgical resection remains the only potentially curative treatment but still with a dismal prognosis. In light of research progress in tumor immunotherapy, the combination of chemotherapy and immunotherapy has recently emerged as a first-line regimen for a significantly improved survival in patients with ICC. Genomics-based targeted therapy can benefit ICC patients with specific gene mutations. Additionally, systemic combined with local treatment can also benefit a group of patients with ICC. The management of ICC remains challenging and we hereby reviewed the treatment strategies of ICC to provide valuable references for clinical diagnosis, treatment, and basic research of ICC.
10.Evaluation of retrograde single incision laparoscopic cholecystectomy with combined suspension of ligamentum teres hepatis
Zhenghua CAI ; Tie ZHOU ; Liang MAO ; Yifei YANG ; Yudong QIU ; Xu FU
International Journal of Surgery 2024;51(12):828-833
Objective:To explore the feasibility and safety of retrograde single incision laparoscopic cholecystectomy (SILC) with combined suspension of ligamentum teres hepatis.Methods:A retrospective cohort study was conducted to collect clinical data of 570 cases of laparoscopic cholecystectomy (LC) admitted to the Department of Pancreatic and Bariatric Surgery of Nanjing Drum Tower Hospital from December 2021 to December 2023. Based on the operation methods, 282 cases were classified into retrograde SILC group, 288 cases were classified into three incision LC group. Observation indicators including surgical related index, and incidence of postoperative complications. The continuity data were presented as medium, and compared using Mann-Whitney U test. The comparison of count data between groups was conducted using the chi-square test or Fisher exact probability test. Results:All cases were successfully performed cholecystectomy. The duration of surgery and the proportion of changes in surgical methods in the SILC group were 45(35, 55) minutes and 12.1%, respectively, while in the three port group they were 50(40, 65) minutes and 1.4%, respectively. The difference between the two groups was statistically significant ( P<0.05). The intraoperative bleeding volume, postoperative hospitalization time, and total hospitalization cost of the SILC group were 20(16, 28) mL, 1(1, 1) day, and 13.4(12.9, 14.1) thousand yuan, respectively. The three port group was 18(16, 23) mL, 1(1, 1) day, and 13.4(12.4, 14.6) thousand yuan, respectively. There was no statistically significant difference between the two groups( P>0.05). In terms of postoperative complications, the overall incidence of SILC and three port group were 4.6% and 3.5% respectively, which did not reach significant statistically difference( P>0.05). Meanwhile, there was no statistically significant difference( P>0.05) in the incidence of biliary tract injury, postoperative bile leakage, postoperative bleeding, incision liquefaction infection, and incision hernia between the two groups. Conclusion:The retrograde single incision laproscopic retrograde cholecystectomy combined with ligamentum teres hepatis suspension can achieve satisfactory therapeutic effects without increasing the surgical duration.

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