1.Construction of the clinical diagnosis and treatment model during the “pre-disease to disease” window period in traditional Chinese medicine: integration of objective multimodal data from the perspective of traditional Chinese medicine stateology
Danyang Li ; Min Ai ; Pai Zhou ; Ying Deng ; Chaoyang Yang ; Qinghua Peng
Digital Chinese Medicine 2026;9(2):173-183
The philosophy of “treating disease before its onset” is a fundamental concept of traditional Chinese medicine (TCM), permeating its diagnostic and therapeutic framework, and is central to clinical practice. However, current TCM diagnostic and treatment models for the “pre-disease to disease” window period face several limitations, including the lack of comprehensive clinical parameters, difficulties in characterizing and integrating heterogeneous multimodal data, and insufficient dynamic precision in interventions and efficacy evaluations. To address these issues, guided by Professor Candong Li’s theory of TCM stateology, this study focuses on integrating objective multimodal data. It proposes a new model for personalized TCM diagnosis and treatment targeting the “pre-disease to disease” window period. This approach first proposes the idea of restructuring the conceptual framework of “symptom” and integrating multi-source heterogeneous data at macroscopic, mesoscopic, and microscopic levels to form a three-dimensional assessment indicator system. By integrating graph neural networks, convolutional neural networks, attention mechanisms, and knowledge graph-guided weight allocation, this approach enables collaborative representation, alignment, and fusion of multi-source data. Subsequently, it plans to construct a multimodal fusion model at both feature and decision levels, in order to establish mappings between indicators and TCM state elements, and to screen key indicators characterizing pathological evolution during the window period. Furthermore, it proposes a technical path for enhancing model interpretability using methods such as SHapley Additive exPlanations (SHAP) and Ablation-CAM++. Finally, with state assessment as the core, it proposes the concept of constructing a dynamic evaluation method for individualized diagnosis and treatment based on time-series data analysis using algorithms such as long short-term memory (LSTM) networks and gated recurrent units (GRUs). Moreover, a causal inference framework and semi-supervised learning strategies are introduced to enable quantitative evaluation of individual intervention effects and to provide interpretable therapeutic feedback, forming a complete technical path from data representation and fusion, weight adjustment, and interpretability analysis, to dynamic diagnosis feedback. This study aims to address deficiencies in the current TCM diagnosis and treatment model during the “pre-disease to disease” window period and to provide an operational framework for the clinical practice of TCM’s “treating disease before its onset”.
2.Establishment and validation of a risk prediction model for nonattainment plasma concentration of zonisamide in children with epilepsy
Huiying LI ; Yan ZHANG ; Fashuang LI ; Linbo LI ; Lilin ZHANG ; Danyang REN ; Caixia TU ; Rundong XU
China Pharmacy 2026;37(16):2195-2201
OBJECTIVE To construct a risk prediction model for nonattainment plasma concentration of zonisamide in children with epilepsy, and to provide evidence for individualized dosing.METHODS Children with epilepsy who received standardized zonisamide treatment orally in Kunming Children’s Hospital were retrospectively selected as research subjects. Those treated from May 2022 to May 2024 were included in the modeling cohort, and those treated from June 2024 to January 2025 were included in the external validation cohort. According to plasma concentration, children were divided into therapeutic group and nonattainment group. Independent influencing factors for nonattainment plasma concentration of zonisamide were screened by collinearity diagnosis, univariate analysis, Lasso regression and random forest, based on which a nomogram risk prediction model was constructed and validated. Finally, the Shapley additive explanations (SHAP) method was used to interpret the features of the nomogram risk prediction model.RESULTS A total of 945 children with epilepsy were included in this study. There was no statistically significant difference in baseline data between the modeling cohort (531 cases) and the external validation cohort (414 cases) ( P >0.05), indicating comparability. Through multi-stage feature screening, seven influencing factors were finally included to construct the prediction model, namely gender, age, dosage, aspartate transferase, total bilirubin, uric acid and vitamin D. The corrected area under the curve of the model was 0.799 in the modeling cohort and 0.762 in the external validation cohort, showing good calibration and clinical applicability. SHAP analysis showed that gender, dosage, total bilirubin, age and aspartate transferase were the top five important variables affecting model prediction.CONCLUSIONS The nomogram risk prediction model for nonattainment plasma concentration of zonisamide constructed in this study has stable predictive performance. Clinically, the risk of nonattainment plasma concentration can be quickly assessed by combining the child’s gender, age, dosage, liver and kidney function, and vitamin D, and the dosing regimen can be adjusted in time.
3.Shugan Jianpi Granules (疏肝健脾颗粒) Combined with Chushi Zhiyang Oinement (除湿止痒软膏) for Atopic Dermatitis with Sleep Disturbance of Liver Constraint and Spleen Deficiency Syndrome: A Randomized Controlled Trial
Danyang LI ; Qiang YIN ; Zebing ZHU ; Xingwu DUAN ; Jiuli ZHAO
Journal of Traditional Chinese Medicine 2025;66(11):1133-1139
ObjectiveTo explore the effectiveness and potential mechanism of Shugan Jianpi Granules (疏肝健脾颗粒) combined with Chushi Zhiyang Ointment (除湿止痒软膏) in the treatment of atopic dermatitis with sleep disturbance of liver constraint and spleen deficiency syndrome. MethodsSixty-six patients with atopic dermatitis combined with sleep disturbance of liver constraint and spleen deficiency syndrome were randomly divided into 33 cases each in the treatment group and the control group. Both groups were treated with Chushi Zhiyang Ointment for external use. The treatment group additionally received Shugan Jianpi Granules orally, one dose per day; and the control group received cetirizine hydrochloride tablets orally, 10mg per day, taken before bedtime. Both groups were under the treatment for 4 weeks. Clinical effectiveness was evaluated after treatment, and the SCORing Atopic Dermatitis (SCORAD) index, pruritus visual analog scale (VAS) score, Insomnia Severity Index (ISI) score, and Pittsburgh Sleep Quality Index (PSQI) score were recorded before and after treatment, and serum levels of melatonin (MLT), interleukin-4 (IL-4), interleukin-6 (IL-6), interleukin-13 (IL-13), and tumor necrosis factor-α (TNF-α) were measured. The patients were also tested for blood routine, liver function and kidney function before and after treatment, and the occurrence of adverse events was also observed. ResultsThe total effective rate in the treatment group (90.63%, 29/32) was significantly higher than that in the control group (66.67%, 20/30, P<0.05). After the interventions, the scores for SCORAD, VAS, ISI, and PSQI, as well as the levels of IL-4, IL-6, IL-13, and TNF-α, were significantly reduced in both groups. In contrast, the MLT levels in treatment group significantly elevated compared to that before treatment (P<0.05). Comparing between the two groups after treatment, the scores of SCORAD, ISI, PSQI, and VAS, as well as the levels of serum IL-4 and IL-13 in the treatment group were significantly lower than those in the control group, while the MLT levels were markedly higher than that in the control group (P<0.05 or P<0.01). There was no obvious abnormality in blood routine, liver function and kidney function in both groups when compared before and after treatment. The incidence rate of adverse reactions was 9.38% (3/32) in the treatment group and 13.33% (4/30) in the control group, and the difference between groups showed no statistical difference (P>0.05). ConclusionOn the basis of topical application of Chushi Zhiyang Ointment, the combined application of Shugan Jianpi Granules can significantly alleviate the degree of skin lesions and itching, and improve the quality of sleep in atopic dermatitis patients with sleep disturbance of liver constraint and spleen deficiency syndrome, and its mechanism may be related to regulating the immune balance, reducing the secretion of inflammatory factors, and elevating the level of MLT.
4.Effects of pulse indicated continuous cardiac output monitoring on outcomes of intensive care unit patients with shock: a propensity score matching analysis
World Journal of Emergency Medicine 2025;16(5):469-474
BACKGROUND: Pulse indicated continuous cardiac output (PiCCO) has largely replaced Swan-Ganz catheterization in shock patients. However, whether PiCCO monitoring can improve outcomes of shock patients, such as mortality, length of hospital stay, duration of mechanical ventilation, or laboratory parameters, remains unknown.
METHODS: This retrospective cohort study included patients with shock in the intensive care unit (ICU) from January 2013 to January 2020. Patients were divided into PiCCO group and non-PiCCO group based on treatment with PiCCO monitoring or not. Demographic characteristics, Acute Physiology and Chronic Health Evaluation (APACHE) II scores, quick Sequential Organ Failure Assessment (qSOFA) scores, 14-day mortality, and N-terminal pro-B-type natriuretic peptide (NT-proBNP) levels at 0, 1, 3 and 7 days after onset of shock, duration of mechanical ventilation, length of hospital stay and hospitalization costs were compiled and analyzed using propensity score matching (PSM).
RESULTS: Real-world analysis of 1,583 ICU patients suffering shock after propensity score matching revealed that 14-day mortality did not differ between PiCCO and non-PiCCO groups (36.2% vs. 32.6%, P=0.343). Duration of mechanical ventilation, hospital stay, and hospitalization costs were also similar between the two groups (P>0.05). No differences in changes of NT-proBNP levels on days 0, 1, 3, and 7 as compared to baseline were noted between the two groups (P>0.05).
CONCLUSIONS: The results of our real-world indicate that PiCCO monitoring may not shorten the duration of mechanical ventilation, length of hospital stay, or reduce hospitalization costs, nor will it bring survival benefits to ICU patients suffering shock.
6.EvoNB: A protein language model-based workflow for nanobody mutation prediction and optimization.
Danyang XIONG ; Yongfan MING ; Yuting LI ; Shuhan LI ; Kexin CHEN ; Jinfeng LIU ; Lili DUAN ; Honglin LI ; Min LI ; Xiao HE
Journal of Pharmaceutical Analysis 2025;15(6):101260-101260
The identification and optimization of mutations in nanobodies are crucial for enhancing their therapeutic potential in disease prevention and control. However, this process is often complex and time-consuming, which limit its widespread application in practice. In this study, we developed a workflow, named Evolutionary-Nanobody (EvoNB), to predict key mutation sites of nanobodies by combining protein language models (PLMs) and molecular dynamic (MD) simulations. By fine-tuning the ESM2 model on a large-scale nanobody dataset, the ability of EvoNB to capture specific sequence features of nanobodies was significantly enhanced. The fine-tuned EvoNB model demonstrated higher predictive accuracy in the conserved framework and highly variable complementarity-determining regions of nanobodies. Additionally, we selected four widely representative nanobody-antigen complexes to verify the predicted effects of mutations. MD simulations analyzed the energy changes caused by these mutations to predict their impact on binding affinity to the targets. The results showed that multiple mutations screened by EvoNB significantly enhanced the binding affinity between nanobody and its target, further validating the potential of this workflow for designing and optimizing nanobody mutations. Additionally, sequence-based predictions are generally less dependent on structural absence, allowing them to be more easily integrated with tools for structural predictions, such as AlphaFold 3. Through mutation prediction and systematic analysis of key sites, we can quickly predict the most promising variants for experimental validation without relying on traditional evolutionary or selection processes. The EvoNB workflow provides an effective tool for the rapid optimization of nanobodies and facilitates the application of PLMs in the biomedical field.
7.Clinical efficacy and safety of intravenous colistin sulfate monotherapy versus combination with nebulized inhalation for pulmonary infections caused by carbapenem-resistant gram-negative bacilli: a multicenter retrospective cohort study.
Danyang PENG ; Fan ZHANG ; Ying LIU ; Yanqiu GAO ; Lanjuan XU ; Xiaohui LI ; Suping GUO ; Lihui WANG ; Lin GUO ; Yonghai FENG ; Chao QIN ; Huaibin HAN ; Xisheng ZHENG ; Faming HE ; Xiaozhao LI ; Bingyu QIN ; Huanzhang SHAO
Chinese Critical Care Medicine 2025;37(9):829-834
OBJECTIVE:
To compare the efficacy and safety of intravenous colistin sulfate combined with nebulized inhalation versus intravenous monotherapy for pulmonary infections caused by carbapenem-resistant organism (CRO).
METHODS:
A multicenter retrospective cohort study was conducted. Clinical data were collected from patients admitted to the intensive care unit (ICU) of 10 tertiary class-A hospitals in Henan Province between July 2021 and May 2023, who received colistin sulfate for CRO pulmonary infections. Data included baseline characteristics, inflammatory markers [white blood cell count (WBC), neutrophil count (NEU), procalcitonin (PCT), C-reactive protein (CRP)], renal function indicators [serum creatinine (SCr), blood urea nitrogen (BUN)], life support measures, anti-infection regimens, clinical efficacy, microbiological clearance rate, and prognostic outcomes. Patients were divided into two groups: intravenous group (colistin sulfate monotherapy via intravenous infusion) and combination group ((intravenous infusion combined with nebulized inhalation of colistin sulfate). Changes in parameters before and after treatment were analyzed.
RESULTS:
A total of 137 patients with CRO pulmonary infections were enrolled, including 89 in the intravenous group and 48 in the combination group. Baseline characteristics, life support measures, daily colistin dose, and combination regimens (most commonly colistin sulfate plus carbapenems in both groups) showed no significant differences between two groups. The combination group exhibited higher clinical efficacy [77.1% (37/48) vs. 59.6% (52/89)] and microbiological clearance rate [60.4% (29/48) vs. 39.3% (35/89)], both P < 0.05. Pre-treatment inflammatory and renal parameters showed no significant differences between two groups. Post-treatment, the combination group showed significantly lower WBC and CRP [WBC (×109/L): 8.2±0.5 vs. 10.9±0.6, CRP (mg/L): 14.0 (5.7, 26.6) vs. 52.1 (24.4, 109.6), both P < 0.05], whereas NEU, PCT, SCr, and BUN levels showed no significant between two groups. ICU length of stay was shorter in the combination group [days: 16 (10, 25) vs. 21 (14, 29), P < 0.05], although mechanical ventilation duration and total hospitalization showed no significant differences between two groups.
CONCLUSIONS
Intravenous colistin sulfate combined with nebulized inhalation improved clinical efficacy and microbiological clearance in CRO pulmonary infections with an acceptable safety profile.
Humans
;
Colistin/therapeutic use*
;
Retrospective Studies
;
Administration, Inhalation
;
Anti-Bacterial Agents/therapeutic use*
;
Carbapenems/pharmacology*
;
Male
;
Female
;
Middle Aged
;
Gram-Negative Bacteria/drug effects*
;
Aged
;
Treatment Outcome
;
Respiratory Tract Infections/drug therapy*
8.Association of Body Mass Index with All-Cause Mortality and Cause-Specific Mortality in Rural China: 10-Year Follow-up of a Population-Based Multicenter Prospective Study.
Juan Juan HUANG ; Yuan Zhi DI ; Ling Yu SHEN ; Jian Guo LIANG ; Jiang DU ; Xue Fang CAO ; Wei Tao DUAN ; Ai Wei HE ; Jun LIANG ; Li Mei ZHU ; Zi Sen LIU ; Fang LIU ; Shu Min YANG ; Zu Hui XU ; Cheng CHEN ; Bin ZHANG ; Jiao Xia YAN ; Yan Chun LIANG ; Rong LIU ; Tao ZHU ; Hong Zhi LI ; Fei SHEN ; Bo Xuan FENG ; Yi Jun HE ; Zi Han LI ; Ya Qi ZHAO ; Tong Lei GUO ; Li Qiong BAI ; Wei LU ; Qi JIN ; Lei GAO ; He Nan XIN
Biomedical and Environmental Sciences 2025;38(10):1179-1193
OBJECTIVE:
This study aimed to explore the association between body mass index (BMI) and mortality based on the 10-year population-based multicenter prospective study.
METHODS:
A general population-based multicenter prospective study was conducted at four sites in rural China between 2013 and 2023. Multivariate Cox proportional hazards models and restricted cubic spline analyses were used to assess the association between BMI and mortality. Stratified analyses were performed based on the individual characteristics of the participants.
RESULTS:
Overall, 19,107 participants with a sum of 163,095 person-years were included and 1,910 participants died. The underweight (< 18.5 kg/m 2) presented an increase in all-cause mortality (adjusted hazards ratio [ aHR] = 2.00, 95% confidence interval [ CI]: 1.66-2.41), while overweight (≥ 24.0 to < 28.0 kg/m 2) and obesity (≥ 28.0 kg/m 2) presented a decrease with an aHR of 0.61 (95% CI: 0.52-0.73) and 0.51 (95% CI: 0.37-0.70), respectively. Overweight ( aHR = 0.76, 95% CI: 0.67-0.86) and mild obesity ( aHR = 0.72, 95% CI: 0.59-0.87) had a positive impact on mortality in people older than 60 years. All-cause mortality decreased rapidly until reaching a BMI of 25.7 kg/m 2 ( aHR = 0.95, 95% CI: 0.92-0.98) and increased slightly above that value, indicating a U-shaped association. The beneficial impact of being overweight on mortality was robust in most subgroups and sensitivity analyses.
CONCLUSION
This study provides additional evidence that overweight and mild obesity may be inversely related to the risk of death in individuals older than 60 years. Therefore, it is essential to consider age differences when formulating health and weight management strategies.
Humans
;
Body Mass Index
;
China/epidemiology*
;
Male
;
Female
;
Middle Aged
;
Prospective Studies
;
Rural Population/statistics & numerical data*
;
Aged
;
Follow-Up Studies
;
Adult
;
Mortality
;
Cause of Death
;
Obesity/mortality*
;
Overweight/mortality*
9.Application of cochlear microphonics combined with otoacoustic emission in early differential and localization diagnosis of auditory neuropathy
Yuhan CHEN ; Hongyang WANG ; Danyang LI ; Ziyi CHEN ; Tao SHI ; Wei SHI ; Lan LAN ; Qiuju WANG
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2025;60(9):1163-1171
Objective:The purpose of this study was to investigate the diagnostic value and clinical significance of cochlear microphonics (CM) combined with otoacoustic emission (OAE) in patients with auditory neuropathy (AN).Methods:The study included patients who were diagnosed with bilateral AN and had CM originating from both sides. The CM amplitude, latency, duration and intensity-amplitude (I/O) function curve were recorded by CM test. According to whether the distortion product otoacoustic emissions (DPOAE) passed through, the patients were divided into three groups: bilateral OAE passed group (OAE PP Group), bilateral OAE failed group (OAE RR Group), and unilateral OAE passed through one side failed group (OAE PR Group). OAE was elicited by four or more frequencies of 750-8 000 Hz. The characteristics of CM and its related influencing factors were analyzed, and data were processed and analyzed by SPSS 26.0 software. Results:(1) A total of 256 patients (512 ears) with AN were enrolled, including 161 patients (322 ears) in OAE PP group, 32 patients (64 ears) in OAE PR group and 63 patients (126 ears) in OAE RR group. OAE failed in 30.9% of patients with AN. (2) When the stimulation intensity was 100 dB nHL, the CM amplitude of OAE passing ear (OAE P+CM P group) in AN patients aged 3 years was 0.43±0.17μV, which was significantly higher than that of OAE not passing ear (OAE R+CM P group) (0.29±0.15) μV ( t=4.876, P<0.001). The CM duration of the OAE P+CM P group was (5.18±1.04) ms, which was longer than that of the OAE R+CM P group at 4.60±1.12 ms ( P=0.005). The I/O function curve of OAE P+CM P group showed a nonlinear trend, while, that of OAE R+CM P group showed a linear trend. (3) In the OAE P+CM P group of AN patients, the amplitude of CM was negatively correlated with the onset age, test age, disease course, PTA, and ASSR threshold ( P<0.001), with correlation coefficients of r=-0.475, r=-0.519, r=-0.367, r=-0.374, and r=-0.494, respectively. In the OAE R+CM P group of AN patients, the amplitude of CM was negatively correlated with the onset age, test age, and ASSR threshold ( P<0.05), with correlation coefficients of r=-0.271, r=-0.240, and r=-0.287, respectively. Conclusions:Excluding patients with high-frequency steeply sloping hearing loss, when ABR is absent or abnormal and OAE is absent, CM detection can reduce the rate of missed diagnosis of AN. The analysis of CM amplitude and I/O function curve is helpful to determine the lesion site of AN patients, which is convenient for early diagnosis and effective intervention.
10.Role of cancer-associated fibroblasts autophagy in papillary thyroid cancer
Xuemei ZHANG ; Danyang SUN ; Ning LI ; Qicheng ZHANG ; Ke XU ; Wei ZHENG ; Qiang JIA ; Jian TAN ; Zhaowei MENG
Chinese Journal of Endocrinology and Metabolism 2025;41(2):135-144
Objective:To investigate the inpact of thyroid cancer-derived cancer-associated fibroblasts(CAF) autophagy on papillary thyroid cancer(PTC).Methods:CAF and normal fibroblasts were isolated from cancerous and adjacent normal thyroid tissues from four PTC patients. Expressions of fibroblast activation protein(FAP) and α-smooth muscle actin in cells were assessed. Conditioned medium of CAF and normal fibroblasts were prepared and used to culture PTC cells. The effects of CAF and normal fibroblasts on survival, proliferation, migration, invasion and iodine uptake of PTC cells were evaluated through cell proliferation assay, cell scratch assay, cell invasion assay, and cell iodine uptake assay. The autophagy level of CAF was also evaluated. Autophagy inhibition and activation were used to regulate the autophagy of CAF, and then their effects on PTC cell proliferation, migration and invasion were further evaluated. The in vivo effect of CAF autophagy on PTC xenograft tumor growth was evaluated.Results:CAF exhibited higher FAP expression and basal autophagy levels. PTC cells co-cultured with CAF-conditioned media showed enhanced proliferation, migration, invasion, and reduced iodine uptake. Autophagy inhibition reduced these effects, while autophagy activation further promoted them. In vivo, inhibiting CAF autophagy suppressed tumor growth.Conclusions:CAF promotes PTC cell malignancy through autophagy activation, enhancing proliferation, migration, and invasion while reducing iodine uptake.


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