1.Construction of a risk predictive model for ICU-acquired weakness in patients with mechanical ventilation based on machine learning
Jinxia JIANG ; Shuyang LIU ; Xiao SUN ; Meimei TIAN ; Yi LIU ; Jinling XU
Chinese Journal of Modern Nursing 2025;31(8):1059-1065
Objective:To screen risk factors for ICU-acquired weakness in patients with mechanical ventilation and construct a predictive model, so as to provide a basis for the health management of patients with mechanical ventilation.Methods:Convenience sampling was used to select 312 ICU patients with mechanical ventilation admitted to the Tenth People's Hospital of Tongji University from October 2019 to August 2020 for the study. Patients were divided into training set ( n=220) and test set ( n=92) in a 7∶3 ratio. Based on machine learning algorithms, decision random forest (DRF), extremely-randomized trees (XRT) and generalized linear model (GLM) were used to construct three ICU-acquired weakness risk prediction models for patients with mechanical ventilation, respectively. The performance of the prediction model was evaluated using the area under the receiver operating characteristic curve ( AUC), the area under the precision-recall curve ( AUPRC), and the root mean square error ( RMSE) . Results:There were 7 predictors of risk of ICU-acquired weakness in patients with mechanical ventilation, including age, gender, braking, duration of mechanical ventilation, blood glucose, lactic acid, and parenteral nutrition. Test set and training set validation showed that AUC and AUPRC of GLM prediction model were greater than those of DRF, XRT prediction model. Test set validation indicated that the RMSE, logarithmic loss of GLM prediction model was less than those of DRF, XRT prediction model. Conclusions:Machine learning algorithm based GLM prediction model has good prediction performance. Healthcare professionals can construct evidence-based decisions for interventions in areas such as braking, duration of mechanical ventilation, and blood glucose management.
2.Construction of a risk predictive model for ICU-acquired weakness in patients with mechanical ventilation based on machine learning
Jinxia JIANG ; Shuyang LIU ; Xiao SUN ; Meimei TIAN ; Yi LIU ; Jinling XU
Chinese Journal of Modern Nursing 2025;31(8):1059-1065
Objective:To screen risk factors for ICU-acquired weakness in patients with mechanical ventilation and construct a predictive model, so as to provide a basis for the health management of patients with mechanical ventilation.Methods:Convenience sampling was used to select 312 ICU patients with mechanical ventilation admitted to the Tenth People's Hospital of Tongji University from October 2019 to August 2020 for the study. Patients were divided into training set ( n=220) and test set ( n=92) in a 7∶3 ratio. Based on machine learning algorithms, decision random forest (DRF), extremely-randomized trees (XRT) and generalized linear model (GLM) were used to construct three ICU-acquired weakness risk prediction models for patients with mechanical ventilation, respectively. The performance of the prediction model was evaluated using the area under the receiver operating characteristic curve ( AUC), the area under the precision-recall curve ( AUPRC), and the root mean square error ( RMSE) . Results:There were 7 predictors of risk of ICU-acquired weakness in patients with mechanical ventilation, including age, gender, braking, duration of mechanical ventilation, blood glucose, lactic acid, and parenteral nutrition. Test set and training set validation showed that AUC and AUPRC of GLM prediction model were greater than those of DRF, XRT prediction model. Test set validation indicated that the RMSE, logarithmic loss of GLM prediction model was less than those of DRF, XRT prediction model. Conclusions:Machine learning algorithm based GLM prediction model has good prediction performance. Healthcare professionals can construct evidence-based decisions for interventions in areas such as braking, duration of mechanical ventilation, and blood glucose management.
3.Impacts of varicocele on the structure and proteomics of rat testis tissue: An experimental study.
Xu-Song ZHAO ; Bo FANG ; Cang-Yu TIAN ; Yan-Kang CUI ; Tian-Yi SHEN ; Su-Chun WANG ; Hao TANG ; Meng WU ; Feng XU
National Journal of Andrology 2024;30(12):1098-1104
OBJECTIVE:
To study the impacts of varicocele (VC) and varicocelectomy (VCT) on the proteomics of rat testis tissue, and to analyze the differential proteins and signaling pathways, and observe the microstructural changes of the testis tissue.
METHODS:
We selected 60 male SD rats and divided them into a sham operation (SO), a VC model control, and a VCT group. We harvested the testis tissues from the rats at 4 weeks after modeling for determination of the differential protein expressions by mass spectrometry, analysis of the changes in the protein signaling pathways by KEGG pathway repolarization, and observation of the microstructural changes in the spermatogenic cells under the transmission electron microscope (TEM).
RESULTS:
A total of 15 clinically significant proteins were effectively identified, among which RPS24, KIFAP3, HPX, RPL38, TOP2A, PRPF19, TRPM3, RPL32, CNBP and AHSG were upregulated, while RPS9, TKFC, SH3BGRL3, ACAA2 and FABP3 downregulated. The differential pathways found included the Type-I 4-aminobutyrate degradation pathway, eIF2 signaling pathway, and Type-III glutamate degradation pathway, which were all related to the pathogenesis of testicular growth arrest. Compared with the rats in the VCT group, those of the VC group rats showed ultrastructural changes in the testis tissue under the TEM, such as mitochondrial vacuolar degeneration, dense nucleoli, invagination of cell nuclear membranes, and irregularity, which were detrimental to the survival of testicular cells.
CONCLUSION
VCT affects the development and growth of the testis by altering the expressions of relevant proteins and influencing the changes of the gene pathways in the testicular cells, which may be one of the causes of VC inducing testis injury and testicular spermatogenic dysfunction. The changes in these molecular pathways can provide some theoretical evidence for an insight VC as well as potential therapeutic targets for its treatment.
Male
;
Animals
;
Varicocele/pathology*
;
Rats
;
Testis/ultrastructure*
;
Rats, Sprague-Dawley
;
Proteomics
;
Signal Transduction
;
Proteome
4.Construction and Testing of Health LifeStyle Evidence (HLSE)
Chen TIAN ; Yong WANG ; Yilong YAN ; Yafei LIU ; Yao LU ; Mingyao SUN ; Jianing LIU ; Yan MA ; Jinling NING ; Ziying YE ; Qianji CHENG ; Ying LI ; Jiajie HUANG ; Shuihua YANG ; Yiyun WANG ; Bo TONG ; Jiale LU ; Long GE
Medical Journal of Peking Union Medical College Hospital 2024;15(6):1413-1421
Healthy lifestyles and good living habits are effective strategies and important approaches to prevent chronic non-communicable diseases. With the development of evidence-based medicine, the evidence translation system has made some achievements in clinical practice. There is, however, no comprehensive, professional and efficient system for translating lifestyle evidence globally. Therefore, the Health Lifestyle Evidence (HLSE) Group of Lanzhou University constructed the HLSE Evidence Translation System (
5.Method for Developing Patient Decision Aid in China
Yao LU ; Qian ZHANG ; Qianji CHENG ; Jianing LIU ; Mingyao SUN ; Jinling NING ; Jiajie HUANG ; Simeng REN ; Wenzheng ZHANG ; Yajie LIU ; Xiyuan DENG ; Jinhui TIAN ; Jie LIU ; Long GE
Medical Journal of Peking Union Medical College Hospital 2024;15(6):1422-1431
To systematically construct a guideline to provide a methodological guide for researchers to develop patient decision aids. Through a literature review of international methodological guidance for developing patient decision aids, sorting out the similarities and differences in the processes and methods for developing patient decision aids, and combining them with the topic discussion of the working group, the initial guideline was drafted. A total of 13 guidances was included, with the initial version containing 3 phases, 13 steps, and 48 points. We invited 19 multidisciplinary domain experts for forming consensus. The final version of the guideline contains 3 phases, 11 steps, and 24 points. The guideline has great potential to guide the development of patient decision aids in China and is expected to fill the methodological gap in the field. In the future, several rounds of pilot testing of the guideline based on specific decision issues will be conducted, and the guideline will be further revised and improved.
6.Implementation Evaluation of Clinical Practice Guidelines for Integrative Medicine
Ziying YE ; Chen TIAN ; Yilong YAN ; Qiaofeng LI ; Jinling NING ; Tingting LI ; Long GE
Medical Journal of Peking Union Medical College Hospital 2024;15(2):413-421
7.Construction and Testing of Health LifeStyle Evidence (HLSE)
Chen TIAN ; Yong WANG ; Yilong YAN ; Yafei LIU ; Yao LU ; Mingyao SUN ; Jianing LIU ; Yan MA ; Jinling NING ; Ziying YE ; Qianji CHENG ; Ying LI ; Jiajie HUANG ; Shuihua YANG ; Yiyun WANG ; Bo TONG ; Jiale LU ; Long GE
Medical Journal of Peking Union Medical College Hospital 2024;15(6):1413-1421
Healthy lifestyles and good living habits are effective strategies and important approaches to prevent chronic non-communicable diseases. With the development of evidence-based medicine, the evidence translation system has made some achievements in clinical practice. There is, however, no comprehensive, professional and efficient system for translating lifestyle evidence globally. Therefore, the Health Lifestyle Evidence (HLSE) Group of Lanzhou University constructed the HLSE Evidence Translation System (
8.Method for Developing Patient Decision Aid in China
Yao LU ; Qian ZHANG ; Qianji CHENG ; Jianing LIU ; Mingyao SUN ; Jinling NING ; Jiajie HUANG ; Simeng REN ; Wenzheng ZHANG ; Yajie LIU ; Xiyuan DENG ; Jinhui TIAN ; Jie LIU ; Long GE
Medical Journal of Peking Union Medical College Hospital 2024;15(6):1422-1431
To systematically construct a guideline to provide a methodological guide for researchers to develop patient decision aids. Through a literature review of international methodological guidance for developing patient decision aids, sorting out the similarities and differences in the processes and methods for developing patient decision aids, and combining them with the topic discussion of the working group, the initial guideline was drafted. A total of 13 guidances was included, with the initial version containing 3 phases, 13 steps, and 48 points. We invited 19 multidisciplinary domain experts for forming consensus. The final version of the guideline contains 3 phases, 11 steps, and 24 points. The guideline has great potential to guide the development of patient decision aids in China and is expected to fill the methodological gap in the field. In the future, several rounds of pilot testing of the guideline based on specific decision issues will be conducted, and the guideline will be further revised and improved.
9.Effects of alternating food restriction on blood glucose, body mass index and blood lipids in overweight or obesity patients with type 2 diabetes mellitus
Wei LI ; Yuan TIAN ; Jinling ZHAO ; Lu LIANG ; Zhiqin TANG ; Shujiao ZHOU
Chinese Journal of Postgraduates of Medicine 2023;46(9):804-810
Objective:To explore the effect of alternating food restriction on blood glucose, body mass index (BMI) and blood lipids in overweight or obesity patients with type 2 diabetes mellitus.Methods:A prospective cohort study was used. Three hundred overweight or obesity type 2 diabetes mellitus patients with stable blood glucose control from December 2021 to February 2022 in Nanxiang Hospital, Jiading District of Shanghai City were selected. The patients were divided into alternating food restriction group (adopting alternating food restriction therapy, giving balanced meal plates, reducing 30% of calories intake every other day), low carbohydrate high protein group (adopting low carbohydrate and high protein therapy, giving low carbohydrate and high protein reduction meal plates, reducing 15% of calories intake every day) and balanced diet group (adopting balanced diet therapy, giving balanced meal plates) by random digits table method with 100 cases each. All three groups received intervention treatment for 6 months. The height and body mass before intervention and the end of intervention and 6 months after intervention were measured, and the BMI was calculated. The levels of glycosylated hemoglobin (HbA 1c), fasting blood glucose (FBG), 2 h postprandial blood glucose (2 h PBG), triacylglycerol (TG), total cholesterol (TC) and low-density lipoprotein cholesterol (LDL-C) were measured. Results:At the end, 280 cases were completed the study. There were 90 cases in the alternating food restriction group, 90 cases in the low carbohydrate high protein group, and 100 cases in the balanced diet group. There were no statistical differences in HbA 1c, FBG, 2 h PBG, BMI, TG, TC and LDL-C before intervention among the three groups ( P>0.05). At the end of the intervention, the HbA 1c and FBG in alternating food restriction group and low carbohydrate high protein group were significantly lower than those in balanced diet group: (6.50 ± 0.39)% and (6.67 ± 0.30)% vs. (6.79 ± 0.32)%, (6.47 ± 0.61) and (6.80 ± 0.30) mmol/L vs. (6.94 ± 0.37) mmol/L, the indexes in alternating food restriction group were significantly lower than those in low carbohydrate high protein group, and there were statistical difference ( P<0.05); the 2 h PBG and BMI in alternating food restriction group and the low carbohydrate high protein group were significantly lower than those in balanced diet group: (8.83 ± 0.63) and (8.81 ± 0.70) mmol/L vs. (9.45 ± 0.85) mmol/L, (25.99 ± 2.13) and (26.53 ± 2.16) kg/m 2 vs. (27.24 ± 2.24) kg/m 2, and there were statistical differences ( P<0.05), there were no statistical differences in 2 h PBG and BMI between alternating food restriction group and the low carbohydrate high protein group ( P>0.05). Six months after intervention, the HbA 1c, 2 h PBG and BMI in alternating food restriction group were significantly lower than those in low carbohydrate high protein group and balanced diet group: (6.62 ± 0.29)% vs. (6.79 ± 0.19)% and (6.84 ± 0.23)%, (9.21 ± 0.53) mmol/L vs. (9.48 ± 0.66) and (9.55 ± 0.51) mmol/L, (25.60 ± 1.67) kg/m 2 vs. (27.26 ± 2.42) and (27.79 ± 2.49) kg/m 2, and there were statistical differences ( P<0.05), there were no statistical differences in HbA 1c, 2 h PBG and BMI between low carbohydrate high protein group and balanced diet group ( P>0.05). At the end of intervention and 6 months after intervention, there were statistical differences in TG, TC and LDL-C among the three groups ( P<0.05); among them, the TG in alternating food restriction group was significantly lower than that in low carbohydrate high protein group and the balanced diet group: (1.67 ± 0.70) mmol/L vs. (1.99 ± 0.89) and (2.49 ± 0.94) mmol/L, (1.70 ± 0.71) mmol/L vs. (2.04 ± 0.96) and (2.53 ± 1.08) mmol/L, and there were statistical differences ( P<0.05), there was no statistical difference in TG between the low carbohydrate high protein group and balanced diet group ( P>0.05). Conclusions:The alternating food restriction therapy in overweight or obesity patients with type 2 diabetes mellitus can not only reduce blood glucose, improve blood lipids, but also reduce BMI, and the overall effect is better than that of low carbohydrate high protein therapy.
10.Long-term outcomes of 328 patients with of autism spectrum disorder after fecal microbiota transplantation.
Chen YE ; Qi Yi CHEN ; Chun Lian MA ; Xiao Qiong LV ; Bo YANG ; Hong Liang TIAN ; Di ZHAO ; Zhi Liang LIN ; Jia Qu CUI ; Ning LI ; Huanlong QIN
Chinese Journal of Gastrointestinal Surgery 2022;25(9):798-803
Objective: To evaluate the efficacy and safety of fecal microbiota transplantation (FMT) in the treatment of autism spectrum disorder (ASD). Methods: A longitudinal study was conducted. Clinical data from ASD patients with gastrointestinal symptoms and who underwent FMT in the Tenth People's Hospital affiliated to Tongji University or Jinling Hospital between May 2012 to May 2021 were retrospectively collected. Scores derived from the autism behavior checklist (ABC), the childhood autism rating scale (CARS), the Bristol stool form scale (BSFS), and the gastrointestinal symptom rating scale (GSRS) were analyzed at baseline and at the 1st, 3rd, 6th, 12th, 24th, 36th, 48th and 60th month after FMT. Records of any adverse reactions were collected. Generalized estimating equations were used for analysis of data on time points before and after FMT. Results: A total of 328 patients met the inclusion criteria for this study. Their mean age was 6.1±3.4 years old. The cohort included 271 boys and 57 girls. The percentage of patients remaining in the study for post-treatment follow-up at the 1st, 3rd, 12th, 24th, 36th, 48th and 60th month were as follows: 303 (92.4%), 284 (86.7%), 213 (64.9%), 190 (57.9%), 143 (43.6%), 79 (24.1%), 46 (14.0%), 31 (9.5%). After FMT, the average ABC score was significantly improved in the first 36 months and remained improved at the 48th month. However, the average score was not significantly different from baseline by the 60th month (1st-36th month, P<0.001; 48th month, P=0.008; 60th month, P=0.108). The average CARS score improved significantly during the first 48 months and remained improved at the 60th month (1st-48th month, P<0.001; 60th month, P=0.010). The average BSFS score was also significantly improved in the first 36 months (with an accompanying stool morphology that resembled type 4). This improvement was maintained at the 48th month. However, the average score was similar to baseline at the 60th month (1st-36th month, P<0.001; 48th month, P=0.008; 60th month, P=0.109). The average GSRS score was significantly improved during the first 24 months, but not afterwards (1st-24th month, P<0.001; 36th month, P=0.209; 48th month, P=0.996; 60th month, P=0.668). The adverse events recorded during treatment included abdominal distension in 21 cases (6.4%), nausea in 14 cases (4.3%), vomiting in 9 cases (2.7%), abdominal pain in 15 cases (4.6%), diarrhea in 18 cases (5.5%), fever in 13 cases (4.0%), and excitement in 24 cases (7.3%). All adverse reactions were mild to moderate and improved immediately after suspension of FMT or on treatment of symptoms. No serious adverse reactions occurred. Conclusion: FMT has satisfactory long-term efficacy and safety for the treatment of ASD with gastrointestinal symptoms.
Autism Spectrum Disorder/therapy*
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Child
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Child, Preschool
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Fecal Microbiota Transplantation/adverse effects*
;
Feces
;
Female
;
Gastrointestinal Diseases
;
Humans
;
Longitudinal Studies
;
Male
;
Retrospective Studies

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