1.Quantile regression and random forest analysis on influencing factors of the subjective well-being of the elderly
Hongqiang SHI ; Yuxi LIU ; Xiangren YI ; Haifeng DING ; Xianglei ZHU ; Chonghua WAN
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(6):545-551
Objective:To explore the influencing factors of the subjective well-being of elderly individuals and improve the accuracy of well-being predictions.Methods:A multi-stage stratified sampling method was conducted in Guangdong province and Guangxi Zhuang autonomous region from August 2019 to October 2020. The health status and subjective well-being of older adults were assessed using a self-administered multidimensional health questionnaire, while overall well-being was evaluated with a single-item 5-point scale. The statistical analysis was performed using R software (version 4.3.2), with analytical methods including χ2 tests, univariate analysis, quantile regression and random forest model. Results:A total of 2 620 participants were recruited, and 70.9% of whom reported feeling happy.The depression symptom score of the elderly was 3.00(1.00, 6.00), emotional status score was (28.26±4.14), activities of daily living (ADL) score was 69.00(52.00, 81.00), and the body mass index(BMI) was (22.68±3.81)kg/m 2.The quantile regression results indicated that marital status (married)(Q 10: β=0.049; Q 50: β=0.014; Q 90: β=0.005) and depressive symptoms (no depression, depressive tendency)(Q 10: β=1.000; Q 50: β=1.000; Q 90: β=0.025) had varying effects on older adults' subjective well-being across three quantiles (Q 10, Q 50, Q 90)(all P<0.05). In contrast, social activity (no social activity)(Q 10: β=-0.072; Q 50: β=-0.011; Q 90: β=-0.006), ADL (severe disability, moderate disability, mild disability)(Q 10: β=-0.103, Q 50: β=-0.006, Q 90: β=-0.048; Q 10: β=-0.063, Q 50: β=-0.012, Q 90: β=-0.005; Q 10: β=-0.078, Q 50: β=-0.016, Q 90: β=-0.009), and emotional status (poor emotion, fair emotion)(Q 10: β=-0.261, Q 50: β=-0.009, Q 90: β=-0.025; Q 10: β=-0.140, Q 50: β=-0.017, Q 90: β=-0.029) had a negative impact on elderly subjective well-being at the three quantile points(all P<0.05). Random forest results indicated that depressive symptoms, ADL, emotional status, household monthly income per capita, BMI, social activity, multimorbidity status, and marital status were the most important determinants of subjective well-being. Conclusion:Depressive symptoms and emotional status have a significant impact on the subjective well-being of older adults. Additionally, ADL, household income per capita, BMI, and social engagement also play important roles in influencing well-being, while the emotional support provided by marriage should not be overlooked.
2.Ultrasound-guided sacral canal injection of Neurotropin and comprehensive rehabilitation for the aftermath of se-vere sacral plexus injury:a case report
Haifeng ZHU ; Guifeng QIAN ; Yuqin DAN ; Jingchun GAO ; Tingting TANG ; Ming HUO ; Shaodong XIE
Chinese Journal of Rehabilitation Theory and Practice 2025;31(4):476-483
Objective To observe the effect of ultrasound-guided sacral canal injection of Neurotropin combined with comprehen-sive rehabilitation on severe sacral plexus injury after sacral fracture.Methods A case with severe sacral plexus injury ten months after sacral fracture was reviewed.He accepted ultrasound-guided sacral canal injection of Neurotropin along with comprehensive rehabilitation,and was assessed with American Spinal Injury Association Impairment Scale(AIS)impairment scale,manual muscle testing,Visual An-alog Scale(VAS),modified Barthel Index(MBI),Short-form of Health Survey(SF-36)and Functional Gait As-sessment(FGA),and measured the nerve conduction velocity and the structural organization of the sacrococcy-geal ligament using nerve conduction velocity tests,electromyography(EMG)and ultrasound examination be-fore and after treatment.Results After four weeks and ten weeks of treatment,the muscle strength,and scores of MBI,FGA and SF-36 increased,while the ASIA score improved from grade D to grade E,and VAS score decreased.During follow-up,the VAS score and physical pain and general health status scores of the SF-36 increased.After ten weeks of treatment,nerve conduction velocity increased,latency shortened,and the amplitude of evoked action potentials increased.The presence of spontaneous sharp waves decreased,and the peak of active potentials increased.The peak of ac-tive potentials in the right gluteus maximus,vastus lateralis and gastrocnemius muscles increased.The structural organization of the sacrococcygeal ligament appeared clearer and more orderly.No adverse reaction was ob-served.Conclusion Ultrasound-guided sacral canal injection of Neurotropin combined with comprehensive rehabilitation is ef-fective on pain,activities of daily living and quality of life for patients with severe sacral plexus injury during the sequelae period.
3.Predictive value of machine learning models based on CT imaging features for papillary thyroid carcinoma
Hanlin ZHU ; Bo FENG ; Haifeng ZHANG ; Meihua ZHANG ; Min TIAN ; Tong ZHANG ; Peiying WEI ; Zhijiang HAN
Chinese Journal of Endocrine Surgery 2025;19(1):68-73
Objective:To establish three machine learning prediction models based on CT imaging characteristics of papillary thyroid carcinoma (PTC) , and use SHAP (shapley additive explanations) analysis to investigate the contribution of each CT image features in the best model.Methods:CT imaging features in 426 cases of 440 PTCs confirmed pathologically from Jan. 2016 to Jan. 2021 at the affiliated Hangzhou First People’s Hospital of Westlake University Medical School were retrospectively analyzed. compared with 467 cases of 528 nodular goiter (NG) , evaluating the distribution of four CT characteristics: cookie bite sign, enhanced range of narrowing/blur (ERNB) , microcalcifications, and irregular shape. We split the data into 8∶2 ratio for training and testing sets, then constructed three machine learning models using XGBoost, RF, and SVM. Based on AUC, accuracy, F1 score, and other metrics, we selected the best model. Lastly, we used SHAP values to assess each CT feature’s contribution and positive/negative effects on the model.Results:Among 440 PTC and 528 NG nodules, CT features like cookie bite sign, ERNB, microcalcifications, and irregular shape occurred in 326 and 30 ( χ 2=483.05, P<0.001) , 363 and 106 ( χ 2=374.45, P<0.001) , 158 and 53 ( χ 2=94.24, P<0.001) , and 354 and 52 ( χ 2=491.34, P<0.001) nodules, respectively. The machine learning models built using XGBoost, RF, and SVM had AUC, accuracy, and F1 scores ranging from 0.884~0.925, 0.867~0.873, and 0.844~0.854 respectively on the training set. On the test set, the scores ranged from 0.869~0.923, 0.845~0.871, and 0.803~0.845. Among them, the XGBoost model demonstrated the highest diagnostic performance on the test set. Among the four CT features, irregular shape had the highest absolute SHAP value, positively contributing to PTC diagnosis. Conclusion:XGBoost model showed the highest PTC diagnostic performance. Irregular shape had the greatest positive impact on PTC diagnosis.
4.Quantile regression and random forest analysis on influencing factors of the subjective well-being of the elderly
Hongqiang SHI ; Yuxi LIU ; Xiangren YI ; Haifeng DING ; Xianglei ZHU ; Chonghua WAN
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(6):545-551
Objective:To explore the influencing factors of the subjective well-being of elderly individuals and improve the accuracy of well-being predictions.Methods:A multi-stage stratified sampling method was conducted in Guangdong province and Guangxi Zhuang autonomous region from August 2019 to October 2020. The health status and subjective well-being of older adults were assessed using a self-administered multidimensional health questionnaire, while overall well-being was evaluated with a single-item 5-point scale. The statistical analysis was performed using R software (version 4.3.2), with analytical methods including χ2 tests, univariate analysis, quantile regression and random forest model. Results:A total of 2 620 participants were recruited, and 70.9% of whom reported feeling happy.The depression symptom score of the elderly was 3.00(1.00, 6.00), emotional status score was (28.26±4.14), activities of daily living (ADL) score was 69.00(52.00, 81.00), and the body mass index(BMI) was (22.68±3.81)kg/m 2.The quantile regression results indicated that marital status (married)(Q 10: β=0.049; Q 50: β=0.014; Q 90: β=0.005) and depressive symptoms (no depression, depressive tendency)(Q 10: β=1.000; Q 50: β=1.000; Q 90: β=0.025) had varying effects on older adults' subjective well-being across three quantiles (Q 10, Q 50, Q 90)(all P<0.05). In contrast, social activity (no social activity)(Q 10: β=-0.072; Q 50: β=-0.011; Q 90: β=-0.006), ADL (severe disability, moderate disability, mild disability)(Q 10: β=-0.103, Q 50: β=-0.006, Q 90: β=-0.048; Q 10: β=-0.063, Q 50: β=-0.012, Q 90: β=-0.005; Q 10: β=-0.078, Q 50: β=-0.016, Q 90: β=-0.009), and emotional status (poor emotion, fair emotion)(Q 10: β=-0.261, Q 50: β=-0.009, Q 90: β=-0.025; Q 10: β=-0.140, Q 50: β=-0.017, Q 90: β=-0.029) had a negative impact on elderly subjective well-being at the three quantile points(all P<0.05). Random forest results indicated that depressive symptoms, ADL, emotional status, household monthly income per capita, BMI, social activity, multimorbidity status, and marital status were the most important determinants of subjective well-being. Conclusion:Depressive symptoms and emotional status have a significant impact on the subjective well-being of older adults. Additionally, ADL, household income per capita, BMI, and social engagement also play important roles in influencing well-being, while the emotional support provided by marriage should not be overlooked.
5.Evaluation of the reliability and validity of the Chinese listening self-efficacy questionnaire
Wenling JIANG ; Junyan ZHU ; Qian ZHOU ; Yuqi JIN ; Yan REN ; Haifeng LI ; Zhi-wu HUANG
Journal of Audiology and Speech Pathology 2025;33(2):134-139
Objective To develop and translate the Chinese listening self-efficacy questionnaire(C-LSEQ)and to test its reliability and validity.Methods A total of 172 subjects aged≥60 years with age-related hearing loss completed the C-LSEQ questionnaire via direct interviews.Pure tone hearing threshold test,Mandarin hearing in noise test,and the hearing handicap inventory for elderly-screening(HHIE-S)were evaluated.Twenty subjects were randomly selected from the original group to complete the C-LSEQ questionnaire in 2 weeks after the initial evaluation.Results ① Reliability:The Cronbach's a coefficients of the three sub-dimensions and the overall ques-tionnaire were all>0.8,and the test-retest reliability coefficients of the three sub-dimensions and the overall ques-tionnaire were all>0.9(P<0.001).② Validity:The experts collectively evaluated the representativeness of the statements with good content validity.The convergent validity test showed that the composite reliability(CR)of the 2 sub-dimensions and the overall questionnaire were all>0.7,and the average variance extracted(AVE)were all>0.5.The CR value of the complex listening dimension was 0.655,and the AVE value was 0.937.The criterion validity test showed that the overall questionnaire and the three sub-dimensions of the C-LSEQ were significantly correlated with the pure-tone average,speech recognition thresholds in noise,and HHIE-S(P<0.001).Conclusion The C-LSEQ exhibits stable structure,with good reliability and validity.It can be used to assess listen-ing self-efficacy in adults with hearing loss,especially in the elderly with age-related hearing loss.
6.Intensive preoperative functional training can improve the balance and functional recovery of persons undergoing total knee arthroplasty
Genchun GUO ; Zhenhua ZHU ; Wanlang LI ; Feixiang MA ; Lei JIANG ; Haifeng LI ; Honghua DONG
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(8):727-733
Objective:To explore the effect of preoperative intensive functional training on the balance and functional recovery of patients with knee osteoarthritis (KOA) receiving total knee arthroplasty (TKA).Methods:Sixty KOA patients were randomly divided into an outpatient group, a home-based group and a control group, each of 20. Before their TKAs, both the outpatient and home-based groups underwent intensive functional training for 4 weeks, while the control group did nothing special. After the TKA, all received 4 weeks of standardized postoperative rehabilitation training. Before any training, after the 4 weeks of preoperative training and 4 weeks after the TKAs, all of the subjects performed the timed up and go test (TUGT), and their joint range of motion (ROM) was recorded. They also completed the 30-second chair stand strength test (30sCST), and the 6-minute walk exercise endurance test (6MWT). KOA osteoarthritis indices (WOMACs) were also recorded.Results:After the 4 weeks of preoperative training, significant differences were observed in the trajectory length, elliptical area and TUGT times of both the outpatient and home-based groups. Four weeks after the TKAs, significant differences were observed in all of the measurements in all three groups, but the results of the outpatient and home-based groups were significantly better than those of the control group, on average. After the 4 weeks of postoperative training, there were significant differences between the outpatient and home-based groups in terms of the average knee flexion angle, knee extension angle, 30sCST and 6MWT results. There were significant differences among the 3 groups in all of the measurements 4 weeks after the TKAs, with those of the two training groups showing significantly better results than the control group. The pain scores, stiffness scores, function scores and total WOMAC scores had improved significantly compared with the control group, but the average function and total WOMAC scores of the outpatient group (24.25±2.38) and (35.41±3.02) were then significantly superior to the home-based group′s averages.Conclusions:Intensive preoperative functional training conducted in an outpatient clinic or at home can significantly improve the balance, lower limb strength, exercise endurance and symptoms of KOA patients after TKA.
7.Effect of progressive resistance training on inflammatory markers, motor function and quality of life in the elderly after total knee arthroplasty
Genchun GUO ; Honghua DONG ; Haifeng LI ; Zhenhua ZHU ; Xin SHAO ; Weifeng XU
Chinese Journal of Health Management 2025;19(7):536-542
Objective:To investigate the effect of progressive resistance training on inflammatory markers, motor function and quality of life in the elderly after total knee arthroplasty (TKA).Methods:This study was a randomized controlled trial. A total of 46 elderly patients aged≥60 years who underwent total knee arthroplasty in the Affiliated Hospital 6 of Nantong University from January 2023 to June 2024 were selected and divided into experimental group and control group by computer random number method (23 cases in each group). The control group received routine rehabilitation management intervention, progressive resistance training was added to the experimental group on the basis of the control group, and all patients were intervened for 4 weeks. Interleukin-6 (IL-6), C-reactive protein (CRP), erythrocyte sedimentation rate (ESR), 30-Second Chair Stand Test (30sCST), Knee Society Score (KSS), and World Health Organization Quality of Life Scale-Brief Form Questionnaire (WHOQOL-BREF) scores were measured at 1 day before operation, 2 weeks and 4 weeks after operation, and were compared respectively.Results:At 2 and 4 weeks after operation, the levels of IL-6 [(22.44±2.17) and (9.91±1.41) pg/ml], CRP[(19.61±2.20) and (3.17±0.40) mg/L] and ESR[(44.85±3.78) and (28.28±3.31) mm/1 h] in the experimental group were significantly lower than those in control group [IL-6: (24.65±1.77) and (11.35±1.67) pg/ml, CRP: (23.24±2.69) and (4.15±0.45) mg/L and ESR: (48.54±3.66) and (34.60±2.98) mm/1 h](all P<0.05). At 2 and 4 weeks after operation, the 30sCST[(9.87±0.92) and (11.83±1.03) times], clinical scores of KSS[(48.44±3.13) and (71.09±3.30) points], functional scores of KSS[(40.44±3.96) and (69.35±4.07) points] in the experimental group were significantly higher than those in control group [30sCST: (9.30±0.70) and (10.52±0.79) times, clinical scores of KSS: (46.17±2.86) and (67.00±2.89) points, functional scores of KSS: (38.91±3.68) and (66.30±5.05) points](all P<0.05). At 2 weeks after operation, the scores of physical health, mental health and social relations in the WHOQOL-BREF of the experimental group [(16.96±1.02), (17.96±1.46) and (6.74±0.62) points], which were significantly higher than those in the control group [(16.09±1.08), (17.14±1.12), (6.44±0.51) points](all P<0.05). There was no significant difference in the environmental condition score between the two groups. At 4 weeks after operation, the scores of physical health, mental health, social relations and environmental conditions in WHOQOL-BREF of the experimental group [(22.09±1.81), (22.17±2.19), (12.09±1.28) and (33.91±2.26) points] were significantly higher than those in the control group [(19.65±1.80), (20.39±1.95), (10.17±1.30), (31.96±2.51) points] (all P<0.05). Conclusion:Progressive resistance training can effectively reduce the inflammatory response in the elderly after total knee arthroplasty, enhance lower limb muscle strength and knee joint function, and improve the quality of life.
8.Expert Consensus on Classification of Hand Degloving Injures and Emergency Repair of Avulsion Skin
Jihui JU ; Gang ZHAO ; Yongjun RUI ; Xin WANG ; Weiyang GAO ; Xiaoheng DING ; Qingtang ZHU ; Xianyou ZHENG ; Yongqing XU ; Shanlin CHEN ; Juyu TANG ; Lei XU ; Jianxi HOU ; Huaqiao WANG ; Jingyi MI ; Haifeng SHI ; Shusen CUI ; Chunlin HOU ; Liqiang GU
Chinese Journal of Microsurgery 2025;48(2):121-134
Hand degloving injury represents one of the most severe forms of hand trauma, characterised by challenging treatment and a complex prognostic outcome. It is crucial to effectively utilise the degloved tissues in emergency or primary repair of a hand degloving injury. This consensus provides a comprehensive review of the existing literature on definition, classification, emergency assessment, debridement, judgment of skin viability, in situ repair of the degloved skin, and adjunctive treatment for degloving injury of hand. Based on conclusion of both domestic and international experiences, this expert consensus on the classification of hand degloving injury and the emergency repair with the avulsed skin is established, aiming to provide a guidance to surgeons on standardised treatment strategy and improve the management of hand degloving injury.
9.Evaluation of the reliability and validity of the Chinese listening self-efficacy questionnaire
Wenling JIANG ; Junyan ZHU ; Qian ZHOU ; Yuqi JIN ; Yan REN ; Haifeng LI ; Zhi-wu HUANG
Journal of Audiology and Speech Pathology 2025;33(2):134-139
Objective To develop and translate the Chinese listening self-efficacy questionnaire(C-LSEQ)and to test its reliability and validity.Methods A total of 172 subjects aged≥60 years with age-related hearing loss completed the C-LSEQ questionnaire via direct interviews.Pure tone hearing threshold test,Mandarin hearing in noise test,and the hearing handicap inventory for elderly-screening(HHIE-S)were evaluated.Twenty subjects were randomly selected from the original group to complete the C-LSEQ questionnaire in 2 weeks after the initial evaluation.Results ① Reliability:The Cronbach's a coefficients of the three sub-dimensions and the overall ques-tionnaire were all>0.8,and the test-retest reliability coefficients of the three sub-dimensions and the overall ques-tionnaire were all>0.9(P<0.001).② Validity:The experts collectively evaluated the representativeness of the statements with good content validity.The convergent validity test showed that the composite reliability(CR)of the 2 sub-dimensions and the overall questionnaire were all>0.7,and the average variance extracted(AVE)were all>0.5.The CR value of the complex listening dimension was 0.655,and the AVE value was 0.937.The criterion validity test showed that the overall questionnaire and the three sub-dimensions of the C-LSEQ were significantly correlated with the pure-tone average,speech recognition thresholds in noise,and HHIE-S(P<0.001).Conclusion The C-LSEQ exhibits stable structure,with good reliability and validity.It can be used to assess listen-ing self-efficacy in adults with hearing loss,especially in the elderly with age-related hearing loss.
10.JMJD1C forms condensate to facilitate a RUNX1-dependent gene expression program shared by multiple types of AML cells.
Qian CHEN ; Saisai WANG ; Juqing ZHANG ; Min XIE ; Bin LU ; Jie HE ; Zhuoran ZHEN ; Jing LI ; Jiajun ZHU ; Rong LI ; Pilong LI ; Haifeng WANG ; Christopher R VAKOC ; Robert G ROEDER ; Mo CHEN
Protein & Cell 2025;16(5):338-364
JMJD1C (Jumonji Domain Containing 1C), a member of the lysine demethylase 3 (KDM3) family, is universally required for the survival of several types of acute myeloid leukemia (AML) cells with different genetic mutations, representing a therapeutic opportunity with broad application. Yet how JMJD1C regulates the leukemic programs of various AML cells is largely unexplored. Here we show that JMJD1C interacts with the master hematopoietic transcription factor RUNX1, which thereby recruits JMJD1C to the genome to facilitate a RUNX1-driven transcriptional program that supports leukemic cell survival. The underlying mechanism hinges on the long N-terminal disordered region of JMJD1C, which harbors two inseparable abilities: condensate formation and direct interaction with RUNX1. This dual capability of JMJD1C may influence enhancer-promoter contacts crucial for the expression of key leukemic genes regulated by RUNX1. Our findings demonstrate a previously unappreciated role for the non-catalytic function of JMJD1C in transcriptional regulation, underlying a mechanism shared by different types of leukemias.
Core Binding Factor Alpha 2 Subunit/genetics*
;
Humans
;
Leukemia, Myeloid, Acute/pathology*
;
Jumonji Domain-Containing Histone Demethylases/chemistry*
;
Gene Expression Regulation, Leukemic
;
Oxidoreductases, N-Demethylating/genetics*
;
Cell Line, Tumor

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