1.A machine learning-based depression recognition model integrating spirit-expression features from traditional Chinese medicine
Minghui YAO ; Rongrong ZHU ; Peng QIAN ; Huilin LIU ; Xirong SUN ; Limin GAO ; Fufeng LI
Digital Chinese Medicine 2026;9(1):68-79
Objective:
To develop a depression recognition model by integrating the spirit-expression diagnostic framework of traditional Chinese medicine (TCM) with machine learning algorithms. The proposed model seeks to establish a TCM-informed tool for early depression screening, thereby bridging traditional diagnostic principles with modern computational approaches.
Methods:
The study included patients with depression who visited the Shanghai Pudong New Area Mental Health Center from October 1, 2022 to October 1, 2023, as well as students and teachers from Shanghai University of Traditional Chinese Medicine during the same period as the healthy control group. Videos of 3 – 10 s were captured using a Xiaomi Pad 5, and the TCM spirit and expressions were determined by TCM experts (at least 3 out of 5 experts agreed to determine the category of TCM spirit and expressions). Basic information, facial images, and interview information were collected through a portable TCM intelligent analysis and diagnosis device, and facial diagnosis features were extracted using the Open CV computer vision library technology. Statistical analysis methods such as parametric and non-parametric tests were used to analyze the baseline data, TCM spirit and expression features, and facial diagnosis feature parameters of the two groups, to compare the differences in TCM spirit and expression and facial features. Five machine learning algorithms, including extreme gradient boosting (XGBoost), decision tree (DT), Bernoulli naive Bayes (BernoulliNB), support vector machine (SVM), and k-nearest neighbor (KNN) classification, were used to construct a depression recognition model based on the fusion of TCM spirit and expression features. The performance of the model was evaluated using metrics such as accuracy, precision, and the area under the receiver operating characteristic (ROC) curve (AUC). The model results were explained using the Shapley Additive exPlanations (SHAP).
Results:
A total of 93 depression patients and 87 healthy individuals were ultimately included in this study. There was no statistically significant difference in the baseline characteristics between the two groups (P > 0.05). The differences in the characteristics of the spirit and expressions in TCM and facial features between the two groups were shown as follows. (i) Quantispirit facial analysis revealed that depression patients exhibited significantly reduced facial spirit and luminance compared with healthy controls (P < 0.05), with characteristic features such as sad expressions, facial erythema, and changes in the lip color ranging from erythematous to cyanotic. (ii) Depressed patients exhibited significantly lower values in facial complexion L, lip L, and a values, and gloss index, but higher values in facial complexion a and b, lip b, low gloss index, and matte index (all P < 0.05). (iii) The results of multiple models show that the XGBoost-based depression recognition model, integrating the TCM “spirit-expression” diagnostic framework, achieved an accuracy of 98.61% and significantly outperformed four benchmark algorithms—DT, BernoulliNB, SVM, and KNN (P < 0.01). (iv) The SHAP visualization results show that in the recognition model constructed by the XGBoost algorithm, the complexion b value, categories of facial spirit, high gloss index, low gloss index, categories of facial expression and texture features have significant contribution to the model.
Conclusion
This study demonstrates that integrating TCM spirit-expression diagnostic features with machine learning enables the construction of a high-precision depression detection model, offering a novel paradigm for objective depression diagnosis.
2.Development and Initial Use of a New Inflammatory Bowel Disease Clinical Database Integrating Both Eastern and Western Clinical Characteristics
Jingshuang YAN ; Rongrong REN ; Ruqi CHANG ; Wanyue DAN ; Xiaohan ZHANG ; Fei PAN ; Bin YAN ; Hongzhe LEE ; Ni JOSIE ; Gang SUN ; Lihua PENG ; Wu Gary D. ; Yunsheng YANG
Chronic Diseases and Translational Medicine 2025;11(2):130-139
Background::The increasing incidence of inflammatory bowel disease (IBD) presents significant medical and societal challenges. A well-designed IBD database is crucial for both epidemiological studies and clinical management. However, inconsistencies between regional databases hinder cross-institutional and international research, especially between Eastern and Western societies.Methods::We developed a new IBD database, the 301 IBD database, integrating the IBD clinical characteristics from the Penn IBD database (USA) and the latest IBD guidelines and consensus and clinical practices of the Chinese PLA General Hospital (PLAGH). We applied this database to analyze clinical data of IBD inpatients at PLAGH from 2008 to 2023.Results::The 301 IBD database contains 490 items in 6 sections including demographic characteristics, personal history, clinical phenotype, disease activity, laboratory tests and examinations, and treatment. Features of the 301 IBD database include inpatient focus, biochemical indicators and opportunistic infection focus, and more about ulcerative colitis (UC)-associated complications. Single-center analysis revealed an increasing hospitalization trend, from 2.35% in 2008 to 3.94% in 2023. We found that the clinical characteristics of our UC inpatients are predominantly male (62.5%), extensive lesions (55.1%), low usage of biologics (4.1%), and a high incidence of UC-CRC (3.0%). The clinical characteristics of CD inpatients included male predominance (68.39%), early onset age (35.43 ± 14.75-year-old), and high rate of surgery (25.81%).Conclusion::The 301 IBD database, integrating Eastern and Western clinical data, provides a valuable tool for IBD clinical research. Future international, multicenter collaborations are expected to further enhance its utility.
3.Cross-border high-quality clinical nutrition internship program for Hong Kong college students at the Department of Clinical Nutrition of Peking Union Medical College Hospital
Rongrong LI ; Fumin HUANG ; Kang YU ; Fang WANG ; Wei CHEN ; Yanping LIU ; Junren KANG ; Wenyan SUN ; Pengju LIU ; Jin FU ; Peipei CHEN ; Wei WEI
Chinese Journal of Clinical Nutrition 2025;33(4):311-314
Cross-border teaching provides new opportunities for college students to gain diverse insights amid the globalization and internationalized education, In July 2024, guided by the Chinese Association for Science and Technology, the Chinese Nutrition Society and the Hong Kong Nutrition Association collaborated to host a three-week clinical nutrition internship at Peking Union Medical College Hospital for five college students from Hong Kong SAR, China. This program included participating in outpatient rounds, attending in inpatient nutrition management, and attending lectures, aiming to enhance students' professional skills and clinical experience. Cultural exchange and value-based education also enriched students' social responsibility and cultural understanding. The Hong Kong students also brought diverse cultural backgrounds and inputs, enabling multidimensional communication during the training. Post-internship feedback survey showed that the students found the inernship valuable for their career development and hoped for more learning opportunities. This cross-border high-quality internship program fostered skill enhancement, cultural exchange between young students in Beijing and Hong Kong and contributed to advancement of clinical nutrition.
4.Cross-border high-quality clinical nutrition internship program for Hong Kong college students at the Department of Clinical Nutrition of Peking Union Medical College Hospital
Rongrong LI ; Fumin HUANG ; Kang YU ; Fang WANG ; Wei CHEN ; Yanping LIU ; Junren KANG ; Wenyan SUN ; Pengju LIU ; Jin FU ; Peipei CHEN ; Wei WEI
Chinese Journal of Clinical Nutrition 2025;33(4):311-314
Cross-border teaching provides new opportunities for college students to gain diverse insights amid the globalization and internationalized education, In July 2024, guided by the Chinese Association for Science and Technology, the Chinese Nutrition Society and the Hong Kong Nutrition Association collaborated to host a three-week clinical nutrition internship at Peking Union Medical College Hospital for five college students from Hong Kong SAR, China. This program included participating in outpatient rounds, attending in inpatient nutrition management, and attending lectures, aiming to enhance students' professional skills and clinical experience. Cultural exchange and value-based education also enriched students' social responsibility and cultural understanding. The Hong Kong students also brought diverse cultural backgrounds and inputs, enabling multidimensional communication during the training. Post-internship feedback survey showed that the students found the inernship valuable for their career development and hoped for more learning opportunities. This cross-border high-quality internship program fostered skill enhancement, cultural exchange between young students in Beijing and Hong Kong and contributed to advancement of clinical nutrition.
5.Clinical, genetic and transcriptomic characteristics of children with ACAN gene mutation
Xiaoyan WANG ; Haiying WU ; Rongrong XIE ; Linqi CHEN ; Xiuli CHEN ; Ting CHEN ; Hui SUN ; Dandan ZHANG ; Lili WANG ; Bingyu YANG ; Fengyun WANG
Chinese Journal of Applied Clinical Pediatrics 2025;40(11):847-851
Objective:To summarize the clinical and genetic characteristics of 23 children with pathogenic ACAN gene variants, enhance the understanding of this disorder, and explore possible regulatory mechanisms. Methods:A retrospective case series summary.The clinical characteristics and genetic analysis results of 23 children with ACAN gene variants treated in the Department of Endocrinology, Genetics and Metabolism, Children′s Hospital of Soochow University from January 2016 and September 2024 were analyzed retrospectively.Transcriptome sequencing was performed on peripheral blood samples from 3 of affected children and 3 age-matched healthy children as controls.Differentially expressed genes (DEGs) in the peripheral blood transcriptome profiles were identified.Gene ontology (GO) and Kyoto encyclopedia of genes and genomes (KEGG) pathway enrichment analyses were conducted to explore the potential signaling pathways involved. Results:Among the 23 cases, there were 13 males and 10 females, aged from 2 years and 8 months to 12 years old, with 11 cases presenting advanced bone age.Thirteen cases were treated with growth hormone (GH), including 6 cases who received concomitant gonadotropin-releasing hormone analogue therapy.The treatment duration ranged from 3 to 70 months, resulting in varying degrees of height improvement in all treated patients.Transcriptomic analysis identified 811 DEGs, with 516 up-regulated and 295 down-regulated.GO and KEGG enrichment analyses revealed that the heterozygous ACAN variants were significantly associated with FcγR-mediated phagocytosis, nuclear factor-κB signaling pathway, the intestinal immune network for IgA production, rheumatoid arthritis, and systemic lupus erythematosus signaling pathways. Conclusions:The predominant clinical manifestations of patients with ACAN gene variants are short stature and advanced bone age.Although GH provocation tests may indicate normal GH levels, GH therapy can be effective in improving height.Immune-related factors may play a role in the pathogenesis of this disorder.
6.Health economic evaluation of minimally invasive surgery in treatment of digestive tract cancers: a Meta-analysis
Xiaoyue YIN ; Ning ZHOU ; Xueli YANG ; Zhuoyu SUN ; Yinghui BAO ; Shengshu WANG ; Ke HAN ; Jing LONG ; Min ZHAO ; Haowei LI ; Rongrong LI ; Shimin CHEN ; Junhan YANG ; Huaihao LI ; Yueting SHI ; Guoning ZHU ; Jianhua WANG ; Shanshan YANG ; Boyan LI ; Wenchang WANG ; Shengyan DU ; Yao HE ; Enqiang LING-HU ; Huikai LI ; Miao LIU ; Juan XIE
Chinese Journal of Epidemiology 2025;46(1):154-165
Objective:To compare minimally invasive surgery with traditional open surgery, analyze the current application status of health economic evaluations in the treatment of digestive tract cancers, such as esophageal cancer, gastric cancer, and colorectal cancer by minimally invasive surgery and provide evidence for the rational selection of clinical treatment, alleviation of disease-related economic burdens, and rational allocation of healthcare resources.Methods:By using five databases, i.e. China National Knowledge Infrastructure, Wanfang data, Chinese Biomedical Literature Database, PubMed, and Embase, a database was established to retrieve all the papers about health economic studies of minimally invasive surgery for esophageal cancer, gastric cancer, and colorectal cancer published until December 31, 2023. Literature was analyzed by using software NoteExpress 3.8, and data were processed using Excel 2021. The quality of included papers was evaluated using the CHEERS 2022 checklist, and Meta-analysis was conducted by using software Stata 17.0.Results:A total of 10 919 relevant papers were retrieved, and 59 studies were included. Only 14 studies (23.7%) used standard health economic evaluation methods. Meta-analysis results revealed no significant differences in direct medical expenditure and total expenditure between minimally invasive surgery and open surgery. However, the expenditure for minimally invasive surgery exhibited a significant increase [mean difference ( MD)=5 973.12 yuan, P<0.001], while hospital stay and indirect expenditure significantly decreased ( MD: -4.85 days and -733.79 yuan, P<0.001). In China, for gastric cancer, the direct medical expenditure of endoscopic surgery was lower than that of open surgery ( MD=-33 000.00 yuan) with no significant difference ( P<0.001). In colorectal cancer cases, the direct medical and surgical expenditures for laparoscopic surgery were higher than those for open surgery ( MD: 4 277.94 yuan and 4 267.80 yuan, P<0.001), while the indirect and total medical expenditures decreased ( MD: -768.34 yuan and -159.10 yuan). Hospital stays in patients who had minimally invasive surgery for all three types of cancer were shorter than those who had open surgery ( P<0.001). Conclusions:In the treatment of gastrointestinal cancer, compared with open surgery, minimally invasive surgery shows higher expenditure, but has advantages, such as shorter hospital stay and lower indirect expenditure, and there were no significant differences in direct medical and total expenditures between the two approaches. When conducting health economic evaluation, factors such as postoperative complications, hospital stay, and patient's economic status should be considered for their impact on total medical expenditure. It is necessary to pay attention to the application of health economic evaluations in healthcare decision-making.
7.Development and Initial Use of a New Inflammatory Bowel Disease Clinical Database Integrating Both Eastern and Western Clinical Characteristics
Jingshuang YAN ; Rongrong REN ; Ruqi CHANG ; Wanyue DAN ; Xiaohan ZHANG ; Fei PAN ; Bin YAN ; Hongzhe LEE ; Ni JOSIE ; Gang SUN ; Lihua PENG ; Wu Gary D. ; Yunsheng YANG
Chronic Diseases and Translational Medicine 2025;11(2):130-139
Background::The increasing incidence of inflammatory bowel disease (IBD) presents significant medical and societal challenges. A well-designed IBD database is crucial for both epidemiological studies and clinical management. However, inconsistencies between regional databases hinder cross-institutional and international research, especially between Eastern and Western societies.Methods::We developed a new IBD database, the 301 IBD database, integrating the IBD clinical characteristics from the Penn IBD database (USA) and the latest IBD guidelines and consensus and clinical practices of the Chinese PLA General Hospital (PLAGH). We applied this database to analyze clinical data of IBD inpatients at PLAGH from 2008 to 2023.Results::The 301 IBD database contains 490 items in 6 sections including demographic characteristics, personal history, clinical phenotype, disease activity, laboratory tests and examinations, and treatment. Features of the 301 IBD database include inpatient focus, biochemical indicators and opportunistic infection focus, and more about ulcerative colitis (UC)-associated complications. Single-center analysis revealed an increasing hospitalization trend, from 2.35% in 2008 to 3.94% in 2023. We found that the clinical characteristics of our UC inpatients are predominantly male (62.5%), extensive lesions (55.1%), low usage of biologics (4.1%), and a high incidence of UC-CRC (3.0%). The clinical characteristics of CD inpatients included male predominance (68.39%), early onset age (35.43 ± 14.75-year-old), and high rate of surgery (25.81%).Conclusion::The 301 IBD database, integrating Eastern and Western clinical data, provides a valuable tool for IBD clinical research. Future international, multicenter collaborations are expected to further enhance its utility.
8.Clinical, genetic and transcriptomic characteristics of children with ACAN gene mutation
Xiaoyan WANG ; Haiying WU ; Rongrong XIE ; Linqi CHEN ; Xiuli CHEN ; Ting CHEN ; Hui SUN ; Dandan ZHANG ; Lili WANG ; Bingyu YANG ; Fengyun WANG
Chinese Journal of Applied Clinical Pediatrics 2025;40(11):847-851
Objective:To summarize the clinical and genetic characteristics of 23 children with pathogenic ACAN gene variants, enhance the understanding of this disorder, and explore possible regulatory mechanisms. Methods:A retrospective case series summary.The clinical characteristics and genetic analysis results of 23 children with ACAN gene variants treated in the Department of Endocrinology, Genetics and Metabolism, Children′s Hospital of Soochow University from January 2016 and September 2024 were analyzed retrospectively.Transcriptome sequencing was performed on peripheral blood samples from 3 of affected children and 3 age-matched healthy children as controls.Differentially expressed genes (DEGs) in the peripheral blood transcriptome profiles were identified.Gene ontology (GO) and Kyoto encyclopedia of genes and genomes (KEGG) pathway enrichment analyses were conducted to explore the potential signaling pathways involved. Results:Among the 23 cases, there were 13 males and 10 females, aged from 2 years and 8 months to 12 years old, with 11 cases presenting advanced bone age.Thirteen cases were treated with growth hormone (GH), including 6 cases who received concomitant gonadotropin-releasing hormone analogue therapy.The treatment duration ranged from 3 to 70 months, resulting in varying degrees of height improvement in all treated patients.Transcriptomic analysis identified 811 DEGs, with 516 up-regulated and 295 down-regulated.GO and KEGG enrichment analyses revealed that the heterozygous ACAN variants were significantly associated with FcγR-mediated phagocytosis, nuclear factor-κB signaling pathway, the intestinal immune network for IgA production, rheumatoid arthritis, and systemic lupus erythematosus signaling pathways. Conclusions:The predominant clinical manifestations of patients with ACAN gene variants are short stature and advanced bone age.Although GH provocation tests may indicate normal GH levels, GH therapy can be effective in improving height.Immune-related factors may play a role in the pathogenesis of this disorder.
9.Literature Analysis of Bleeding Adverse Drug Reaction Induced by Apixaban
Rongrong WANG ; Qiaoyun WANG ; Meijuan SUN ; Xiangpeng LI ; Na LI ; Ping LENG
Herald of Medicine 2025;44(6):989-995
Objective To analyze the occurrence and clinical characteristics of bleeding adverse reactions induced by apixaban,and to provide reference for clinical therapy.Methods From the marking of apixaban to May 2024,cases of adverse reactions to hemorrhage caused by apixaban were searched in the database of CNKI,Wanfang,VIP,PubMed and Web of Science.Statistical analysis was performed on the collected data.Results A total of thirty-nine cases of hemorrhagic adverse reactions induced by apixaban were documented.Therewere thirty-three patients(84.62%)over 60 years old.Twenty-two patients had bleeding within 30 days of treatment(56.41%).Intracranial hemorrhage occurred in nine patients(23.08%).Twenty-two patients improved after conventional treatment(56.41%).Twenty-three patients(58.97%)stopped bleeding within 30 days,and two patients(5.13%)died,all of whom died within 1 month after taking apixaban.Conclusions Physician and pharmacists should pay close attention to the adverse reactions of hemorrhage caused by apixaban,and do a good job in drug monitoring and patient education to ensure the safety of clinical medication.
10.Literature Analysis of Bleeding Adverse Drug Reaction Induced by Apixaban
Rongrong WANG ; Qiaoyun WANG ; Meijuan SUN ; Xiangpeng LI ; Na LI ; Ping LENG
Herald of Medicine 2025;44(6):989-995
Objective To analyze the occurrence and clinical characteristics of bleeding adverse reactions induced by apixaban,and to provide reference for clinical therapy.Methods From the marking of apixaban to May 2024,cases of adverse reactions to hemorrhage caused by apixaban were searched in the database of CNKI,Wanfang,VIP,PubMed and Web of Science.Statistical analysis was performed on the collected data.Results A total of thirty-nine cases of hemorrhagic adverse reactions induced by apixaban were documented.Therewere thirty-three patients(84.62%)over 60 years old.Twenty-two patients had bleeding within 30 days of treatment(56.41%).Intracranial hemorrhage occurred in nine patients(23.08%).Twenty-two patients improved after conventional treatment(56.41%).Twenty-three patients(58.97%)stopped bleeding within 30 days,and two patients(5.13%)died,all of whom died within 1 month after taking apixaban.Conclusions Physician and pharmacists should pay close attention to the adverse reactions of hemorrhage caused by apixaban,and do a good job in drug monitoring and patient education to ensure the safety of clinical medication.

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