1.Correlation Analysis of Huanglian Jiedu Wan on Syndrome Improvement and Clinical Biomarkers of "Excess Heat-Toxicity" Based on Machine Learning Model
Qi LI ; Keke LUO ; Baolin BIAN ; Hongyu YU ; Mengxiao WANG ; Mengyao TIAN ; Wen XIA ; Yuan MA ; Xinfang ZHANG ; Pengyue LI ; Nan SI ; Hongjie WANG ; Yanyan ZHOU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(8):162-173
ObjectiveThis paper aims to find the identified and validated clinical biomarker data building upon a clinical study of early-phase phase Ⅱ and investigate the correlation analysis of Huanglian Jiedu Wan on syndrome improvement and clinical biomarkers in the treatment of "excess heat-toxicity" based on a machine learning model. Additionally, the effective prediction of clinical biomarker values for the main symptoms of the "excess heat-toxicity" syndrome was assessed. MethodsA total of 229 patients meeting the inclusion criteria for "excess heat-toxicity" syndrome were randomly divided into the Huanglian Jiedu Wan group and the placebo group. Syndrome score transition matrices were constructed for the Huanglian Jiedu Wan group and the placebo group based on three main symptoms of "excess heat-toxicity" syndrome, such as oral ulcers, sore throat, and gum swelling and pain. Data from the patients with these three syndromes were also integrated for an overall analysis. The corresponding syndrome score transition matrices were further constructed to visualize symptom change trends of the patients in the two groups via heatmaps. Based on the identified and validated clinical biomarkers related to inflammation, oxidative stress, and energy metabolism in the early phase, Spearman correlation analysis was employed to analyze and evaluate the associations between clinical biomarkers and syndrome improvement. Key clinical biomarkers reflecting the effect of Huanglian Jiedu Wan were screened through the comparison of differences between groups. An extreme gradient boosting (XGBoost) algorithm was used to develop a prediction model for main symptom classification, with classification performance evaluated through 10-fold cross-validation. Feature importance analysis was applied to identify variables with the greatest contribution to the prediction result. ResultsThe syndrome transition matrix results indicated that the Huanglian Jiedu Wan group showed a superior effect to the placebo group in improving oral ulcers, sore throat, and overall symptoms, with significant effects observed especially in sore throat and overall symptom analyses (P<0.01). Spearman correlation analysis revealed that several clinical biomarkers positively correlated with "excess heat-toxicity" syndrome and its main symptom improvement, were also called "heat-related biomarkers", including succinic acid, α-ketoglutaric acid, glycine, lactic acid, adenosine monophosphate (AMP), tumor necrosis factor-α (TNF-α), interferon-γ (IFN-γ), interleukin-1β (IL-1β), interleukin-4 (IL-4), interleukin-6 (IL-6), interleukin-8 (IL-8), interleukin-10 (IL-10), and so on. Conversely, clinical biomarkers negatively correlated with symptom severity, were also called "heat-clearing related biomarkers" after administration of Huanglian Jiedu Wan, including malic acid, fumaric acid, cis-aconitic acid, adrenocorticotropic hormone (ACTH), IL-1β, IL-4, IL-8, succinic acid, and citric acid. The XGBoost classification model using all 52 biomarkers as variables achieved an average test accuracy of 0.754 and an average F1 score of 0.777. Feature importance analysis identified the scores of glutamic acid in saliva and IL-6 were the highest in all the variables, with importance scores of 0.081 and 0.080, respectively. After screening out 14 key variables and optimizing the parameters, model performance improved to an average accuracy of 0.758 and an F1 score of 0.798. Feature importance analysis further determined that the glutamic acid in saliva and IL-6 showed obvious changes after screening the variables, confirming the good syndrome prediction ability of the model constructed by these key clinical biomarkers. ConclusionThis study systematically elucidates the correlation between syndrome improvement and clinical biomarkers of Huanglian Jiedu Wan in the treatment of "excess heat-toxicity" syndrome. An XGBoost classification model based on key clinical biomarkers is successfully established, achieving effective prediction of the symptoms related to the "excess heat-toxicity" syndrome such as oral ulcers and sore throat and providing a new insight for objective identification of traditional Chinese medicine syndromes.
2.Correlation Analysis of Huanglian Jiedu Wan on Syndrome Improvement and Clinical Biomarkers of "Excess Heat-Toxicity" Based on Machine Learning Model
Qi LI ; Keke LUO ; Baolin BIAN ; Hongyu YU ; Mengxiao WANG ; Mengyao TIAN ; Wen XIA ; Yuan MA ; Xinfang ZHANG ; Pengyue LI ; Nan SI ; Hongjie WANG ; Yanyan ZHOU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(8):162-173
ObjectiveThis paper aims to find the identified and validated clinical biomarker data building upon a clinical study of early-phase phase Ⅱ and investigate the correlation analysis of Huanglian Jiedu Wan on syndrome improvement and clinical biomarkers in the treatment of "excess heat-toxicity" based on a machine learning model. Additionally, the effective prediction of clinical biomarker values for the main symptoms of the "excess heat-toxicity" syndrome was assessed. MethodsA total of 229 patients meeting the inclusion criteria for "excess heat-toxicity" syndrome were randomly divided into the Huanglian Jiedu Wan group and the placebo group. Syndrome score transition matrices were constructed for the Huanglian Jiedu Wan group and the placebo group based on three main symptoms of "excess heat-toxicity" syndrome, such as oral ulcers, sore throat, and gum swelling and pain. Data from the patients with these three syndromes were also integrated for an overall analysis. The corresponding syndrome score transition matrices were further constructed to visualize symptom change trends of the patients in the two groups via heatmaps. Based on the identified and validated clinical biomarkers related to inflammation, oxidative stress, and energy metabolism in the early phase, Spearman correlation analysis was employed to analyze and evaluate the associations between clinical biomarkers and syndrome improvement. Key clinical biomarkers reflecting the effect of Huanglian Jiedu Wan were screened through the comparison of differences between groups. An extreme gradient boosting (XGBoost) algorithm was used to develop a prediction model for main symptom classification, with classification performance evaluated through 10-fold cross-validation. Feature importance analysis was applied to identify variables with the greatest contribution to the prediction result. ResultsThe syndrome transition matrix results indicated that the Huanglian Jiedu Wan group showed a superior effect to the placebo group in improving oral ulcers, sore throat, and overall symptoms, with significant effects observed especially in sore throat and overall symptom analyses (P<0.01). Spearman correlation analysis revealed that several clinical biomarkers positively correlated with "excess heat-toxicity" syndrome and its main symptom improvement, were also called "heat-related biomarkers", including succinic acid, α-ketoglutaric acid, glycine, lactic acid, adenosine monophosphate (AMP), tumor necrosis factor-α (TNF-α), interferon-γ (IFN-γ), interleukin-1β (IL-1β), interleukin-4 (IL-4), interleukin-6 (IL-6), interleukin-8 (IL-8), interleukin-10 (IL-10), and so on. Conversely, clinical biomarkers negatively correlated with symptom severity, were also called "heat-clearing related biomarkers" after administration of Huanglian Jiedu Wan, including malic acid, fumaric acid, cis-aconitic acid, adrenocorticotropic hormone (ACTH), IL-1β, IL-4, IL-8, succinic acid, and citric acid. The XGBoost classification model using all 52 biomarkers as variables achieved an average test accuracy of 0.754 and an average F1 score of 0.777. Feature importance analysis identified the scores of glutamic acid in saliva and IL-6 were the highest in all the variables, with importance scores of 0.081 and 0.080, respectively. After screening out 14 key variables and optimizing the parameters, model performance improved to an average accuracy of 0.758 and an F1 score of 0.798. Feature importance analysis further determined that the glutamic acid in saliva and IL-6 showed obvious changes after screening the variables, confirming the good syndrome prediction ability of the model constructed by these key clinical biomarkers. ConclusionThis study systematically elucidates the correlation between syndrome improvement and clinical biomarkers of Huanglian Jiedu Wan in the treatment of "excess heat-toxicity" syndrome. An XGBoost classification model based on key clinical biomarkers is successfully established, achieving effective prediction of the symptoms related to the "excess heat-toxicity" syndrome such as oral ulcers and sore throat and providing a new insight for objective identification of traditional Chinese medicine syndromes.
3.The study of m6A methylation-related proteins in the prefrontal cortex of PTSD mice
Jiaying LU ; Luodong YANG ; Keke LU ; Wenlong XIN ; Bin LI ; Qulong LI ; Guiqing ZHANG
Acta Universitatis Medicinalis Anhui 2026;61(3):495-500
ObjectiveTo investigate the expression of prefrontal cortical neurons, methyltransferase-like 3 (METTL3), fat mass and obesity-associated gene (FTO), and AlkB homolog 5 (ALKBH5) proteins in a mouse model of post-traumatic stress disorder (PTSD). MethodsA PTSD mouse model was established using a single prolonged stress and foot shock stimulation (SPSS) method. The despair, anxiety, and learning and memory functions of PTSD mice were assessed through the open field test, Y-maze test, and forced swimming test. Neuronal damage was detected via HE and Nissl staining. The expression levels of METTL3, FTO, ALKBH5, and neuronal nuclear protein (NEUN) were assessed by Western blot and immunofluorescence staining. ResultsCompared to control group, PTSD mice subjected to SPSS exhibited signs of despair, anxiety, and impaired learning and memory. HE and Nissl staining results showed neuronal damage in the prefrontal cortex of PTSD mice. Western blot and immunofluorescence staining results showed that the expression of the m6A-related proteins METTL3 and FTO decreased, while the expression of ALKBH5 increased in the prefrontal cortex. Additionally, NEUN protein levels showed a declining trend. ConclusionThe pathogenesis of PTSD may be associated with neuronal damage in the prefrontal cortex and alterations in m6A methylation proteins.
4.Study on the dose of esketamine during general anesthesia maintenance in elderly patients undergoing radical resection of esophageal cancer
Lin LIN ; Li KONG ; Songmei MA ; Keke WANG ; Xiaohui DONG
Chinese Journal of Endocrine Surgery 2025;19(5):778-782
Objective:To analyze the efficacy of different doses of esketamine in maintaining general anesthesia in elderly patients undergoing radical resection of esophageal cancer.Methods:A total of 98 elderly patients who underwent radical resection of esophageal cancer and admitted from Jun. 2023 to May. 2025 in Shangqiu First People’s Hospital were selected and divided into Group A ( n=50, 0.25 mg·kg -1·h -1) and Group B ( n=48,0.5 mg·kg -1·h -1) according to the dose of esketamine. The following situations between the two groups were compared: (1) hemodynamics [mean arterial pressure (MAP), heart rate (HR) ] before anesthesia induction (T0), 30 minutes after the start of the operation (T1), and at extubation (T2) ; (2) Stress inflammatory indicators [norepinephrine (NE), C-reactive protein (CRP) ] before the operation and 1 day after the operation; (3) Analgesia status [Dosage of propofol and remifentanil, remedial analgesia rate, and the degree of analgesia was evaluated by visual analogue scale (VAS) 2 hours after the operation]; (4) Postoperative recovery [postoperative eye-opening time, extubation time, anesthesia recovery time, and postoperative recovery quality was evaluated using the Chinese version of the 15-item Quality of Recovery (QoR-15) Scale 1 day after the operation]; (5) Safety. Results:(1) At time T1, MAP of both groups was lower than that at time T0,and at time T2, MAP of group B was higher than that at time T1 ( P<0.05). At times T1 and T2, HR of both groups was lower than that at time T0, and HR of both groups at time T2 was higher than that at time T1 ( P<0.05). At time T1, MAP and HR in group B were lower than those in group A ( P<0.05). (2) The dosages of propofol and remifentanil in group B were lower ( P<0.05) ,while the comparison of remedial analgesia rate and VAS score between the two groups showed P>0.05. (3) One day after the operation,the levels of serum NE and CRP in both groups were higher than those before the operation,while those in group B were even lower ( P<0.05). (4) The incidence of adverse reactions in group B (20.83%) was slightly higher than that in group A (10.00%). (5) The eye-opening time,extubation time and anesthesia recovery time after surgery in group B were all longer than those in group A ( P<0.05), while the comparison of QoR-15 scores between the two groups showed P>0.05. Conclusions:In the maintenance of general anesthesia for elderly patients undergoing radical resection of esophageal cancer, the intraoperative hemodynamic fluctuations of low-dose esketamine are smaller. Although the dosages of propofol and remifentanil are higher and the postoperative recovery time is longer, there are no significant differences in analgesic effect, adverse reactions or recovery quality, while the stress and inflammatory responses of high-dose esketamine are smaller.
5.Distribution and drug resistance of Enterobacter cloacae in Gansu Province from 2019 to 2023
Zhifeng WANG ; Xiaofang LIANG ; Dandan DU ; Keke LI ; Qianqian LIU ; Wenjie WANG ; Zhangping LU ; Lianhua WEI
Chinese Journal of Nosocomiology 2025;35(19):3000-3004
OBJECTIVE To analyze the clinical distribution characteristics and drug resistance of Enterobacter cloa-cae in Gansu Province from 2019 to 2023,providing reference for the prevention and control of E.cloacae infec-tions in this region.METHODS Data on the distribution and drug resistance of E.cloacae from hospitals in mem-ber units of the Gansu Antimicrobial Surveillance Network between 2019 and 2023 were collected.In vitro drug susceptibility testing was performed by the Kirby-Bauer disk diffusion(K-B)method,minimum inhibitory con-centration method,and fully automated instrumentation,followed by analysis of the susceptibility results.RESULTS From 2019 to 2023,a total of 402 490 bacterial strains were isolated and cultured in Gansu Province,including 17 417 strains of E.cloacae,with a detection rate of 4.33%.The bacteria were primarily iso-lated from sputum specimens(62.81%),followed by urine(7.37%)and wound pus specimens(6.07%).The de-partmental distribution was dominated by internal medicine(44.96%)and surgery(28.50%).The highest detec-tion rate was observed in the adult group(15-65 years,45.79%).E.cloacae exhibited varying degrees of resist-ance to over 20 antibacterial drugs,but the overall drug resistance rate showed a declining trend(P<0.05).The highest drug resistance rate was observed for cefazolin(96.40%-98.38%),while the lowest was for tigecycline(0.44%—2.92%).Carbapenem-resistant E.cloacae demonstrated an increasing trend in drug resistance rates,with imipenem resistance ranging from 2.79%to 3.71%(P=0.044)and meropenem resistance ranging from 1.29%to 3.41%(P<0.05).CONCLUSIONS The isolation rate of E.cloacae in Gansu Province remains stable,with a declining trend in drug resistance to multiple antibacterial drugs.However,the increasing drug resistance to carbapenems warrants attention.
6.Interpretation of"Standard for prevention and control of catheter-associated urinary tract infection"(WS/T862-2025)
Weiguang LI ; Jian SUN ; Hua XU ; Keke LIU ; Zhiyuan CHEN ; Gui ZHANG
Chinese Journal of Nosocomiology 2025;35(20):3041-3044
In order to effectively prevent and control the occurrence of catheter-associated urinary tract infection and ensure the safety of both patients and medical personnel,the National Health Commission of the People's Re-public of China officially released the recommended health industry standard"Standard for prevention and control of catheter-associated urinary tract infection"(WS/T862-2025)in Aug.2025.This paper provides an interpreta-tion of the standard,covering its drafting background,basis and content,to assist relevant medical personnel in healthcare institutions in enhancing their understanding and recognition of the standard,and to further promote its implementation and enforcement.
7.Survey of outbreak and whole genome tracing source of one case of suspected carbapenem-resistant Acinetobacter baumannii infection in ICU
Keke LIU ; Kexin WU ; Heng CAO ; Gui ZHANG ; Yuqing LIU ; Weiguang LI
Chinese Journal of Nosocomiology 2025;35(9):1412-1416
OBJECTIVE To conduct the epidemiological survey for 4 patients with carbapenem-resistant Klebsiella pneumoniae(CRAB)that gathered to emerge in intensive care unit(ICU)within a short period so as to find out the sources of suspected CRAB.METHODS The clinical data and epidemiological history of the 4 patients with hospital-associated infection with CRAB who were treated in Shandong Provincial Hospital Affiliated to Shandong First Medical University from Mar.31,2023 to Apr.7,2023 were retrospectively analyzed.The whole genome second-generation sequencing was carried out for the CRAB strains isolated from the patients and their surround-ings,and the sources of the CRAB strains were traced by means of the whole genome sequencing.RESULTS The result of the epidemiological survey showed that the case 1,2,3 and 4 were close in spatial position and had the similar drug resistance spectrum,and there might be cross infection.With the combination of the result of genome analysis,it was found that the strain from the case 1 was brought from the community and was the evolutionary branch different from other CRAB strains causing nosocomial infection;the strains from the case 2,3 and 4 had the close original sources with the CRAB strains from surroundings.CONCLUSIONS The CRAB strain from the case 1 is brought from community,which differs in the evolution branch with the strains from the cases of hospi-tal-associated CRAB infection.The transmission of CRAB leading to the incident of suspected hospital-associated infection outbreak is multiple sources.It is an effective measure to early identify the outbreak of hospital-associated infection and take targeted prevention measures so as to control the outbreak of hospital-associated infection.
8.The effects of interactive scalp acupuncture and constraint-induced movement therapy for children with spastic hemiplegic cerebral palsy
Xuesong REN ; Zhijun CAI ; Houqin ZHOU ; Keke LI ; Yueqin LI ; Xijun LIU ; Dengna ZHU
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(1):41-45
Objective:To observe any effect of combining interactive scalp acupuncture with constraint-induced movement therapy (CIMT) in treating the upper extremity motor function of children with spastic hemiplegic cerebral palsy.Methods:Fifty-seven children with spastic hemiplegic cerebral palsy were randomly divided into a control group of 28 and an observation group of 29. The control group was given conventional rehabilitation and routine CIMT, while the observation group was additionally provided with interactive scalp acupuncture. In the observation group the CIMT lasted for 30 minutes while the needles were retained. Then, after the needles were removed, the family administered simple rehabilitation training for 2.5 hours guided by a rehabilitation therapist. The treatments were administered 5 days per week for 3 weeks as a session, and the whole treatment consisted of 3 sessions. Before, as well as 1 month and 3 months after the treatment, upper extremity motor function in both groups was evaluated using the Melbourne assessment scale 2 (MA2) and the fine motor Peabody developmental motor scales. Muscle tone in the children′s elbow flexors was assessed using the modified Ashworth scale (MAS).Results:After both 1 and 3 months of treatment, the average MA2 scores of both groups were significantly better than those before treatment, with those of the observation group significantly superior to the control group′s averages. After both 1 and 3 months, both groups′ visual-motor integration scores, grasping ability scores and total scores had improved significantly, with those of the observation group significantly better than in the control group, on average. The MAS scores of both groups were also significantly better than before the treatment, but with no significant differences between the two groups at either time point.Conclusions:Interactive scalp acupuncture combined with constraint-induced movement therapy can significantly improve the upper extremity motor functioning and fine motor ability of children with spastic hemiplegic cerebral palsy.
9.A single-center retrospective cohort study of rituximab combined with glucocorticoids in the treatment of high-risk primary membranous nephropathy
Keke ZHAO ; Hui LI ; Chong ZHANG
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(8):1001-1008
Objective·To evaluate and compare the clinical efficacy and safety of rituximab(RTX)monotherapy and RTX combined with glucocorticoids in the treatment of high-risk primary membranous nephropathy(PMN).Methods·A retrospective cohort study was conducted to include 87 high-risk PMN patients who received RTX treatment in Xin Hua Hospital,Shanghai Jiao Tong University School of Medicine,between December 2018 and February 2024.Patients were divided into RTX monotherapy group and RTX combined with glucocorticoid group(combination therapy group)according to their treatment regimens.After adjusting for confounding factors using propensity score matching(PSM),intention-to-treat(ITT)and per-protocol(PP)analyses were performed to evaluate the primary efficacy outcomes.Results·A total of 58 patients were included after PSM,with 29 in each group.At 12 months after treatment,ITT analysis showed that the overall remission and complete remission(CR)of RTX monotherapy were 72.41%and 20.69%respectively,compared to 79.31%and 55.17%in the combination therapy group.The difference in CR rates between the two groups was statistically significant(P=0.007).The differences in serum creatinine,blood urea nitrogen,and estimated glomerular filtration rate(eGFR)were not statistically significant.However,the 24-hour urinary protein levels in the combination therapy group were significantly lower than those in the RTX monotherapy group(P=0.024).PP analysis showed that the CR rate of the combination therapy group was also significantly higher than that of the RTX monotherapy group(P=0.026).During follow-up,serum creatinine levels and eGFR remained stable in both groups.The incidence of adverse events was comparable between the two groups,with no statistically significant differences.Conclusion·Compared with RTX monotherapy,RTX combined with glucocorticoids significantly improves the CR rate in high-risk PMN patients without increasing the incidence of adverse events.This combination regimen appears to be an effective treatment strategy,though its long-term efficacy and safety warrant further confirmation through large-scale prospective studies.
10.Caffeic acid phenethyl ester inhibits mGluR5-Fyn signaling to alleviate neuroinflammation and pathological changes in Alzheimer disease
Yuxiang LIU ; Yani HE ; Xueying LIN ; Sihan PENG ; Shuyi LI ; Keke ZHANG ; Wei WEI
Chinese Journal of Pathophysiology 2025;41(5):833-842
AIM:This study aims to investigate the regulatory effects of caffeic acid phenethyl ester(CAPE)on metabotropic glutamate receptor 5(mGluR5)and tyrosine kinase Fyn,and to explore its role in alleviating neuroinflam-mation and pathological features of Alzheimer disease(AD).METHODS:In vitro,the murine neuroblastoma N2a cell line was treated with amyloid β-protein 42 oligomers(Aβ42Os;10 nmol/L to 10 μmol/L)for 24 h.Cell viability was as-sessed by MTT assay.Western blot analyzed mGluR5 expression and Fyn phosphorylation(Tyr416).Pharmacological modulators(CHPG/MPEP)were used to evaluate mGluR5-mediated inflammatory cytokine regulation(qPCR)and Fyn ac-tivation.In vivo,wild-type(WT)and 5×FAD mice(WT,WT+CAPE,5×FAD and 5×FAD+CAPE)were analyzed for AD-related proteins,neuroinflammation(ELISA),glial activation(GFAP/Iba-1 immunofluorescence),and β-amyloid deposi-tion(thioflavin S).RESULTS:(1)Treatment with 1 μmol/L Aβ42Os increased mGluR5 expression(P<0.01)and Fyn phosphorylation(P<0.01)without affecting N2a cell viability.Intracerebral Aβ42Os injection similarly up-regulated hip-pocampal mGluR5 and Fyn(P<0.01).(2)MPEP reduced mGluR5 expression(P<0.01)and Fyn phosphorylation(P<0.01),while suppressing tumor necrosis factor-α(TNF-α)and interleukin-6(IL-6)mRNA levels(P<0.01).(3)CAPE decreased mGluR5-Fyn activation in N2a cells,neurons,and 5×FAD mice(P<0.01).(4)CAPE-treated 5×FAD mice exhibited reduced neuroinflammation markers(GFAP,Iba-1,TNF-α,IL-1β,and IL-6),Aβ plaques,and p-APP levels(P<0.01).CONCLUSION:Treatment with CAPE inhibits Aβ42Os-induced mGluR5-Fyn signaling activation,thereby attenuating neuroinflammation and the pathology associated with AD.

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