1.Challenges and future directions of medicine with artificial intelligence
Xiaoqin ZHOU ; Huizhen LIU ; Ting WANG ; Xueting LIU ; Fang LIU ; Deying KANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(02):244-251
This comprehensive review systematically explores the multifaceted applications, inherent challenges, and promising future directions of artificial intelligence (AI) within the medical domain. It meticulously examines AI's specific contributions to basic medical research, disease prevention, intelligent diagnosis, treatment, rehabilitation, nursing, and health management. Furthermore, the review delves into AI's innovative practices and pivotal roles in clinical trials, hospital administration, medical education, as well as the realms of medical ethics and policy formulation. Notably, the review identifies several key challenges confronting AI in healthcare, encompassing issues such as inadequate algorithm transparency, data privacy concerns, absent regulatory standards, and incomplete risk assessment frameworks. Looking ahead, the future trajectory of AI in healthcare encompasses enhancing algorithm interpretability, propelling generative AI applications, establishing robust data-sharing mechanisms, refining regulatory policies and standards, nurturing interdisciplinary talent, fostering collaboration among industry, academia, and medical institutions, and advancing inclusive, personalized precision medicine. Emphasizing the synergy between AI and emerging technologies like 5G, big data, and cloud computing, this review anticipates a new era of intelligent collaboration and inclusive sharing in healthcare. Through a multidimensional analysis, it presents a holistic overview of AI's medical applications and development prospects, catering to researchers, practitioners, and policymakers in the healthcare sector. Ultimately, this review aims to catalyze the deep integration and innovative deployment of AI technology in healthcare, thereby driving the sustainable advancement of smart healthcare.
2.Interpretation of the TRIPOD-LLM reporting guideline for studies using large language models
Xiaoqin ZHOU ; Huizhen LIU ; Ting WANG ; Xuemei LIU ; Deying KANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(07):940-946
As the volume of medical research using large language models (LLM) surges, the need for standardized and transparent reporting standards becomes increasingly critical. In January 2025, Nature Medicine published statement titled by TRIPOD-LLM reporting guideline for studies using large language models. This represents the first comprehensive reporting framework specifically tailored for studies that develop prediction models based on LLM. It comprises a checklist with 19 main items (encompassing 50 sub-items), a flowchart, and an abstract checklist (containing 12 items). This article provides an interpretation of TRIPOD-LLM’s development methods, primary content, scope, and the specific details of its items. The goal is to help researchers, clinicians, editors, and healthcare decision-makers to deeply understand and correctly apply TRIPOD-LLM, thereby improving the quality and transparency of LLM medical research reporting and promoting the standardized and ethical integration of LLM into healthcare.
3.Relationship between inflammatory factor levels with metabolism,verbal fluency and information processing function in hospitalized schizophrenia patients
Cong WANG ; Cuizhen ZHU ; Xueying ZHANG ; Hua GAO ; Zhongde PAN ; Jian CHENG ; Deying YANG ; Mingming ZHENG ; Xulai ZHANG
Sichuan Mental Health 2024;37(4):323-329
Background Schizophrenic patients have metabolic disorders,impaired language and information processing function.Inflammatory factors may play an important role in the occurrence and development of schizophrenia.Objective To explore the relationship of the inflammatory factor levels with metabolic levels,language fluency and information processing function in patients with schizophrenia,so as to provide references for clinical understanding of the neuropathological mechanisms of schizophrenia.Methods A total of 96 patients with schizophrenia were included in the study group,who were hospitalized in the Fourth People's Hospital of Hefei from January 2021 to December 2022 as well as met the diagnostic criteria of Diagnostic and Statistical Manual of Mental Disorders,fifth edition(DSM-5)and Mini-International Neuropsychiatric Interview(MINI)6.0.Meanwhile,population who underwent physical examination at the same hospital were included in the control group(n=42).A high-sensitivity multi factor electrochemiluminescence analyzer was used to detect the levels of inflammatory factors IL-4,IL-5,IL-7,IL-8,IL-10 and IL-13.A fully automated biochemical analyzer was used to detect the levels of metabolic indicators such as fasting blood glucose,triglycerides,high-density lipoprotein,apolipoprotein A,creatinine and urea nitrogen.Verbal fluency and information processing function of all participants were assessed by using Verbal Fluency Test(VFT)and Stroop Color Word Test(SCWT).Results There were statistically significant differences in the levels of IL-4,IL-5,IL-7,IL-8,IL-10,IL-13 and IL-15 between the study group and the control group(P<0.05).There were statistically significant differences in BMI,waist circumference,fasting blood glucose,triglycerides,high-density lipoprotein,urea nitrogen,apolipoprotein A and creatinine levels between the two groups(P<0.05).The differences in the correct number of household appliances,animals,fruits,vegetables,names starting with"water"and"self"in VFT between the two groups were statistically significant(P<0.05).The differences in point reaction time,character reaction time and character color reaction time in SCWT between the two groups were statistically significant(P<0.05).Correlation analysis showed that except for creatinine levels,the levels of IL-4 and IL-5 in patients with schizophrenia were correlated with other indicators(P<0.05).IL-7 levels were correlated with creatinine levels,household appliances,animals,fruits,correct number of names starting with"water"in VFT,point reaction time and word reaction time in SCWT(P<0.05).IL-8 levels were correlated with triglyceride levels,household appliances,animals,fruits,vegetables,correct number of names starting with"water"and"self"in VFT and word reaction time in SCWT(P<0.05).Except for creatinine levels and the correct number of names starting with"self",IL-10 levels were correlated with all other indicators(P<0.05).Except for creatinine and urea nitrogen levels,IL-13 levels were correlated with other indicators(P<0.05).Conclusion The levels of inflammatory factors in patients with schizophrenia may be related to their metabolic levels,language fluency and information processing function.
4.Umbrella trial for clinical trial design of oncology drugs
Xiaoqin ZHOU ; Huizhen LIU ; Ting WANG ; Xu LI ; Fanfan SHI ; Deying KANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2023;30(09):1228-1234
The umbrella trial has received increasing attention in the design of clinical trials for oncology drugs in recent years. This trial design categorizes a single disease into multiple sub-types based on predictive biomarkers or other predictive factors, and simultaneously evaluates the efficacy of multiple targeted therapies. When compared with the traditional drug development model of phase Ⅰ, phaseⅡ, and phase Ⅲ randomized controlled trials, umbrella trials are a more scientifically rigorous trial design that can speed up drug evaluation to address the conflict between numerous untested drugs and diseases with a lack of effective treatment options. This article will focus on the concept, main characteristics, eligibility criteria, design and statistical considerations, ethical considerations, and future directions of umbrella trials, with the aim of providing methodological guidance for the design of clinical trials for oncology drugs.
5.Preliminary exploration on operation process for autologous ozonized blood transfusion
Jianjun WU ; Yan BAI ; Yanli BAI ; Zhanshan ZHA ; Jing CHEN ; Yahan FAN ; Jiwu GONG ; Shouyong HUN ; Hongbing LI ; Zhongjun LI ; Jiajin LIN ; Chunxia LIU ; Fenghua LIU ; Jiubo LIU ; Jingling LUO ; Xianjun MA ; Deying MENG ; Shijie MU ; Mei QIN ; Hui WANG ; Haiyan WANG ; Qiushi WANG ; Quanli WANG ; Xiaoning WANG ; Yongjun WANG ; Changsong WU ; Lin WU ; Jue XIE ; Pu XU ; Liying XU ; Mingchia YANG ; Yongtao YANG ; Yang YU ; Zebo YU ; Juan ZHANG ; Xiaoyu ZHOU ; Xuelian ZHOU ; Shuming ZHAO
Chinese Journal of Blood Transfusion 2023;36(2):95-100
Autologous ozonized blood transfusion(AOBT) is a therapy of re-transfusion of 100-200 mL of autologous blood after shaking and agitation with appropriate amount of oxygen-ozone in vitro. The oxidation of blood through the strong oxidation of ozone can enhance the non-specific immune response of the body, regulate the internal environment and promote health. This therapy has been increasingly applied in clinical practice, while no unified standard for the operation process in terms of ozone concentration, treatment frequency and treatment course had been established. This operation process of AOBT is primarily explored in order to standardize the operation process and ensure its safety and efficacy.
6.Clinical characteristics and risk factors of renal function deterioration in children with renal dysplasia complicated with chronic kidney disease
Xuan WANG ; Qingtao ZHONG ; Li ZHANG ; Xin HE ; Deying ZHANG ; Yunfeng HE ; Xing LIU ; Dawei HE ; Tao LIN ; Xuliang LI ; Guanghui WEI
Journal of Modern Urology 2023;28(4):297-301
【Objective】 To explore the clinical characteristics and risk factors of renal function deterioration in children with renal dysplasia and chronic kidney disease (CKD), so as to provide a basis for the diagnosis, treatment, and management. 【Methods】 The clinical data of children with renal dysplasia complicated with CKD treated in the Children’s Hospital of Chongqing Medical University during 2012 and 2022 were retrospectively analyzed, including the gender, age of diagnosis, growth index, concomitant malformation and complications. According to the diagnostic criteria and staging standard of KDIGO2020 guidelines, patients with disease deteriorated to CKD stage 4-5 were enrolled into the regression group. Factors affecting the deterioration of renal function were determined with Cox regression analysis. 【Results】 A total of 122 children were involved, including 66 (54.1%) with CKD stag 4-5. There were more boys than girls. Bilateral and unilateral renal dysplasia occurred in 88 (72.13%) and 34 (27.87%) cases, respectively, and 64 (52.46%) cases were complicated with other urinary diseases. There were significant differences in weight, height and body mass index (BMI) among patients with CKD stage 1-5 (P<0.01). The age of onset of CKD <10 years, BMI lower than the 3rd percentile of the same sex and age, bilateral renal dysplasia, and one or more complications of congenital renal and urinary tract abnormalities (CAKUT) were the risk factors of deterioration of renal function (P<0.05). 【Conclusion】 Renal dysplasia complicated with CKD are more common in boys, with high incidence of bilateral renal dysplasia. Bilateral renal dysplasia, age of onset of CKD <10 years, BMI lower than 3% and complications are important influencing factors of renal dysplasia in children with CKD.
7.Clinical comprehensive evaluation of recombinant Mycobacterium tuberculosis fusion protein
Xiaofeng NI ; Sha DIAO ; Siyi HE ; Xuefeng JIAO ; Xiao CHENG ; Zhe CHEN ; Zheng LIU ; Linan ZENG ; Deying KANG ; Bin WU ; Chaomin WAN ; Binwu YING ; Hui ZHANG ; Rongsheng ZHAO ; Liyan MIAO ; Zhuo WANG ; Xiaoyu LI ; Maobai LIU ; Benzhi CAI ; Feng QIU ; Feng SUN ; Naihui CHU ; Minggui LIN ; Wei SHA ; Lingli ZHANG
China Pharmacy 2023;34(4):391-396
OBJECTIVE To evaluate the effectiveness, safety, economy, innovation, suitability and accessibility of recombinant Mycobacterium tuberculosis fusion protein (EC), and to provide evidence for selecting skin detection methods for tuberculosis infection diagnosis and auxiliary diagnosis of tuberculosis. METHODS The effectiveness and safety of EC compared with purified protein derivative of tuberculin (TB-PPD) were analyzed by the method of systematic review. Cost minimization analysis, cost-effectiveness analysis and cost-utility analysis were used to evaluate the short-term economy of EC compared with TB-PPD, and cost-utility analysis was used to evaluate the long-term economy. The evaluation dimensions of innovation, suitability and accessibility were determined by systematic review and improved Delphi expert consultation, and the comprehensive score of EC and TB-PPD in each dimension were calculated by the weight of each indicator. RESULTS The scores of effectiveness, safety, economy, innovation and suitability of EC were all higher than those of TB-PPD. The affordability scores of the two drugs were consistent, while the availability score of EC was lower than those of TB-PPD. After considering dimensions and index weight, the scores of effectiveness, safety, economy, innovation, suitability, accessibility and the comprehensive score of EC were all higher than those of TB-PPD. CONCLUSIONS Compared with TB-PPD, EC performs better in all dimensions of effectiveness, safety, economy, innovation, suitability and accessibility. However, it is worth noting that EC should further improve its availability in the dimension of accessibility.
8.A multicenter survey on the current status of human caring in hospital wards in China
Yilan LIU ; Fengjian ZHANG ; Xinjuan WU ; Yinglan LI ; Deying HU ; Shengxiu ZHAO ; Yanjin LIU ; Gendi LU ; Dongmei DAI ; Chaoyan XU ; Liqing YUE ; Bilong FENG ; Rong XU ; Yanli WANG ; Adan FU ; Li GOU ; Xiaoping LOU ; Li YANG ; Xinman DOU ; Huijuan SONG ; Xiuli LI ; Yi LI ; Yulan XU ; Liping TAN ; Liu HU ; Xiaodong NING
Chinese Journal of Hospital Administration 2023;39(10):774-780
Objective:To explore the current situation of nursing human caring in hospital wards and analyze its influencing factors, so as to facilitate the development of nursing human caring practice.Methods:From July to November 2022, a total of 107 hospitals were surveyed through stratified convenience sampling method, and 4 072 ward nursing managers were recruited to finish the general information questionnaire and the ward nursing human caring status questionnaire. The general information included the region, class and type of the hospital, etc. The ward nursing human caring status questionnaire included 38 items in 5 dimensions of nursing human caring system and process, humanistic quality and training of nursing staff, humanistic environment and facilities, human caring procedures and measures, and human caring quality evaluation and improvement, with a full score of 190 points. Descriptive statistics were used to analyze the general data, independent samples t-test, ANOVA and correlation analysis were used to analyze the factors influencing the current status of nursing human caring in the ward, while multiple linear regression analysis was used to conduct a multivariate analysis. Results:The score of nursing human caring in hospital wards was 156.91±27.78. Whether the hospital had carried out nursing human caring pilot(demonstration) wards, whether the ward had previously been a hospital nursing human caring pilot(demonstration) nursing unit, the type of ward, and whether nursing managers had participated in human caring training were the influencing factors of the implication of nursing humanistic caring in wards( P<0.05). Conclusions:The practice of nursing human caring in hospital wards is at a good level, but needs to be further strengthened. Nursing managers should take systematically strategies to promote the development of nursing human caring practice.
9.Existing tests vs. novel non-invasive assays for detection of invasive aspergillosis in patients with respiratory diseases
Wei XIAO ; Longyi DU ; Linli CAI ; Tiwei MIAO ; Bing MAO ; Fuqiang WEN ; Gerard Peter GIBSON ; Deying GONG ; Yan ZENG ; Mei KANG ; Xinmiao DU ; Junyan QU ; Yan WANG ; Xuemei LIU ; Ruizhi FENG ; Juanjuan FU
Chinese Medical Journal 2022;135(13):1545-1554
Background::Although existing mycological tests (bronchoalveolar lavage [BAL] galactomannan [GM], serum GM, serum (1,3)-β-D-glucan [BDG], and fungal culture) are widely used for diagnosing invasive pulmonary aspergillosis (IPA) in non-hematological patients with respiratory diseases, their clinical utility in this large population is actually unclear. We aimed to resolve this clinical uncertainty by evaluating the diagnostic accuracy and utility of existing tests and explore the efficacy of novel sputum-based Aspergillus assays. Methods::Existing tests were assessed in a prospective and consecutive cohort of patients with respiratory diseases in West China Hospital between 2016 and 2019 while novel sputum assays (especially sputum GM and Aspergillus-specific lateral-flow device [LFD]) in a case-controlled subcohort. IPA was defined according to the modified European Organization for Research and Treatment of Cancer/Mycoses Study Group criteria. Sensitivity and specificity were computed for each test and receiver operating characteristic (ROC) curve analysis was performed. Results::The entire cohort included 3530 admissions (proven/probable IPA = 66, no IPA = 3464) and the subcohort included 127 admissions (proven/probable IPA = 38, no IPA = 89). Sensitivity of BAL GM (≥1.0 optical density index [ODI]: 86% [24/28]) was substantially higher than that of serum GM (≥0.5 ODI: 38% [39/102]) ( χ2 = 19.83, P < 0.001), serum BDG (≥70 pg/mL: 33% [31/95]) ( χ2 = 24.65, P < 0.001), and fungal culture (33% [84/253]) ( χ2 = 29.38, P < 0.001). Specificity varied between BAL GM (≥1.0 ODI: 94% [377/402]), serum GM (≥0.5 ODI: 95% [2130/2248]), BDG (89% [1878/2106]), and culture (98% [4936/5055]). Sputum GM (≥2.0 ODI) had similar sensitivity (84% [32/38]) (Fisher’s exact P = 1.000) to and slightly lower specificity (87% [77/89]) ( χ2 = 5.52, P = 0.019) than BAL GM (≥1.0 ODI). Area under the ROC curve values were comparable between sputum GM (0.883 [0.812-0.953]) and BAL GM (0.901 [0.824-0.977]) ( P = 0.734). Sputum LFD had similar specificity (91% [81/89]) ( χ2 = 0.89, P = 0.345) to and lower sensitivity (63% [24/38]) ( χ2 = 4.14, P = 0.042) than BAL GM (≥1.0 ODI), but significantly higher sensitivity than serum GM (≥0.5 ODI) ( χ2 = 6.95, P = 0.008), BDG ( χ2 = 10.43, P = 0.001), and fungal culture ( χ2 = 12.70, P < 0.001). Conclusions::Serum GM, serum BDG, and fungal culture lack sufficient sensitivity for diagnosing IPA in respiratory patients. Sputum GM and LFD assays hold promise as rapid, sensitive, and non-invasive alternatives to the BAL GM test.
10.Predictors of testicular injury secondary to incarcerated inguinal Hernia in children
Bingshan XIA ; Xiaohua LIANG ; Chao WEI ; Qingtao ZHONG ; Xuan WANG ; Xing LIU ; Yi WANG ; Tao LIN ; Dawei HE ; Deying ZHANG ; Guanghui WEI
Chinese Journal of Endocrine Surgery 2021;15(1):89-93
Objective:To find out predictors of the testicular ischemia caused by incarcerated inguinal hernia and evaluate the ischemic injury of the testis more accurately, which can indicate testicle exploration in time or prevent unnecessary testicle exploration.Methods:Pediatric patients (median: 9 months) undergoing operation of unilateral incarcerated inguinal hernia and ipsilateral testicular exploration from 1 Jul. 2013 to 30 Jun. 2019 were retrospectively investigated. Age at surgery, incarcerate duration, degree of intestinal and testicular injury, times of manual reduction and preoperative ultrasound data were collected. Statistical analysis was performed by SAS 9.4 (Copyright ? 2016 SAS Institute Inc.Cary, NC, USA) .Results:460 patients (median: 9 months) , of which 57 (12.39%) (median: 1.4 months, interquartile range 0.8-10.7 months) had severe testicular injury, and their average incarceration time was (23.9±9.3) h. Univariate logistic regression revealed that increased times of manual reduction, ultrasound scores, incarcerate duration and degree of intestinal injury were positively correlated with the degree of testicular ischemia, while age at surgery was negatively correlated with the degree of testicular ischemia ( P<0.05) . A model for calculating the probability of severe testicular ischemia injury was established: P= through multivariate analysis with backward stepwise logistic regression and 10-fold cross-validation was used for preliminary verification of the model. Conclusion:This study provides a relative reliable model to predict the risk of irreversible testicular ischemia due to incarcerated inguinal hernia using readily available clinical characteristics in young pediatrics with testicular ischemia.

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