1.Risk of chronic kidney disease in the population aged 60 and above with hypertension and diabetes in Nanjing based on LASSO-logistic regression model
Yucheng HUANG ; Caihong HU ; Huiqing XU ; Ruikang CHEN ; Guofeng AO ; Zhiyong WANG
Journal of Public Health and Preventive Medicine 2026;37(1):98-102
Objective To construct a prediction model for the population with hypertension and diabetes to assess the risk of chronic kidney disease (CKD), and to provide a scientific basis for formulating targeted CKD prevention and control measures. Methods Based on physical examination data from community residents aged 60 years and above in Nanjing in 2022, 10 221 patients with hypertension and diabetes were selected as the study subjects. Variables associated with CKD prevalence were screened using univariate analysis, and further variable selection was performed using LASSO regression. Finally, a CKD risk prediction model was constructed based on logistic regression. The model's performance was evaluated using the ROC curve and calibration curve. Results The prevalence rate of CKD in the study population was 22.71%, with a mean age of 71.66 years. LASSO regression identified seven variables associated with CKD: age, blood urea nitrogen (BUN), hemoglobin, uric acid, triglyceride-glucose (TyG) index, urine protein-to-creatinine ratio (UPCR), and medical insurance type. The final logistic regression model incorporated six variables: age [OR=1.067 (95% CI: 1.058-1.076)], BUN [OR=1.377 (95% CI: 1.338-1.418)], hemoglobin [OR=0.992 (95% CI: 0.989-0.995)], uric acid [OR=1.004 (95% CI: 1.003-1.004)], TyG index [OR=1.445 (95% CI: 1.324-1.577)], and self-payment medical insurance [OR=1.732 (95% CI: 1.542-1.945)]. The model had an AUC of 0.759 (95% CI: 0.747-0.770) and a Brier score of 0.140 (95% CI: 0.136-0.145), indicating good predictive performance. The calibration curve showed good agreement between the predicted risk and the observed value. Conclusion The constructed LASSO-logistic regression risk prediction model in this study can effectively assess the risk of CKD in elderly individuals aged 60 years and above with hypertension and diabetes, providing a basis for early identification of high-risk individuals and the formulation of targeted CKD prevention and control measures.
2.What will be the next step of LLMs in TCM? A narrative review
Siyi CHEN ; Ruikang ZHONG ; Wenzheng ZHANG ; Zexing LI ; Yisha SU ; Lei GAO ; Kaiwen HU
Science of Traditional Chinese Medicine 2026;4(2):111-118
Large language models (LLMs) offer a modern approach to help inherit traditional Chinese medicine (TCM). This article discussed the progress of LLM applications in TCM and proposed future development directions by reviewing the existing research. We have found that LLMs and related technologies have excellent applications and performance in the management of TCM knowledge and data. They are often applied in information extraction, knowledge graph construction, and data standardization processing. However, data quality and security issues need to be given more attention. In clinical diagnosis and treatment, LLMs can imitate the thinking of TCM by disassembling and reconstructing its diagnostic process and can achieve functions such as prescription recommendation and question and answer (Q&A). However, this approach involves LLMs making inferences and predictions based on existing corpora and thus may not flexibly handle complex environments and tasks. Moreover, the current evaluation criteria for TCM LLMs can be summarized into 3 categories: general evaluation metrics, technical framework evaluation, and evaluation criteria for the characteristics of TCM (such as consistency rates of prescriptions and diagnostic suggestions). However, the lack of a unified and standardized evaluation system hinders the clinical application of TCM LLMs. The future progress of TCM LLMs should focus on the 3 aforementioned critical aspects to achieve technological breakthroughs. In addition, we are promoting the research on vertical TCM LLMs and application terminals. We believe this will bring new ideas to the research on TCM LLMs.
3.Establishment of a canine model of vascularized allogeneic spinal cord transplantation and preliminary study on spinal cord continuity reconstruction.
Jiayang CHEN ; Rongyu LAN ; Weihua ZHANG ; Jie QIN ; Weijun HU ; Jiaxing WANG ; Xiaoping REN
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(9):1196-1202
OBJECTIVE:
To explore the construction of a canine model of vascularized allogeneic spinal cord transplantation (vASCT) and preliminarily evaluate its therapeutic efficacy for spinal cord injury (SCI).
METHODS:
Sixteen female Beagle dogs aged 8-12 months were randomly selected, with 8 dogs serving as donors for the harvesting of spinal cord tissue with a vascular pedicle [dorsal intercostal artery (DIA) at the T10 level and accompanying vein]. The remaining 8 dogs underwent a 1.5-cm-length spinal cord defect at the T10 level, followed by transplantation of the donor spinal cord tissue for repair. Polyethylene glycol (PEG) was applied to both ends to spinal cord graft; then, using a random number table method, the dogs were divided into an experimental group (n=4) and a control group (n=4). The experimental group received immunosuppressive intervention with oral tacrolimus [0.1 mg/(kg∙d)] postoperatively, while the control group received no treatment. The operation time and ischemia-reperfusion time of two groups were recorded. The recovery of hind limb function was estimated by Olby score within 2 months after operation; the motor evoked potentials (MEP) was measured through neuroelectrophysiological examination, and the spinal cord integrity was observed through MRI.
RESULTS:
There was no significant difference in the operation time and ischemia-reperfusion time between the two groups (P>0.05). All dogs survived until the completion of the experiment. Within 2 months after operation, all dogs in the control group failed to regain the movement function of hind limbs, and Olby scores were all 0. In the experimental group, the movement and weight-bearing, as well as walking abilities of the hind limbs gradually recovered, and the Olby scores also showed a gradually increasing trend. There was a significant difference between the two groups from 3 to 8 weeks after operation (P<0.05). Neuroelectrophysiological examination indicated that the electrical signals of the experimental group passed through the transplanted area, and the latency was shortened compared to that at 1 month after operation (P<0.05), showing continuous improvement, but the amplitude did not show significant improvement (P>0.05). The control group was unable to detect any MEP changes after operation. MRI examination showed that the transplanted spinal cord in the experimental group survived and had good continuity with normal spinal cord tissue, while no relevant change was observed in the control group.
CONCLUSION
The vASCT model of dogs was successfully constructed. This surgical procedure can restore the continuity of the spinal cord. The combination of tacrolimus anti-immunity is a key factor for the success of transplantation.
Animals
;
Dogs
;
Female
;
Spinal Cord/blood supply*
;
Spinal Cord Injuries/surgery*
;
Transplantation, Homologous
;
Disease Models, Animal
;
Recovery of Function
;
Plastic Surgery Procedures/methods*
;
Tacrolimus
;
Immunosuppressive Agents
4.Effectiveness analysis of different incentive strategies in attracting doctors′ transition to primary health institutions based on Markov model
Tianyue ZHANG ; Ruikang ZHANG ; Shen LI ; Min LI ; Dan HU
Chinese Journal of Hospital Administration 2025;41(7):558-565
Objective:To evaluate the short-term and long-term effects of different incentive strategies on attracting physicians from secondary and higher-level hospitals to work in primary health institutions, and to analyze the influencing factors in depth.Methods:Based on the preference probabilities of physicians from secondary and higher-level hospitals to work in primary health institutions, as measured by a discrete choice experiment model, a Markov model was constructed to simulate physician mobility between different types of health institutions. The model was used to assess the long-term attractiveness of various intervention strategies and to identify key factors affecting physicians′ decisions to work in primary health institutions.Results:Increasing salary by 10% and providing permanent positions (bianzhi) were found to be the most effective strategies for attracting physicians from secondary and higher-level hospitals to primary health institutions, increasing physicians′ preference probabilities by 54.5% and 58.5%, respectively. The 20-year Markov model simulation of physician mobility showed that, without intervention, the number of physicians in primary health institutions would decline from 171 to 33, while the gap with secondary and higher-level hospitals would continue to widen. Simulations examining the effects of different job attributes revealed that 9 factors, including working in township hospitals or community health service centers, maintaining or increasing current salary, having record-based tenure or bianzhi, working 40-60 hours or>40 h per week, and receiving higher local recognition and respect, could effectively attract physicians to primary health institutions. Among these, a 10% salary increase and bianzhi provision could increase the number of physicians in primary institutions to 361 and 364, respectively. Moreover, greater local recognition and respect for physicians could help sustain long-term growth in the number of primary healthcare physicians.Conclusions:Strategies of increasing annual salary and offering bianzhi can effectively attract a large number of high-quality physicians to primary health institutions in the short term; however, their effectiveness gradually diminishes over time. To achieve sustainable long-term in the number of physicians in primary health institutions, further research is needed to evaluate the effectiveness of other incentive strategies and to develop a comprehensive incentive strategy combination.
5.Effectiveness analysis of different incentive strategies in attracting doctors′ transition to primary health institutions based on Markov model
Tianyue ZHANG ; Ruikang ZHANG ; Shen LI ; Min LI ; Dan HU
Chinese Journal of Hospital Administration 2025;41(7):558-565
Objective:To evaluate the short-term and long-term effects of different incentive strategies on attracting physicians from secondary and higher-level hospitals to work in primary health institutions, and to analyze the influencing factors in depth.Methods:Based on the preference probabilities of physicians from secondary and higher-level hospitals to work in primary health institutions, as measured by a discrete choice experiment model, a Markov model was constructed to simulate physician mobility between different types of health institutions. The model was used to assess the long-term attractiveness of various intervention strategies and to identify key factors affecting physicians′ decisions to work in primary health institutions.Results:Increasing salary by 10% and providing permanent positions (bianzhi) were found to be the most effective strategies for attracting physicians from secondary and higher-level hospitals to primary health institutions, increasing physicians′ preference probabilities by 54.5% and 58.5%, respectively. The 20-year Markov model simulation of physician mobility showed that, without intervention, the number of physicians in primary health institutions would decline from 171 to 33, while the gap with secondary and higher-level hospitals would continue to widen. Simulations examining the effects of different job attributes revealed that 9 factors, including working in township hospitals or community health service centers, maintaining or increasing current salary, having record-based tenure or bianzhi, working 40-60 hours or>40 h per week, and receiving higher local recognition and respect, could effectively attract physicians to primary health institutions. Among these, a 10% salary increase and bianzhi provision could increase the number of physicians in primary institutions to 361 and 364, respectively. Moreover, greater local recognition and respect for physicians could help sustain long-term growth in the number of primary healthcare physicians.Conclusions:Strategies of increasing annual salary and offering bianzhi can effectively attract a large number of high-quality physicians to primary health institutions in the short term; however, their effectiveness gradually diminishes over time. To achieve sustainable long-term in the number of physicians in primary health institutions, further research is needed to evaluate the effectiveness of other incentive strategies and to develop a comprehensive incentive strategy combination.
6.Progress in the application of deep learning in prognostic models for non-small cell lung cancer
Ruikang ZHONG ; Jinghua LI ; Ximing LIN ; Xueni FANG ; Kaiwen HU ; Tian ZHOU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(09):1345-1350
Non-small cell lung cancer is one of the cancers with the highest incidence and mortality rate in the world, and precise prognostic models can guide clinical treatment plans. With the continuous upgrading of computer technology, deep learning as a breakthrough technology of artificial intelligence has shown good performance and great potential in the application of non-small cell lung cancer prognosis model. The research on the application of deep learning in survival and recurrence prediction, efficacy prediction, distant metastasis prediction, and complication prediction of non-small cell lung cancer has made some progress, and it shows a trend of multi-omics and multi-modal joint, but there are still shortcomings, which should be further explored in the future to strengthen model verification and solve practical problems in clinical practice.
7.Effect of social support on psychological adaptation in military freshmen: The mediating effect of resilience
Chenwei HUANG ; Ruikang HU ; Youjia LIU ; Jie ZHOU ; Xueping QIU ; Juan LU
Chinese Journal of Medical Education Research 2023;22(6):952-956
Objective:To investigate the relationship between resilience, perceived social support, and adaptability in military freshmen.Methods:A total of 195 freshmen were randomly selected from a military medical university. The Chinese version of Connor-Davidson Resilience Scale (CD-RISC), the Perceived Social Support Scale (PSSS), and a self-test questionnaire of college students' psychological adaptability were used to investigate their resilience, perceived social support, and adaptability. SPSS 26.0 was used to perform an independent samples t-test and a Pearson correlation analysis to analyze the differences in these scores between freshmen with different demographic characteristics and the correlation between these scores. By using the PROCESS plug-in, a structural equation model was used to analyze the mediating effect of resilience on the relationship between social support and psychological adaptation, which was further tested using the Bootstrap method. Results:The independent samples t-test showed that females had a significantly higher score of other support than males ( t = -2.05, P = 0.041), and student leaders had significantly higher scores of family support and other support, total score of social support, and score in psychological adaptability than other students (all P<0.05). The correlation analysis showed that there were significant positive correlations between the scores of PSSS and its each item, CD-RISC, and self-test of college students' psychological adaptability (all P<0.05). The structural equation model showed that resilience partially mediated the relationship between social support and psychological adaptation, and the Bootstrap method revealed a significant indirect effect (95%CI: 0.102-0.253). Conclusion:Resilience plays a partial mediating role between perceived social support and adaptability in military freshmen. They should be guided to correctly perceive external support and develop strong resilience.
8.The influence of military medical university students' proactive personality on achievement motivation: a conditional process analysis
Chenwei HUANG ; Qiyun FENG ; Ruikang HU ; Wenlong LI ; Yibo CAO ; Xueping QIU ; Juan LU
Chinese Journal of Medical Education Research 2022;21(6):781-785
Objective:To explore the relationship between proactive personality, resilience and achievement motivation of military cadets, and to explore the mediating role of resilience between proactive personality and achievement motivation, as well as the moderating effect of cadets’leading ability on this mediating role.Methods:In this study, 109 military cadets were measured with proactive personality scale, Connor-Davidson resilience scale (CD-RISC) and achievement motivation scale. SPSS 26.0 was used for descriptive statistical analysis and correlation analysis.Results:①There was a significant correlation among the total scores of proactive personality, resilience and achievement motivation ( Ps<0.01). ②Proactive personality could significantly predict the level of achievement motivation ( a=0.454, P<0.001), and resilience could significantly predict the level of achievement motivation ( b=0.231, P=0.019). ③Resilience significantly mediated the relationship between proactive personality and achievement motivation ( c′=0.3, P=0.003). ④Cadets' leading ability moderated the effect of resilience on achievement motivation (index=0.338, 95% CI: 0.057 to 0.881). The mediating effect of resilience between proactive personality and achievement motivation was significant for cadets' leaders (Effect=0.381, 95% CI: 0.085 to 1.005), but not significant for other students (Effect=0.043, 95% CI: -0.069 to 0.252). Conclusion:The proactive personality of military cadets can affect the level of achievement motivation through psychological resilience, which is also moderated by cadre identity, suggesting that military education should improve the level of achievement motivation in many ways.
9.Effect and Safety of Hydroxysafflor Yellow A for Injection in Patients with Acute Ischemic Stroke of Blood Stasis Syndrome: A Phase II, Multicenter, Randomized, Double-Blind, Multiple-Dose, Active-Controlled Clinical Trial.
Ming-Zhe HU ; Zi-Yi ZHOU ; Zhong-Yu ZHOU ; Hui LU ; Min GAO ; Long-Min LIU ; Hai-Qing SONG ; An-Ji LIN ; Qing-Ming WU ; Hong-Fei ZHOU ; Lei LI ; Xia WANG ; Ye-Feng CAI
Chinese journal of integrative medicine 2020;26(6):420-427
OBJECTIVE:
To assess the effect and safety of Hydroxysafflor Yellow A for Injection (HSYAI) in treating patients with acute ischemic stroke (AIS) and blood stasis syndrome (BSS).
METHODS:
A multicenter, randomized, double-blind, multiple-dose, active-controlled phase II trial was conducted at 9 centers in China from July 2013 to September 2015. Patients with moderate or severe AIS and BSS were randomly assigned to low-, medium-, high-dose HSYAI groups (25, 50 and 70 mg/d HSYAI by intravenous infusion, respectively), and a control group (Dengzhan Xixin Injection (, DZXXI) 30 mL/d by intravenous infusion), for 14 consecutive days. The primary outcome was the Modified Rankin Scale (mRS) score ⩽1 at days 90 after treatment. The secondary outcomes included the National Institute of Health Stroke Scale (NIHSS) score ⩽1, Barthel Index (BI) score ⩾95, and BSS score reduced ⩾30% from baseline at days 14, 30, 60, and 90 after treatment. The safety outcomes included any adverse events during 90 days after treatment.
RESULTS:
Of the 266 patients included in the effectiveness analysis, 66, 67, 65 and 68 cases were in the low-, medium-, and high-dose HSYAI and control groups, respectively. The proportions of patients in the medium- and high-dose HSYAI groups with mRS score ⩽1 at days 90 after treatment were significantly larger than the control group (P<0.05). The incidences of favorable outcomes of NIHSS and BI at days 90 after treatment as well as satisfactory improvement of BSS at days 30 and 60 after treatment in the medium- and high-dose HSYAI groups were all significantly higher than the control group (P<0.05). No significant difference was reported among the 4 groups in any specific adverse events (P>0.05).
CONCLUSIONS
HSYAI was safe and well-tolerated at all doses for treating AIS patients with BSS. The medium (50 mg/d) or high dose (75 mg/d) might be the optimal dose for a phase III trial. (Registration No. ChiCTR-2000029608).
10. Comparison of the short-term and long-term outcomes of laparoscopic surgery and open surgery for early-stage cervical cancer
Hongying HE ; Zhijun YANG ; Dingyuan ZENG ; Desheng YAO ; Jiangtao FAN ; Renfeng ZHAO ; Jieqing ZHANG ; Xiaoxia HU ; Zhong LIN ; Yanming JIANG ; Li LI
Chinese Journal of Oncology 2017;39(6):458-466
Objective:
To evaluate the short-term and long-term outcomes after laparoscopic surgery compared with traditional laparotomy in cases of stage ⅠA2-ⅡA2 cervical cancer.
Methods:
We conducted a retrospective study on the clinical data of 1 863 patients diagnosed as FIGO stages ⅠA2-ⅡA2 cervical cancer in 6 third-grade class-A hospitals in Guangxi province between January 2007 and May 2014. One thousand and seventy-one received laparoscopy, and 792 received laparotomy.


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