1.Construction of a renal rehabilitation, diagnosis and quality control information platform
Ying SHI ; Xiaomeng SUN ; Jun CHENG ; Di CHEN ; Yifan TIAN ; Yingchun MA ; Xinxin WANG ; Haiyan YE
Chinese Journal of Rehabilitation Theory and Practice 2026;32(4):488-496
ObjectiveTo develop a full-process data platform of renal rehabilitation, diagnosis and quality control information. MethodsA hierarchical architectural design was proposed, adhering to clinical pathway models and standardized data protocols. The platform comprehensively covered assessment, intervention, follow-up and quality control for maintenance hemodialysis (MHD) patients. By integrating multidisciplinary resources and standardizing rehabilitation workflows, it delivered standardized and intelligent rehabilitation services. ResultsThe platform achieved standardized and intelligent management of rehabilitation services, effectively improved the physiological function, psychological state and quality of life convenience for MHD patients, while significantly reduced the economic and care burden on patients' families and society. ConclusionThe rehabilitation service model based on a full-process data platform may provide scientific and systematic support for MHD patients.
2.Optimization of drug dispensing and pickup process in traditional Chinese medicine pharmacy based on data-intelligence-driven
Qi WANG ; Panke ZENG ; Haoxin SONG ; Yonggang FENG ; Lili SUN ; Jingting FENG ; Weiqing NIU ; Haiyan DONG ; Feng WANG
China Pharmacy 2026;37(5):660-664
OBJECTIVE To explore the transformation of the dispensing and drug pickup process in traditional Chinese medicine pharmacy (TCM Pharmacy) in our hospital based on data-intelligence-driven, aiming to improve pharmacists’ work efficiency and patients’ drug pickup experience. METHODS Value stream mapping and journey mapping were used to systematically identify non-value-added links in pharmacists’ dispensing process and key pain points in patients’ drug pickup under the traditional process. An intelligent dispensing and drug pickup system for the TCM Pharmacy was developed based on the C# and Android television platforms, and a machine-learning model was adopted to predict patients’ drug pickup waiting time. A comprehensive evaluation was performed from three perspectives: system performance, prediction accuracy, and satisfaction of pharmacists and patients. RESULTS The system successfully streamlined non-value-added links such as “waiting for writing on the board” and “searching for drugs”, and realized multimodal dynamic prompts of dispensing status through auditory (number calling) and visual (television terminal) channels. The constructed model for predicting drug pickup waiting time exhibited good fitting degree and generalization ability (mean absolute error=4.28 min, R 2 =0.882). The comprehensive satisfaction scores of pharmacists and patients in the traditional mode were significantly increased from (70.99±1.74) and (73.58±1.98) to (90.02±1.30) and (88.61±2.08) in the new system, respectively ( P <0.01). CONCLUSIONS The transformation of the intelligent drug dispensing and pickup system for TCM pharmacy based on data-intelligence-driven effectively improves the efficiency of pharmacists’ dispensing work, realizes process transparency and waiting time predictability, and significantly enhances patients’ drug pickup experience.
3.TCM Data Hub: A traditional Chinese medicine data platform powered by YiYuan large language models
Chongyun ZHOU ; Qin LI ; Tangming CUI ; Chaohui CUI ; Peiyu WANG ; Meiling SUN ; Ying NIE ; Yichen BAI ; Haiyan LI
Science of Traditional Chinese Medicine 2026;4(2):140-151
The digitization of traditional Chinese medicine (TCM) has generated vast amounts of data. However, these data are characterized by significant heterogeneity and complex semantic structures, posing substantial challenges for systematic integration and intelligent analysis, and limiting its potential for modern clinical and computational research. To address the challenges posed by the high heterogeneity and complex structure in TCM data, we designed and developed the TCM Data Hub platform, which is powered by the YiYuan large language models (LLMs). This platform aims to enhance intelligent data processing capabilities and unlock the potential for clinical application of TCM data through systematic integration and efficient utilization, thereby bridging the gap between traditional knowledge and modern computational research. This study first analyzed the heterogeneity and complexity of TCM information with respect to data types, structures, and semantics. A standardized data framework was constructed to enhance data integration and interoperability. Based on the TCM Intelligent Computing Platform of the China Academy of Chinese Medical Sciences, we trained the YiYuan LLMs to acquire domain-specific semantic understanding of TCM, thereby improving the platform’s comprehension of specialized terminology and knowledge systems. Leveraging the natural language processing capabilities of the LLMs, we developed a human-in-the-loop data processing system to enable efficient extraction, cleansing, and structured organization of TCM data. In addition, utilizing Vue and Java technologies, we developed multiple LLM-powered intelligent agents and systems, including a human-in-the-loop data processing system, as well as automated prescription mining and network pharmacology analysis agents. Task-specific agents tailored to TCM data processing were developed to enhance the model’s effectiveness in clinical knowledge discovery. System functionality and platform infrastructure were implemented using Java and Vue technologies.The TCM Data Hub platform has completed system construction and core functionality implementation. It supported integrated management and efficient access to 8 key types of TCM data: prescriptions, materia medica, ingredients, targets, diseases (Western medicine), diseases (TCM), syndromes, and therapeutic methods. The human-in-the-loop data processing system achieved an accuracy of 95.34% in structuring TCM data and supported annotation for data requiring manual labeling. The intelligent agent-driven big-data analytics module enabled 1-click, end-to-end workflows for TCM prescription mining, herb-syndrome association analysis, network pharmacology, and molecular biology research, completing a full data mining task in approximately 30 minutes. Users can interact with and manipulate data through a visual front-end interface. The system demonstrated stable performance, strong scalability, and a user-friendly experience. Empowered by the YiYuan LLMs, the TCM Data Hub platform significantly improves the accessibility, usability, and intelligence of TCM data. It effectively bridges traditional TCM knowledge with modern intelligent technologies, providing robust data support and intelligent tools for TCM research and clinical applications.
4.Construction and evaluation of the performance management system for pharmacy practice based on the balanced scorecard
Xia LUO ; Yuyan LUO ; Lifen XU ; Ye LI ; Haiyan MAI
China Pharmacy 2026;37(11):1473-1477
OBJECTIVE To establish a scientific, systematic, multi-dimensional performance management system for pharmacy practice, so as to improve the efficiency and quality of pharmacy practice performance management in public hospitals. METHODS Based on the four dimensions of the balanced scorecard theory, finance, customer, internal process, learning and growth, reference indicators for pharmacy practice performance management were summarized. The Delphi method was used to screen indicators, and the analytic hierarchy process was applied to determine the weights of indicators. A pharmacy practice performance management system was then constructed. Based on this system, action plans were formulated and implemented. The effectiveness was evaluated from two aspects: customer reviews and changes in pharmacy practice outcomes. RESULTS A total of 28 reference indicators were summarized, and a performance management system for pharmacy practice was constructed, consisting of 4 primary indicators, 9 secondary indicators, and 20 tertiary indicators. Compared with action plans implementation before, the satisfaction of clinical departments was significantly improved, and 11 pharmacy practice performance management indicators were optimized after implementation. CONCLUSIONS A scientific and systematic performance management system for pharmacy practice has been successfully established, which can provide a reference for the innovation of hospital pharmacy practice management and the high quality development of pharmacy practice.
5.Application of central auditory testing combined with electroencephalogram characteristics in the early screening of mild cognitive impairment due to Alzheimer's disease
Fengyi SUN ; Haiyan YIN ; Tingting YIN ; Bingqing YANG ; Jianpeng GU ; Yan WANG ; Yamei BAI ; Guihua XU ; Yulei SONG
Chinese Journal of Rehabilitation Theory and Practice 2026;32(9):1016-1024
ObjectiveTo investigate the application of central auditory testing combined with electroencephalographic features in the early screening of mild cognitive impairment due to Alzheimer's disease. MethodsA convenience sampling method was used to conduct a field survey in the Qixia District of Nanjing City, Jiangsu Province, from July to September, 2025. A total of 40 older adults diagnosed as mild cognitive impairment due to Alzheimer's disease and 23 cognitively normal older adults were recruited. Auditory N-back and dichotic listening paradigms were employed for assessment, while the scores of Montreal Cognitive Assessment Beijing Version (MoCA-BJ) and 32-channel electroencephalogram (EEG) data were simultaneously collected. Binary logistic regression analysis was applied to identify predictive indicators, receiver operating characteristic (ROC) curves were plotted, and the area under the curve (AUC) was calculated. ResultsThe total score of dichotic listening was positively correlated with overall cognitive function (r = 0.475, P < 0.01), while right-ear advantage showed negative correlations with overall cognition, visuospatial ability, abstract reasoning, and delayed recall (r < -0.276, P < 0.05). Task performance across all conditions of the N-back task was positively correlated with overall cognitive function (r > 0.249, P < 0.05). Regarding EEG features, δ and θ band power and power peaks were positively correlated with delayed recall (r > 0.258, P < 0.05), whereas (α+θ)/(α+β) and θ/(α+β) were positively correlated with naming ability and visuospatial executive function, respectively (r > 0.261, P < 0.05). The results of the binary logistic regression analysis showed that the total score of binaural dichotic listening, the accuracy of 1-back task, the average power of δ waves, and the ratio of θ/(α+β) were independent influencing factors for mild cognitive impairment due to Alzheimer's disease (P < 0.05). The ROC analysis indicated that the AUC for auditory task performance and EEG features were 0.845 and 0.735 respectively, and when combined, the AUC increased to 0.862. ConclusionThe screening model based on the integration of auditory task performance and EEG features can be used in the early identification of mild cognitive impairment due to Alzheimer's disease.
6.Clinical Utility of Whole Exome Sequencing in the Diagnosis of Fetal Short Femur
Manqi CHEN ; Zewei HUANG ; Qi XU ; Shuning ZHANG ; Xiaojun CHEN ; Haiyan YAN ; Xiang LI ; Shuai FU
Journal of Sun Yat-sen University(Medical Sciences) 2026;47(2):368-378
ObjectiveTo enhance the genetic diagnostic yield for fetal short femur length (FL) and to evaluate the integration of whole exome sequencing (WES) with chromosomal abnormality detection in prenatal diagnosis. MethodsA total of 27 mid-to-late trimester fetuses diagnosed with short FL [FL < 5th percentile for gestational age or < -2 SD (Standard Deviation)] at the Prenatal Diagnosis And Medical Genetics Center,Shenshan Medical Center,Memorial Hospital of Sun Yat-Sen University between November 2023 and May 2025 were included. Amniotic fluid or umbilical cord blood samples were collected and subjected to chromosomal karyotyping (19cases), chromosomal microarray analysis (CMA) or low-coverage whole genome copy number variation(CNV-Seq) (27 cases), and trio-based whole exome sequencing (trio-WES) (27 cases). The pathogenicity of genetic variants were interpreted according to the American College of Medical Genetics and Genomics (ACMG) guidelines. ResultsTwenty-six genomic variants were detected in 17 of the 26 fetuses, including numerical chromosomal abnormalities (mosaic type), copy number variations (CNVs), single nucleotide variants (SNVs) and insertions-deletions (INDELs). Genomic variants detected in 11 cases could explain the short femur phenotype.The overall diagnostic rate was 11/27, with pathogenic/likely pathogenic variants explaining 9 cases and variants of uncertain significance (VUS) accounting for 1 cases. In addition Chromosomal karyotype analysis revealed chromosome mosaicism explaining 1 case. The diagnostic rate of CNV detection (CMA/CNV-seq) was 2/27, while WES achieved a diagnostic rate of 10/27, with an incremental yield of 8/27 in cases with negative or inconclusive CNV results. Pathogenic mutations involved genes such as FGFR3, SHOX, DUOX2, CLCN5, and HBA1/HBA2. ConclusionTrio-WES significantly improves the genetic diagnostic rate for fetal short femur length, particularly in cases where chromosomal analysis fails to identify a cause. Karyotyping remains valuable for detecting low-level mosaicism in large-scale chromosomal abnormalities, thereby complementing WES and CNV detection. A stepwise or parallel genetic testing strategy is recommended in prenatal diagnosis to optimize diagnostic efficiency and support clinical decision-making.
7.Expert consensus on the management of low anterior resection syndrome in patients after rectal cancer surgery
Hongyan LI ; Jianan SUN ; Qing ZHANG ; Yanjun WANG ; Meiling WANG ; Haiyan HU ; Quan WANG ; Kaili HU ; Yingjiang YE ; Jieman HU ; Ying LIU ; Hui WANG
Chinese Journal of Nursing 2025;60(11):1285-1288
Objective To establish an expert consensus on the management of low anterior resection syndrome(LARS)in patients with rectal cancer post-surgery(hereinafter referred to as"consensus"),aiming to standardize the related work of medical institutions in the context of post-operative LARS.Methods A comprehensive search of domestic and international databases was conducted to collect guidelines,expert consensuses,systematic reviews,evidence summaries,and original research related to post-operative LARS in rectal cancer published from the establishment of the databases until August 2024.Based on clinical practice experience,a preliminary draft of the"consensus"was formed.From September to November 2024,22 experts were invited to participate in 2 rounds of expert consultations,during which the draft content was revised and improved,and the final version of the"consensus"was determined through expert validation.Results A total of 22 experts responded,achieving a response rate of 100%.The effective recovery rate of the consultation questionnaires in both rounds was 100%,with an expert authority coefficient of 0.89,a judgment coefficient of 0.97,and a familiarity degree of 0.84.The Kendall harmony coefficients for the 2 rounds of expert consultations were 0.122 and 0.136,respectively(P<0.001).This consensus covers 5 main aspects:definition,assessment,prevention,treatment,and follow-up management of LARS.Conclusion This consensus demonstrates a high level of scientific rigor and can provide a strong reference for clinical nursing personnel in the specialized care of rectal cancer patients with post-operative LARS.
8.Interpretation of the service standards for medical nursing assistants of older adults in home and community
Ting LIU ; Haiyan SHI ; Huaguo ZHANG ; Yue CHEN ; Hongying PI ; Huiru HOU ; Shaomei SHANG ; Yan JIANG ; Zheng CHEN ; Ka LI ; Xin YANG ; Qilei TU ; Ze YANG ; Chao SUN
Chinese Journal of Geriatrics 2025;44(11):1500-1506
The Occupational Classification Dictionary of the People's Republic of China (2015 Edition) has added a new occupation type, Medical Nursing Assistants, aiming to meet the strong demand for medical care in the context of the aging population in China.In order to standardize the services of medical nursing assistants for the elderly in home and community settings and contribute to healthy aging, the National Health Commission issued the " Service Standards for Medical Nursing Assistants of Older Adults in Home and Community" ( WS/ T 803—2022) on September 28, 2022.The standards regulate the service processes, service items and requirements, as well as service evaluation and improvement for elderly medical nursing assistants.The interpretation of the standard's formulation background, the compilation process, and the standard's content are as follows.
9.Clinical feature and genetic variation in 9 cases of NPHS1-variant associated nephropathy from 8 Chinese families
Xumei ZHANG ; Haiyan WANG ; Zhihui YUE ; Haixia WEI ; Liangzhong SUN
Chinese Journal of Nephrology 2025;41(2):99-106
Objective:To explore the clinical feature and genetic variation of NPHS1 variant-associated nephropathy ( NPHS1-VAN) in Chinese patients. Methods:This study was a case-series analysis. Patients with NPHS1-VAN, who were treated and/or followed in the Department of Pediatrics, Nanfang Hospital, Southern Medical University between 2018 and 2023 were recruited into this study. Genotype, phenotype and their relationship were analyzed. Results:Nine NPHS1-VAN patients from 8 non-consanguineous Chinese families were collected, including 5 males and 4 females. There were 7 cases with an onset age within 3 months and 2 cases with an onset age of 6 months and 13 years, respectively. Seven patients harbored compound heterozygous variants, two had homozygous variants, including 8 missense variations,3 frameshift variants, and 1 splicing site variant. Four patients in 3 families harbored missense variant c.928G>A, two of them experienced spontaneous remission of proteinuria at the age of 1 year and 2 years, respectively, another one had persistent proteinuria and entered end stage renal disease (ESRD) at 11 years old. The other one had an onset age of 6 months with no response to steroids initially. She got complete remission by tacrolimus administered, but relapse frequently and partially responded to steroids later. Two patients of this group died, one of them died of respiratory failure 3 days after birth. Excessive amniotic fluid and fetal edema were acknowledged at 28 weeks of gestational age. He harbored compound heterozygous variants of NPHS1, c.1135C>G (R379G) and c.1339G>A (E447K). His mother previously experienced fetal death at 28 weeks gestational age for her first pregnant and stillborn at 36 weeks of gestational age for her second pregnant, respectively. One patient in this study who harbored homozygous variant of c.1339G>A (E447K) presented with a mild phenotype, onset age was 13 years old and didn't progress to ESRD yet at 21 years. Thus, variant E447K was hypothesized to be weakly pathogenic, while R379G may be strongly pathogenic with a risk of death. Five novel variants were identified in this group of patients, 3 missense variants (c.1135C>G, c.1157A>T, c.3197T>A) and 2 frameshift variants (c.709_710delCT, c.3193delG). Renal biopsy was performed in 4 cases, of whom two were focal segmental glomerular sclerosis and another two were minimal change disease. Conclusions:NPHS1-VAN possesses remarkable clinical and genetic heterogeneity. Five novel variants were identified. Missense variant is the most common variant type and c.928G>A is the most common one in this group of patients, in consistent with previous report in China. Children harbor c.928G>A may have a mild phenotype with possible spontaneous remission and may be response to steroids and calcineurin inhibitor. Variant c.1135C>G (R379G) may have a strong pathogenicity, and patient who harbors this variant may have a severe phenotype.
10.Clinical characteristics and efficacy of glyceryl phenylbutyrate treatment in 20 pediatric patients with urea cycle disorder
Wenjuan QIU ; Chengkai SUN ; Yuan XIAO ; Xiaoyan HUANG ; Cui SONG ; Jin WU ; Haiyan WEI ; Liwen WU ; Dan YU ; Hongwei DU ; Chen LIU ; Xuefan GU
Chinese Journal of Pediatrics 2025;63(9):1005-1010
Objective:To investigate the clinical characteristics of urea cycle disorder (UCD), the efficacy and safety of glyceryl phenylbutyrate (GPB) therapy in pediatric patients with UCD.Methods:This study was a retrospective, single-arm, multicenter clinical study. The clinical data of 20 pediatric patients with UCD who received GPB treatment at 9 hospitals nationwide between December 2021 and August 2024 were collected. The clinical manifestations, laboratory results, and molecular genetic characteristics were analyzed, ammonia levels and other laboratory results were evaluated pre-post GPB therapy by paired t-tests or Wilcoxon tests. Results:Among the 20 pediatric patients with UCD, there were 8 males and 12 females, and the onset age was 2.8 (1.4, 5.7) years. The ammonia levels were 174 (125, 342) μmol/L at first onset. The symptoms included vomiting in 6 cases, drowsiness in 5 cases, epilepsy in 5 cases, developmental delay in 5 cases, psychiatric and behavioral abnormalities in 3 cases, and lethargy in 1 case, and 18 cases exhibited abnormal liver function. Twenty cases included 6 UCD subtypes, with 11 cases being ornithine transcarbamylase deficiency. A total of 27 variants were identified, 11 (41%) of which were novel. The age of patients who began GPB therapy was 4.0 (1.5, 6.6) years. Ten cases stopped GPB after 4.2 (3.4, 5.3) months, with 4 patients undergoing liver transplantation and 6 discontinuing for financial reasons. The remaining ten patients continued GPB therapy for 11.6 (8.6, 14.0) months. The duration of GPB treatment was 6.0 (4.2, 12.3) months, at the final visit, the levels of ammonia, platelets and aspartate aminotransferase were lower compared to those of pre-treatment (all P<0.05). The serum albumin level was higher than that of pre-treatment ( P=0.016). Two patients suffered only one episode of acute hyperammonaemia, with ammonia levels of 232 and 141 μmol/L, respectively. Nine cases experienced adverse effects potentially related to GPB, decreased appetite in 6 cases, vomiting in 3 cases, abnormal skin oil odor in 2 cases, somnolence, fatigue and diarrhea each in 1 case, with symptoms improved within 6 (3, 10) days. Conclusions:UCD primarily manifests with neurological and gastrointestinal symptoms, and early diagnosis of UCD could be achieved through the analysis of ammonia. GPB may effectively reduce ammonia levels in UCD pediatric patients, with favorable safety and tolerability.

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