1.Construction and validation of machine learning predictive models for the risk of metabolic associated fatty liver disease
Linjie QIU ; Haiyan REN ; Yan REN ; Meijie LI ; Chacha ZOU ; Zijing WU ; Jin ZHANG
Journal of Clinical Hepatology 2026;42(4):848-855
ObjectiveTo investigate the value of predictive models established based on machine learning methods in predicting the risk of metabolic associated fatty liver disease (MAFLD), and to analyze its key risk factors. MethodsA retrospective analysis was performed for the 50 variables of 2 168 healthy individuals who underwent physical examination in Department of Health Assessment, Xiyuan Hospital, China Academy of Chinese Medical Sciences, from January 2021 to December 2024, including body composition, past history, and laboratory tests, and according to whether they were diagnosed with MAFLD or not, they were divided into MAFLD group with 265 individuals and non-MAFLD group with 1 903 individuals. The Mann-Whitney U test was used for comparison of continuous data between two groups, and the chi-square test was used for comparison of categorical data between two groups. Randomly split the research data into a training set and a validation set in a 70% to 30% ratio. Predictive factors were screened from the training set data using univariate analysis, LASSO regression, and multivariate Logistic regression analysis. Predictive models were then constructed using seven machine learning methods: Logistic regression, decision tree, random forest (RF), eXtreme gradient boosting, light gradient boosting machine, support vector machine, and artificial neural network. Model performance was evaluated by plotting receiver operating characteristic curve for the validation set and calculating the area under the curve (AUC), sensitivity, specificity, and Youden index for each model. Furthermore, the SHapley Additive exPlanation (SHAP) method was used to analyze the contribution of variables in the optimal model. ResultsThe prevalence rate of MAFLD among the 2 168 subjects was 12.22% (265/2 168). Smoking, diastolic blood pressure, phase angle, visceral fat area, muscle fat ratio, waist-to-hip ratio, aspartate aminotransferase, non-HDL-C/HDL-C ratio, triglyceride-glucose index, and gallstones were independent risk factors for MAFLD (all P<0.05). The seven predictive models of support vector machine, eXtreme gradient boosting, decision tree, light gradient boosting machine, artificial neural network, RF, and Logistic regression had an AUC of 0.738, 0.754, 0.757, 0.786, 0.795, 0.796, and 0.815, respectively, in the validation set, among which the RF model had the best discriminatory ability (AUC=0.796, 95% confidence interval: 0.754 — 0.839), with a sensitivity of 81.01%, a specificity of 63.16%, and a Youden index of 44.17%. The SHAP analysis showed that visceral fat area, waist-to-hip ratio, and diastolic blood pressure were the top three predictive factors in terms of importance. ConclusionThe RF model, constructed based on body composition and clinical indicators, has a good performance in predicting the risk of MAFLD, and its interpretability can help to identify high-risk individuals in the early stage in clinical practice.
2.Advances in 3D Printing Technology for Bolus in Radiation Therapy.
Yu CHENG ; Haiyan PENG ; Fu JIN ; Xu MA
Chinese Journal of Medical Instrumentation 2025;49(2):154-160
3D printing technology, with a layer-by-layer construction method, enables the fabrication of intricately shaped and customizable bolus. In contrast to traditional preparation methods, 3D printing technology addresses challenges such as poor bolus fit and cumbersome production processes, offering a novel approach to efficient and personalized bolus fabrication. This article discusses the research progress of 3D printing technology in radiotherapy bolus from aspects such as the preparation process, clinical application, and research advancements, combined with the actual printing experience of Department of Radiation Oncology in Chongqing University Cancer Hospital.
Printing, Three-Dimensional
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Humans
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Radiotherapy/methods*
3.Engineering cellular dephosphorylation boosts (+)-borneol production in yeast.
Haiyan ZHANG ; Peng CAI ; Juan GUO ; Jiaoqi GAO ; Linfeng XIE ; Ping SU ; Xiaoxin ZHAI ; Baolong JIN ; Guanghong CUI ; Yongjin J ZHOU ; Luqi HUANG
Acta Pharmaceutica Sinica B 2025;15(2):1171-1182
(+)-Borneol, the main component of "Natural Borneol" in the Chinese Pharmacopoeia, is a high-end spice and precious medicine. Plant extraction cannot meet the increasing demand for (+)-borneol, while microbial biosynthesis offers a sustainable supply route. However, its production was extremely low compared with other monoterpenes, even with extensively optimizing the mevalonate pathway. We found that the key challenge is the complex and unusual dephosphorylation reaction of bornyl diphosphate (BPP), which suffers the side-reaction and the competition from the cellular dephosphorylation process, especially lipid metabolism, thus limiting (+)-borneol synthesis. Here, we systematically optimized the dephosphorylation process by identifying, characterizing phosphatases, and balancing cellular dephosphorylation metabolism. For the first time, we identified two endogenous phosphatases and seven heterologous phosphatases, which significantly increased (+)-borneol production by up to 152%. By engineering BPP dephosphorylation and optimizing the MVA pathway, the production of (+)-borneol was increased by 33.8-fold, which enabled the production of 753 mg/L under fed-batch fermentation in shake flasks, so far the highest reported in the literature. This study showed that rewiring dephosphorylation metabolism was essential for high-level production of (+)-borneol in Saccharomyces cerevisiae, and balancing cellular dephosphorylation is also helpful for efficient biosynthesis of other terpenoids since all whose biosynthesis involves the dephosphorylation procedure.
4.Reliability and validity of the Chinese version of the Consultation and Relational Empathy (CARE) measure in Mandarin speaking population
Feiyue WANG ; Yun WEI ; Haiyan YU ; Yanli LIU ; Yali ZHAO ; Xiaoqin LU ; Guanghui JIN
Chinese Journal of General Practitioners 2025;24(6):713-721
Objective:To evaluate the reliability and validity of the Chinese version of Consultation and Relational Empathy (CARE) Measure in the Mandarin speaking population.Methods:From March to June 2018, patient interviews and expert consultations were conducted to explore problems of CARE in Mandarin context and preliminary revisions were made to the measure, then the final adapted tool was developed. A questionnaire survey on the validity of the measure was conducted from July to August 2018, among 373 patients from three community health service centers in Beijing Chaoyang District, selected by convenience sampling. The questionnaire included general information of participants and the revised CARE measure. The results of the survey were analyzed for the reliability and validity of Chinese version of CARE measure.Results:In the culture adaptation stage, 30 word-changes and 13 phrase-changes were made to improve the cultural adaptation of CARE. A total of 373 valid questionnaires were were collected with a valid recovery rate of 100.0%. The participants had a mean age of (60.8±13.12) years, with females of 68.6% (256/373), junior high school or high school education of 58.7% (219/373), and retirees of 71.3% (266/373). The results showed that there was a significant difference in scores of each item between the high group (top 27%) and the low group (bottom 27%) ( P<0.001). There was a positive correlation between each item and the total score, with a correlation coefficient between 0.817 and 0.868 ( P<0.001). The reliability analysis results show that the Cronbach′s α of the revised CARE was 0.960. In the content validity analysis, among the 10 items, the proportion of patients who considered the item "not applicable" was between 1.1% and 4.8%, and the proportion who considered the item "important" was between 92.8% and 96.2%. In exploratory factor analysis, KMO=0.944 and Bartlett′s sphericity test P<0.001. One common factor with an eigenvalue>1 was extracted, and the cumulative variance explained by which was 73.85%, with the load value of each item of 0.815-0.909. Conclusion:The revised Chinese version of CARE measure shows good reliability and validity and it can be applied in primary care settings for Mandarin speaking population.
5.Prevalence and influencing factors of arteriosclerosis in different examination items in health check-up population
Yujing JIN ; Ying GAO ; Wei WEI ; Haiyan SU ; Qing ZHANG
Chinese Journal of Health Management 2025;19(5):329-334
Objective:To analyze the prevalence and influencing factors of arteriosclerosis in different examination items in health check-up population.Methods:It was a cross-sectional study. A total of 4 479 subjects who underwent fundus, carotid artery color ultrasound and arteriosclerosis detector examinations in the Health Management Center at Tianjin Medical University General Hospital from January to December 2019 were selected as the study objects. The data including age, gender, family history and biochemical indicators were collected. The detection outcomes of arteriosclerosis and the distribution in different age and gender subgroups were analyzed. Kappa consistency test was used to analyze the consistency of different examination items of arteriosclerosis examination. The multiple logistic regression model was used to analyze the influencing factors of different examination items of arteriosclerosis detection. Results:Among the 4 479 subjects included in the analysis, 2 450 were male and 2 029 were female, with a mean age of (44.48±8.12) years. Arteriosclerosis was detected in one examination item in 1 167 cases (26.05%), 1 042 cases (23.26%) in two examination items, and 617 cases (13.78%) in three examination items, respectively. Among patients aged ≤40 years, 149 cases (18.91%) were detected with arteriosclerosis. In the age group of 40<-60 years, arteriosclerosis was detected in 2 660 patients (72.40%). All patients >60 years old exhibited arteriosclerosis, with 16 cases (94.12%) showing ≥2 items of arteriosclerosis. The results of fundus and carotid artery color Doppler ultrasound, fundus and arteriosclerosis detector, carotid artery color Doppler ultrasound and arteriosclerosis detector all demonstrated moderate consistency ( Kappa=0.32, 0.34, 0.24; all P<0.01). Logistic regression analysis revealed that the age ( OR=2.07, 95% CI: 1.97-2.17), male ( OR=1.60, 95% CI: 1.14-2.23), body mass index ( OR=1.10, 95% CI: 1.05-1.15), and systolic blood pressure ( OR=1.02, 95% CI: 1.01-1.03) were positively correlated with fundus arteriosclerosis (all P<0.05). Similarly, age ( OR=1.13, 95% CI: 1.12-1.14), male ( OR=2.53, 95% CI: 2.07-3.09), systolic blood pressure ( OR=1.02, 95% CI: 1.01-1.03), and low-density lipoprotein cholesterol ( OR=1.61, 95% CI: 1.16-2.23) were positively correlated with cervical arteriosclerosis, while high-density lipoprotein cholesterol ( OR=0.48, 95% CI: 0.32-0.72) was negatively correlated with cervical arteriosclerosis (all P<0.05). Furthermore, age ( OR=1.09, 95% CI: 1.08-1.11), male ( OR=1.55, 95% CI: 1.25-1.92), systolic blood pressure ( OR=1.08, 95% CI: 1.07-1.09), diastolic blood pressure ( OR=1.02, 95% CI: 1.00-1.03), postprandial blood glucose ( OR=1.09, 95% CI: 1.03-1.15), homocysteine ( OR=1.02, 95% CI: 1.00-1.03), and fibrinogen ( OR=1.26, 95% CI: 1.04-1.52) were positively correlated with systemic arterial stiffness (all P<0.05). Conclusions:The detection rates of arteriosclerosis in different examination items among the health check-up population vary. Age, male gender and systolic blood pressure are positive correlation factors for the three detection items of arteriosclerosis. For the examinees with aggregated risk factors, the multi-site and combined screening mode has certain significance for the early diagnosis and screening of arteriosclerotic diseases.
6.Qihuang needle therapy for autism spectrum disorder with sleep disorder: a multi-center randomized controlled trial.
Bingxu JIN ; Qizhen LIU ; Jiahao TANG ; Yong ZHAO ; Jing XIN ; Yuan ZHOU ; Haiyan CAI ; Zhanxin HUO ; Xiaohong CHEN ; Yan BAI
Chinese Acupuncture & Moxibustion 2025;45(3):322-326
OBJECTIVE:
To observe the clinical efficacy of Qihuang needle therapy for autism spectrum disorder (ASD) children with sleep disorder.
METHODS:
A total of 60 ASD children with sleep disorder were randomly divided into an observation group and a control group, 30 cases in each group. Both groups were treated with structured education intervention, 60 min each time, once a day, 6 times a week. Qihuang needle therapy was applied at Yintang (GV24+), Baihui (GV20) and bilateral Jueyinshu (BL14), Xinshu (BL15) in the observation group, multi-direction needling was delivered and without needle retaining. The treatment was given 2 times a week, each treatment was delivered at interval of 2 days at least. Behavioral intervention was adopted in the control group. Treatment for consecutive 12 weeks was required in both groups. Before and after treatment, the scores of children's sleep habits questionnaire (CSHQ), the autism behavior checklist (ABC), the childhood autism rating scale (CARS), and the childhood autism behavior scale (CABS) were observed in the two groups.
RESULTS:
After treatment, the scores of CSHQ, ABC, CARS and CABS were decreased compared with those before treatment (P<0.01), and the above scores in the observation group were lower than those in the control group (P<0.05).
CONCLUSION
Qihuang needle therapy can effectively treat ASD with sleep disorder, improve the core symptoms of ASD and the sleep quality.
Humans
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Autism Spectrum Disorder/physiopathology*
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Male
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Female
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Child
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Sleep Wake Disorders/physiopathology*
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Child, Preschool
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Acupuncture Therapy
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Acupuncture Points
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Treatment Outcome
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Sleep
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Needles
7.Expert consensus on the prevention and treatment of enamel demineralization in orthodontic treatment.
Lunguo XIA ; Chenchen ZHOU ; Peng MEI ; Zuolin JIN ; Hong HE ; Lin WANG ; Yuxing BAI ; Lili CHEN ; Weiran LI ; Jun WANG ; Min HU ; Jinlin SONG ; Yang CAO ; Yuehua LIU ; Benxiang HOU ; Xi WEI ; Lina NIU ; Haixia LU ; Wensheng MA ; Peijun WANG ; Guirong ZHANG ; Jie GUO ; Zhihua LI ; Haiyan LU ; Liling REN ; Linyu XU ; Xiuping WU ; Yanqin LU ; Jiangtian HU ; Lin YUE ; Xu ZHANG ; Bing FANG
International Journal of Oral Science 2025;17(1):13-13
Enamel demineralization, the formation of white spot lesions, is a common issue in clinical orthodontic treatment. The appearance of white spot lesions not only affects the texture and health of dental hard tissues but also impacts the health and aesthetics of teeth after orthodontic treatment. The prevention, diagnosis, and treatment of white spot lesions that occur throughout the orthodontic treatment process involve multiple dental specialties. This expert consensus will focus on providing guiding opinions on the management and prevention of white spot lesions during orthodontic treatment, advocating for proactive prevention, early detection, timely treatment, scientific follow-up, and multidisciplinary management of white spot lesions throughout the orthodontic process, thereby maintaining the dental health of patients during orthodontic treatment.
Humans
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Consensus
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Dental Caries/etiology*
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Dental Enamel/pathology*
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Tooth Demineralization/etiology*
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Tooth Remineralization
8.Impacts of precision health management model on liver fibrosis,adipocytokines and metabolic indicators in patients with non-alcoholic fatty liver disease
Jun ZHANG ; Weifang GAO ; Huan WANG ; Xin LI ; Haiyan MU ; Chunyan WANG ; Zhongqun JIN
Journal of Clinical Medicine in Practice 2025;29(13):98-103
Objective To investigate the impact of the precision health management model on liver fibrosis,adipocytokines,and metabolic indicators in patients with non-alcoholic fatty liver dis-ease(NAFLD).Methods A total of 600 NAFLD patients were selected as study subjects and divid-ed into conventional group and precision group according to different intervention methods,with 300 patients in each group.The conventional group received routine health management,while the preci-sion group received intervention through the precision health management model.Comparisons were made between the two groups in terms of obesity indicators[waist-to-hip ratio(WHR),body mass in-dex(BMI),body fat rate(BFR),degree of obesity],fatty liver grading,liver stiffness measure-ment(LSM),and liver fibrosis indicators[laminin(LN),type Ⅳ collagen(C Ⅳ),hyaluronic acid(HA),type Ⅲ procollagen(PC Ⅲ)],hepatic adipocytokines[nuclear factor-κB(NF-κB),adi-ponectin(APN),irisin,tumor necrosis factor-α(TNF-α)],and lipid metabolism indicators[tri-glycerides(TG),high-density lipoprotein cholesterol(HDL-C),low-density lipoprotein cholesterol(LDL-C),total cholesterol(TC)]levels.Results After the intervention,the levels of WHR,BFR,BMI,degree of obesity,LSM,as well as LN,C Ⅳ,HA,PC Ⅲ,NF-κB,TNF-α,TG,LDL-C,and TC in both groups were lower than those before the intervention,and the precision group showed lower levels than the conventional group,with statistically significant differences(P<0.05).After the intervention,the fatty liver grading in both groups was better than before intervention,and the precision group showed better fatty liver grading than the conventional group,with statistically signif-icant differences(P<0.05).After the intervention,the levels of APN,irisin,and HDL-C in both groups were higher than those before the intervention,and the precision group showed higher levels than the conventional group,with statistically significant differences(P<0.05).Conclusion The precision health management model can effectively improve the degree of obesity,fatty liver grading,and liver fibrosis status in NAFLD patients,reduce LSM,and regulate the levels of adipocytokines and lipid metabolism indicators,yielding significant effects.
9.Hemoglobin variants with low oxygen affinity:clinical diagnosis and research progress
Weidan LI ; Qiang ZENG ; Huiqin JIN ; Haiyan ZHU ; Hong ZHOU ; Lian ZHAO
Military Medical Sciences 2025;49(1):68-73
The discovery of hemoglobin variants with low oxygen affinity,diagnostic methods,prognosis of carriers,and developments in analyzing hemoglobin oxygen-carrying and-releasing abilities are reviewed in this article in order to draw the attention of related clinical departments and to provide references for optimizing the process of diagnosis and treatment.Hemoglobin variants with low oxygen affinity originate from gene mutations encoding hemoglobin and autosomal dominant inheritance.The diagnosis should be combined with clinical manifestations and family history and differentiated from methemoglobinemia.A decrease in pulse oxygen saturation(SpO2)is often the first abnormality observed in asymptomatic carriers of hemoglobin variants with low oxygen affinity.Laboratory examinations include arterial blood gas analysis,hemoglobin oxygen affinity testing,protein analysis and gene sequencing.Most carriers do not require specific treatment and have a good prognosis,who should avoid acute hypoxic injuries induced by strenuous exercise,emotional stress,or high temperature.Moreover,health practitioners should pay attention to their responses to anesthetics,agents that induce oxidative stress,drugs that increase hemoglobin oxygen affinity,and prostacyclins.Hemoglobin oxygen-carrying and-releasing analysis is a promising tool to identify carriers of hemoglobin variants with low oxygen affinity because it does not involve unnecessary or invasive examinations and is of significant values for clinical diagnosis and treatment.
10.Study on clinical effect of needle-embedding for preventing and treating postoperative constipation in thoracic and lumbar vertebral fractures
Liangliang SHI ; Tianyu WANG ; Lingkang WU ; Ying JIN ; Haiyan LI
Chongqing Medicine 2025;54(9):2023-2027
Objective To explore the clinical application of needle-embedding therapy for preventing and treating postoperative constipation in the patients with thoracolumbar vertebral fractures based on the theory of"preventing illness".Methods Eighty patients meeting the criteria for postoperative constipation af-ter thoracolumbar vertebral surgery in a tertiary hospital of Hangzhou City from January 2023 to February 2024 were selected as the study subjects.The patients were divided into the control group and experimental group by using the random number table method,40 cases in each group.The control group adopted the treat-ment of orally taking lactulose oral solution and the nursing such as routine postoperative food and drink and bed defecation training.The experimental group was given the needle-embedding therapy on the basis of rou-tine care.The gastrointestinal syndrome rating scale(GSRS)score,intra-abdominal pressure(IAP),abdomi-nal circumference,defecation and exhausting situation before and after intervention were performed the statis-tics and compared between the two groups.Results At 36,72 h after oeperation,the GSRS score,IAP and ab-dominal circumference in the both groups were significantly declined or decreased compared with those imme-diately after the operation,the above indicators in the experimental group were superior to those in the control group,and the differences were statistically significant(P<0.01).The first exhausting and defecation time of the experimental group was earlier than that of the control group,and the difference was statistically signifi-cant(P<0.01).Conclusion Under the basis of"preventing illness",the needing-embedding therapy has signif-icant therapeutic effects in preventing and treating postoperative constipation in thoracolumbar fractures,could effec-tively reduce IAP,alleviate the symptoms of constipation in the patients and improve their quality of life.

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