1.Development of a machine learning-based preoperative prediction model for spread through air spaces in early-stage lung adenocarcinoma
Kai CHU ; Xinrong XU ; Zhenyu LIU ; Qinglin REN ; Wenbo HE ; Minlu HU ; Xiaolin WANG ; Yusheng SHU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(08):1212-1221
Objective To develop and validate a machine learning model based on preoperative clinical characteristics, laboratory indices, and radiological features for the non-invasive prediction of spread through air spaces (STAS) in patients with early-stage lung adenocarcinoma. Methods Preoperative data from patients with early-stage lung adenocarcinoma who underwent surgical resection at Northern Jiangsu People's Hospital between January 2020 and August 2025 were retrospectively collected. The data included clinical characteristics, laboratory indices, and radiological features. Patients were divided into a STAS-positive and a STAS-negative group based on postoperative pathological findings. The dataset was randomly split into a training set and a testing set at a 7 : 3 ratio. Feature variables were selected using the maximum relevance and minimum redundancy (mRMR) algorithm and the least absolute shrinkage and selection operator (LASSO) regression. Five machine learning models were constructed: logistic regression (LR), random forest (RF), support vector machine (SVM), light gradient boosting machine (LightGBM), and extreme gradient boosting (XGBoost). Model performance was evaluated using the area under the receiver operating characteristic curve (AUC) and decision curve analysis (DCA). The shapley additive explanations (SHAP) method was employed to interpret the optimal prediction model. Results A total of 377 patients were included, comprising 177 (46.9%) males and 200 (53.1%) females, with a mean age of (63.31±9.73) years. There were 261 patients in the training set and 116 patients in the testing set. In the training set, statistically significant differences were observed between the STAS-positive group (n=130) and STAS-negative group (n=131) across multiple features, including age, sex, neutrophil-to-lymphocyte ratio (NLR), monocyte-to-lymphocyte ratio (MLR), clinical T stage, and maximum solid component diameter (P<0.05). A final set of 10 feature variables was selected by combining mRMR and LASSO regression, and five machine learning models (LR, RF, SVM, LightGBM, XGBoost) were developed. The XGBoost model demonstrated optimal performance in both the training and testing sets, achieving AUCs of 0.947 [95%CI (0.920, 0.975)] and 0.943 [95%CI (0.894, 0.993)], respectively. DCA indicated that the XGBoost model provided a high net clinical benefit across a wide range of threshold probabilities. SHAP analysis revealed that the vessel convergence sign, clinical T stage, age, consolidation-to-tumor ratio (CTR), and MLR were the features with the highest contributions to STAS prediction. Conclusion The XGBoost model effectively predicts preoperative STAS status in early-stage lung adenocarcinoma, exhibiting excellent discriminative performance and good clinical interpretability. Key predictors such as the vessel convergence sign, clinical T stage, age and CTR provide a crucial reference for preoperative risk assessment and the individualized selection of surgical strategies, ultimately benefiting patients.
2.Connotation of the Theory of Spirit Collaterals and Its Clinical Application in the Diagnosis and Treatment of Top Jiao (焦) Diseases
Dongsen HU ; Linhua ZHAO ; Jianwen GUO ; Bing XIA ; Juexian SONG ; Xiaolin TONG
Journal of Traditional Chinese Medicine 2026;67(18):1925-1930
psychiatric disorders (PD) and neurological disorders (ND) are currently major public health issues. The "four jiao (焦) and eight systems" theory categorizes them respectively into "spirit-system diseases" and "marrow-system diseases", collectively attributing to "top jiao diseases". In the prevention and treatment of these diseases, deficiencies still exist in treating only the physical form while neglecting the spirit, or treating only the spirit while neglecting the physical form, lacking theoretical basis that integrates both form and spirit. Accordingly, the theory of spirit collaterals is proposed, aiming to expand the scope of collateral disease theory based on the concept of the unity of form and spirit, thereby providing a reference for the differentiation and treatment of top jiao diseases. By clarifying the relationships between concepts such as spirit, collaterals, marrow, brain spirit, the five spirit organs, brain orifices, clear orifices and spirit collaterals, and combining modern medical research on neurovascular units and neurovascular bundles, the connotations of spirit collaterals are elucidated from the perspectives of traditional Chinese medicine (TCM) and western medicine. It is also demonstrated that spirit collaterals takes top jiao as its center, spreads throughout the body, and possesses the attributes of qi collaterals, blood collaterals, and fluid collaterals, achieving the unity of physical structure and functional regulation. Based on the spirit collaterals theory, the core pathogenesis of top jiao diseases is proposed as collateral stasis and failure of spirit mechanism, with an evolutionary pattern of "collateral stagnation-collateral stasis-collateral block". In the clinical differentiation and treatment of top jiao diseases, unblocking and regulating the spirit collaterals is taken as the core therapeutic method. Basic formulas are formulated respectively for spirit-system diseases and marrow-system diseases, and a modification strategy is formed that takes into account the three collaterals, regulates qi and treats the spirit, and performs precise treatment according to the disease location.
3.Carrier screening and prenatal diagnosis analysis of high-risk cases in 3 044 preconception and early pregnancy couples
Xiaolin FU ; Wei HOU ; Manli ZHANG ; Xiaoxiao XIE ; Yan MENG ; Honghui ZHOU ; Qingdong ZHAO ; Jialin HU ; Guiping MO ; Yanping LU
Chinese Journal of Obstetrics and Gynecology 2025;60(3):161-170
Objective:To carry out carrier screening among people of childbearing age, detect the pathogenic genes of monogenic genetic diseases and analyze the carrier status of pathogenic variants, so as to provide fertility guidance and intervention measures for high-risk families.Methods:From August 2022 to August 2023, 1 533 families of childbearing age who met the criteria were recruited in the Chinese PLA General Hospital, including a total of 3 044 subjects. According to the standard enrollment procedure, 223 genes (197 autosomal recessive genes and 26 X-linked genes) of the subjects were tested. According to the screening results, genetic counseling and fertility guidance were provided to the subjects. Invasive prenatal diagnosis was performed for high-risk couples (both couples being carriers of the same autosomal recessive disease gene or the woman was a carrier of X-linked disease gene), and their pregnancy pattern, outcome and offspring phenotype were followed up.Results:(1) A total of 3 044 cases from 1 511 couples and women of childbearing age from 22 families were included for carrier screening. Totally 1 503 families chose simultaneous screening and 30 families chose sequential screening out of the 1 533 families. Among the 3 044 subjects, 1 603 individuals carried at least one pathogenic or likely pathogenic variant, and the overall carrier rate was 52.66% (1 603/3 044). A total of 2 292 pathogenic or likely pathogenic variants were detected, and 0.75 variants (2 292/3 044) were detected per capita. (2) The three genes with the highest carrier rates were GJB2 (8.67%, 264/3 044), CYP21A2 (3.19%, 97/3 044) and PAH (3.09%, 94/3 044). There were 32 genes with a carrier rate ≥1/200, 17 genes with a carrier rate ≥1/100, and 7 genes with a carrier rate ≥1/50. (3) Thirty-eight high-risk families were identified. After excluding G6PD gene mutation, there were 33 high-risk families, of which 25 couples were carriers of the same autosomal recessive gene, 9 women were carriers of X-linked gene, and 1 family was double high-risk couple with both autosomal recessive and X-linked gene. After further excluding the GJB2 c.109G>A mutation, 21 high-risk families were identified. Preimplantation genetic testing for monogenic disease was performed in 12 families after genetic counseling. Prenatal diagnosis was completed in 4 out of 5 high-risk families who conceived naturally. Two fetuses carried the parental variants and terminated the pregnancy, one fetus did not carry the parental variants but was induced due to trisomy 21 syndrome, and one fetus was a carrier of congenital disorders of glycosylation type 1a.Conclusions:Carrier screening effectively identifies high-risk genetic disease families and provides reproductive guidance to prevent the birth of affected children. However, establishing multidisciplinary team is essential for managing complex cases. Implementation should prioritize prenatal institutions with genetic counseling or diagnostic expertise for monogenic disorders or established referral networks.
4.Carrier screening and prenatal diagnosis analysis of high-risk cases in 3 044 preconception and early pregnancy couples
Xiaolin FU ; Wei HOU ; Manli ZHANG ; Xiaoxiao XIE ; Yan MENG ; Honghui ZHOU ; Qingdong ZHAO ; Jialin HU ; Guiping MO ; Yanping LU
Chinese Journal of Obstetrics and Gynecology 2025;60(3):161-170
Objective:To carry out carrier screening among people of childbearing age, detect the pathogenic genes of monogenic genetic diseases and analyze the carrier status of pathogenic variants, so as to provide fertility guidance and intervention measures for high-risk families.Methods:From August 2022 to August 2023, 1 533 families of childbearing age who met the criteria were recruited in the Chinese PLA General Hospital, including a total of 3 044 subjects. According to the standard enrollment procedure, 223 genes (197 autosomal recessive genes and 26 X-linked genes) of the subjects were tested. According to the screening results, genetic counseling and fertility guidance were provided to the subjects. Invasive prenatal diagnosis was performed for high-risk couples (both couples being carriers of the same autosomal recessive disease gene or the woman was a carrier of X-linked disease gene), and their pregnancy pattern, outcome and offspring phenotype were followed up.Results:(1) A total of 3 044 cases from 1 511 couples and women of childbearing age from 22 families were included for carrier screening. Totally 1 503 families chose simultaneous screening and 30 families chose sequential screening out of the 1 533 families. Among the 3 044 subjects, 1 603 individuals carried at least one pathogenic or likely pathogenic variant, and the overall carrier rate was 52.66% (1 603/3 044). A total of 2 292 pathogenic or likely pathogenic variants were detected, and 0.75 variants (2 292/3 044) were detected per capita. (2) The three genes with the highest carrier rates were GJB2 (8.67%, 264/3 044), CYP21A2 (3.19%, 97/3 044) and PAH (3.09%, 94/3 044). There were 32 genes with a carrier rate ≥1/200, 17 genes with a carrier rate ≥1/100, and 7 genes with a carrier rate ≥1/50. (3) Thirty-eight high-risk families were identified. After excluding G6PD gene mutation, there were 33 high-risk families, of which 25 couples were carriers of the same autosomal recessive gene, 9 women were carriers of X-linked gene, and 1 family was double high-risk couple with both autosomal recessive and X-linked gene. After further excluding the GJB2 c.109G>A mutation, 21 high-risk families were identified. Preimplantation genetic testing for monogenic disease was performed in 12 families after genetic counseling. Prenatal diagnosis was completed in 4 out of 5 high-risk families who conceived naturally. Two fetuses carried the parental variants and terminated the pregnancy, one fetus did not carry the parental variants but was induced due to trisomy 21 syndrome, and one fetus was a carrier of congenital disorders of glycosylation type 1a.Conclusions:Carrier screening effectively identifies high-risk genetic disease families and provides reproductive guidance to prevent the birth of affected children. However, establishing multidisciplinary team is essential for managing complex cases. Implementation should prioritize prenatal institutions with genetic counseling or diagnostic expertise for monogenic disorders or established referral networks.
5.Thoughts and Explorations on the Cultivation of Top Innovative Talents in Nursing With Chinese Characteristics in the New Era
Xiaofeng XIE ; Fengying ZHANG ; Yi YIN ; Jinbo CUI ; Jianhua LI ; Jiazhuang XU ; Xiaolin HU ; Yali TIAN ; Wen ZHOU ; Xuantao WU ; Shuanjiu LI ; Ka LI
Journal of Sichuan University (Medical Sciences) 2025;56(3):881-886
The cultivation of top innovative nursing talents with Chinese characteristics in the new era lends critical support to the accomplishment of the strategic goal of the Healthy China Initiative.Herein,we reviewed the historical development of nursing science in China,clarified the conceptual framework of nursing science with Chinese characteristics in the new era,and identified the essential qualities and competencies required for top innovative nursing talents.Furthermore,we analyzed the mission and challenges in cultivating these nursing talents,and put forward new approaches,including formulating new ethics and political education theories specific to nursing science with Chinese characteristics,establishing a cross-disciplinary educational model of Nursing+X,and creating a new nursing talent cultivation ecosystem adapted to the era of human-machine symbiosis.This study provides theoretical insights into the cultivation of top innovative nursing talents who align their development well with national strategic needs,embody patriotism,and possess a strong sense of contemporary responsibility.
6.Discussing the Inheritance,Innovation and Development of Chinese Medicine from Menghe Medical School
Chuanxi TIAN ; Pengfei XIE ; Huili HUANG ; Huifang GUAN ; Yue HU ; Qingwei LI ; Yingying YANG ; Xiuyang LI ; Shiwan HU ; Xiaolin TONG
Journal of Nanjing University of Traditional Chinese Medicine 2024;40(10):1024-1029
The Menghe Medical School is a highly influential academic school of Chinese medicine in China.Its academic features are mainly learning from others'strengths,openness and tolerance;integrity as the foundation,communication as the strength;harmo-ny as the way,and agility as the technique.The Menghe Medical School originated in Menghe,developed in Shanghai,spread all over the country,and spread around the world.The reasons for the prosperity and development of the Menghe Medical School are analyzed.Among them,imperial doctors being rewarded and supported,the stars having their roots in Menghe,inheritance from teach-ers by blood,help from in-laws,and the establishment of education and leadership in development are the main factors.On the basis of inheriting the scholarship of Menghe Medical School,Professor Tong Xiaolin innovatively proposed academic ideas such as the train-ing path of Xiang thinking,state-target differentiation and treatment,and dosage and effectiveness of prescriptions and medicines,pushing the academic thought of Menghe Medical School to a new theoretical peak in the new era.Based on the majestic development path of the Menghe Medical School,the implications for the inheritance,innovation and development of modern Chinese medicine are analyzed.
7.Immunomodulatory mechanism of umbilical cord mesenchymal stem cells modified by miR-125b-5p in systemic lupus erythematosus
Zhihui WU ; Mingzhi HU ; Qiaoying ZHAO ; Fengfeng LV ; Jingying ZHANG ; Wei ZHANG ; Yongfu WANG ; Xiaolin SUN ; Hui WANG
Journal of Peking University(Health Sciences) 2024;56(5):860-867
Objective:To investigate the mechanism of immunomodulatory effects of umbilical cord mesenchymal stem cells(UC-MSCs)modified by miR-125b-5p on systemic lupus erythematosus(SLE).Methods:The expression level of miR-125b-5p was detected by real-time fluorescence quantitative PCR in UC-MSCs and peripheral blood mononuclear cells(PBMCs)from SLE patients and health checkers.Annexin V-FITC/PI apoptosis detection kit was used to detect the effect of miR-125b-5p on apoptosis of UC-MSCs.MRL/lpr mice in each group were injected with UC-MSCs via tail vein,and T-lymphocyte subsets in the spleen of the MRL/lpr mice were detected by flow cytometry after 5 weeks.The expression levels of interleukin(IL)-4 and IL-17A in serum of MRL/lpr mice were detected by ELISA.Hematoxylin-eosin staining was used to observe the pathological manifestations of the lungs and kidneys of the MRL/lpr mice.Results:miR-125b-5p was significantly down-regulated in PBMCs of SLE patients compared with healthy controls(P<0.01).Compared with the UC-MSCs group,the expression of miR-125b-5p in UC-MSCs modified by miR-125b-5p group was increased(P<0.01).The survival rate of UC-MSCs was significantly increased by miR-125b-5p(P<0.01).Compared with the untreated group of MRL/lpr mice,the expression level of IL-4 in serum was increased(P<0.05);the expression level of IL-17A was decreased(P<0.05);the proportion of Th17 cells in the spleen of MRL/lpr mice was decreased(P<0.05);the inflammatory cells infiltration and micro-thrombosis of lungs and kidneys of MRL/lpr mice were significantly reduced in the UC-MSCs modified by miR-125b-5p treatment group.Conclusion:UC-MSCs modified by miR-125b-5p have immunomodulatory effects on systemic lupus erythematosus.
8.Comparison of effect of MRI or ultrasound-guided HIFU ablation in the treatment of uterine fibroids
Jingjing LIU ; Xiaojun HU ; Xiaolin YE
Clinical Medicine of China 2024;40(5):351-356
Objective:To explore the clinical effect of magnetic resonance imaging (MRI) or ultrasound-guided high intensity focused ultrasound (HIFU) ablation in the treatment of uterine fibroids.Methods:The clinical data of 124 patients with uterine fibroids who received HIFU ablation in the Department of Obstetrics and Gynecology of Xi'an People's Hospital were retrospectively analyzed from April 2020 to February 2023. The patients were divided into an MRI group (58 cases treated with magnetic resonance guided HIFU ablation) and an ultrasound group (66 cases treated with ultrasound guided HIFU ablation) according to different guidance methods. The treatment effects (total effective rate, fibroid ablation volume, fibroid ablation rate), surgical conditions (total energy consumption, total time consumption, energy efficiency factor, irradiation time), incidence of adverse events, ovarian function (follicle stimulating hormone (FSH), inhibin) at 3 months before and after surgery were compared between the two groups. B. Antral follicle count (AFC) and recurrence at 6 and 12 months after surgery. The t-test is used for comparing between groups of metric data that conform to normal distribution, and the chi square test is used for comparing between groups of count data.Results:The total energy consumption, total time consumption and irradiation time in MRI group were longer than those in ultrasound group( (571.68±184.31) kJ vs (494.82±155.03) kJ, (186.21±36.19) min vs (121.63±31.09) min, (26.12±7.93) min vs (22.07±7.46) min), there were have statistical differences( t values were 2.52, 10.69, and 2.93, respectively; P values were 0.013, <0.001, and 0.004, respectively). At 3 months after surgery, the level of FSH in the two groups was risen than that before surgery(MRI group (10.27±1.72) U/L vs (8.67±1.63) U/L, ultrasound group (10.13±1.66) U/L vs (8.46±1.57) U/L), the level of INHB and the number of AFC were declined (MRI group (40.46±5.31) ng/L vs (47.19±4.24) ng/L, (4.22±1.21) vs (6.72±1.48); ultrasound group (39.07±5.12) ng/L vs (48.20±4.77) ng/L, (4.11±1.09) vs (6.63±1.41)) there were have statistical differences ( t values were 5.14, 5.94, 7.54, 9.96, 10.60, and 11.48, respectively; all P<0.001). Conclusion:Both methods of guided HIFU ablation for uterine fibroids can effectively ablate fibroids and improve ovarian function, with safety. Ultrasound guidance has a shorter treatment time and less energy consumption compared to MRI guidance.
9.Effect of point-of-care testing teaching based on POC CLOUD intelligent management platform
Wuwei ZENG ; Wei XIAO ; Liangshan HU ; Xiaolin FANG ; Donglin CAO
Modern Hospital 2024;24(11):1792-1796
Objective To explore the effect of the POC CLOUD intelligent management platform on the training of resi-dent doctors with the principles and operation of various point-of-care testing(POCT)instruments to develop quality control man-agement skills and ensure result accuracy.Methods In alignment with Standardized Training Content and Standards for Resi-dent Trainees(2022 Edition and the development of POCT teaching in departments,the POC CLOUD platform was employed to provide information-based and standardized training for resident trainees.Results The POC CLOUD platform standardized resi-dent trainees'qualifications for operating POCT instruments and facilitated a quick understanding of the instruments'status in ro-tating departments.This approach enhanced resident trainees'learning and quality control management skills,enabling them to analyze and review test results effectively.Conclusion POCT teaching method based on the POC CLOUD platform systematical-ly develops resident trainees'operational and quality control abilities,ensuring the accuracy and reliability of test results and im-proving the overall quality of resident trainees.
10.Application of augmented reality technology combined with transcranial Doppler ultrasound in nursing teaching of cerebrovascular diseases
Yongmei XU ; Na CHEN ; Jun HU ; Xue ZHANG ; Xiaolin XIA ; Haoyu TANG ; Cui WANG
Chinese Journal of Medical Education Research 2024;23(4):522-527
Objective:To explore the application of virtual augmented reality (AR) technology combined with transcranial Doppler ultrasound (TCD) in nursing teaching of cerebrovascular diseases.Methods:Eighty-six nursing students who interned in the Department of Neurology of The First Affiliated Hospital of Army Medical University from January 2021 to November 2022 were assigned into control group (students of grade 2021) and research group (students of grade 2022). The control group received traditional teaching with AR technology about the anatomy of the cerebral arterial circle, its composition, and adjacent structures. The research group was given AR-assisted teaching combined with TCD-based demonstration and interpretation. At the end of internship, the assessment scores, satisfaction with teaching, clinical decision-making ability, self-learning ability, and problem-solving ability were compared between the two groups. SPSS 23.0 was used to perform the non-parametric test, t test, and chi-square test. Results:The theoretical, practical, and comprehensive ability assessment scores of the research group [90 (89, 96), 95 (90, 96), and 93 (90, 96), respectively] were significantly higher than those of the control group [89 (87, 91), 90 (89, 92), and 91 (89, 94), respectively]. In terms of satisfaction with teaching effects, teaching methods, teaching content, and teaching style, the scores of the research group [16 (15, 18), (5.98±0.91), (3.38±0.52), and 13 (11, 14), respectively] were significantly higher than those of the control group [14 (13, 16), (4.23±0.65), (2.37±0.36), and 13 (10, 14 ), respectively]. The research group showed significantly better independent learning abilities than the control group in information seeking [(4.66±0.71) vs. (4.00±0.61)] and solution seeking [(4.43±0.68) vs. (4.41±0.67)], with no significant differences in the other dimensions between the two groups. The research group was significantly superior to the control group in all problem-solving dimensions: positive orientation [12 (10, 12) vs. 10 (9, 11)], rationality [26 (23, 28) vs. 21 (21, 24)], negative orientation [15 (13, 20) vs. 20 (17, 20)], avoidance style [17 (15, 18) vs. 19 (17, 20)], and impulsivity/neglect style [16 (15, 18) vs. 18 (16, 20)]. For rounds assessment, the research group showed significantly higher scores than the control group in all the items except " communication with patients" [(9.21±0.39) vs. (9.04±0.53)] and "patient satisfaction with nursing students" [(8.92±0.53) vs. (8.73±0.56)].Conclusions:The teaching method based on AR combined with TCD can improve nursing students' knowledge of cerebrovascular diseases, clinical nursing ability, and satisfaction with teaching.

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