ObjectiveTo explore the construction of a machine learning model for the diagnosis of traditional Chinese medicine （TCM） syndromes in chronic cough and the optimization of this model using the Voting ensemble algorithm. MethodsA retrospective analysis was conducted using clinical data from 921 patients with chronic cough treated at the Respiratory Department of Dongfang Hospital， Beijing University of Chinese Medicine. After standardized processing， 84 clinical features were extracted to determine TCM syndrome types. A specialized dataset for TCM syndrome diagnosis in chronic cough was formed by selecting syndrome types with more than 50 cases. The synthetic minority over-sampling technique （SMOTE） was employed to balance the dataset. Four base models， logistic regression （LR）， decision tree （dt）， multilayer perceptron （MLP）， and Bagging， were constructed and integrated using a hard voting strategy to form a Voting ensemble model. Model performance was evaluated using accuracy， recall， precision， F1-score， receiver operating characteristic （ROC） curve， area under the curve （AUC）， and confusion matrix. ResultsAmong the 921 cases， six syndrome types had over 50 cases each， phlegm-heat obstructing the lung （294 cases）， wind pathogen latent in the lung （103 cases）， cold-phlegm obstructing the lung （102 cases）， damp-heat stagnating in the lung （64 cases）， lung yang deficiency （54 cases）， and phlegm-damp obstructing the lung （53 cases）， yielding a total of 670 cases in the specialized dataset. High-frequency symptoms among these patients included cough， expectoration， odor-induced cough， throat itchiness， itch-induced cough， and cough triggered by cold wind. Among the four base models， the MLP model showed the best diagnostic performance （test accuracy： 0.9104； AUC： 0.9828）. Compared with the base models， the Voting ensemble model achieved superior performance with an accuracy of 0.9289 on the training set and 0.9253 on the test set， showing a minimal overfitting gap of 0.0036. It also achieved the highest AUC （0.9836） in the test set， outperforming all base models. The model exhi-bited especially strong diagnostic performance for damp-heat stagnating in the lung （AUC： 0.9984） and wind pathogen latent in the lung （AUC： 0.9970）. ConclusionThe Voting ensemble algorithm effectively integrates the strengths of multiple machine learning models， resulting in an optimized diagnostic model for TCM syndromes in chronic cough with high accuracy and enhanced generalization ability.

OBJECTIVE: To evaluate the effect of palliative care on drug use, medical service utilization and medical expenditure of patients with advanced cancer. METHODS: A cohort of patients including pal-liative care and standard care was constructed using the medical records of the patients in Peking University Cancer Hospital from 2018 to 2020, and coarsened exact matching was used to match the two groups of patients. The average monthly opioid consumption, hospitalization rate, intensive care unit (ICU) rate and operation rate, and the average monthly total cost were selected to evaluate drug use, medical service utilization and medical expenditure. Chi-square test and Wilcoxon signed rank test were used to compare the differences between the two groups before and after exposure and the change in the palliative care group. The net impact of palliative care on the patients was calculated using the difference-in-differences analysis. RESULTS: In this study, 180 patients in the palliative care group and 3 101 patients in the stan-dard care group were finally included in the matching, and the matching effect of the two groups was good (L₁ < 0.1). Before and after exposure, the average monthly opioid consumption in the palliative care group was significantly higher than that in the standard care group (Before exposure: 0.3 DDD/person-month vs. 0.1 DDD/person-month, P < 0.01; After exposure: 0.7 DDD/person-month vs. 0.1 DDD/person-month, P < 0.01; DDD refers to defined daily dose), palliative care significantly increased the average monthly opioid consumption in the patients (0.3 DDD/person-month, P < 0.01). The hospitalization rate (48.9% vs. 74.3%, P < 0.01) and operation rate (3.9% vs. 8.8%, P < 0.01) of the patients in palliative care group were significantly lower than those in standard care group, and the ICU rate became similar between the two groups (1.1% vs. 1.6%, P=0.634). Palliative care significantly reduced the patients ' hospitalization rate (-25.6%, P < 0.01), ICU rate (-4.9%, P < 0.01) and operation rate (-14.5%, P < 0.01). Before and after exposure, the average monthly total costs of pal-liative care group were slightly higher than those of standard care group (Before exposure: 20 092.3 yuan vs. 19 132.8 yuan, P=0.725; After exposure: 9 719.8 yuan vs. 8 818.8 yuan, P=0.165). Palliative care increased the average monthly total cost by 2 208.8 yuan, but it was not statistically significant (P=0.316). CONCLUSION Palliative care can increase the opioid consumption in advanced cancer patients, reduce the rates of hospitalization, ICU and surgery, but has no significant effect on medical expenditure.
Humans ; Palliative Care/economics* ; Neoplasms/drug therapy* ; Analgesics, Opioid/economics* ; Male ; Female ; Middle Aged ; Aged ; Hospitalization/economics* ; Intensive Care Units/statistics & numerical data* ; Health Expenditures/statistics & numerical data* ; Adult ; Drug Utilization/statistics & numerical data* ; Patient Acceptance of Health Care/statistics & numerical data*

Gut microbial communities are likely remodeled in tandem with accumulated physiological decline during aging, yet there is limited understanding of gut microbiome variation in advanced age. Here, we performed a metagenomics-based enterotype analysis in a geographically homogeneous cohort of 367 enrolled Chinese individuals between the ages of 60 and 94 years, with the goal of characterizing the gut microbiome of elderly individuals and identifying factors linked to enterotype variations. In addition to two adult-like enterotypes dominated by Bacteroides (ET-Bacteroides) and Prevotella (ET-Prevotella), we identified a novel enterotype dominated by Escherichia (ET-Escherichia), whose prevalence increased in advanced age. Our data demonstrated that age explained more of the variance in the gut microbiome than previously identified factors such as type 2 diabetes mellitus (T2DM) or diet. We characterized the distinct taxonomic and functional profiles of ET-Escherichia, and found the strongest cohesion and highest robustness of the microbial co-occurrence network in this enterotype, as well as the lowest species diversity. In addition, we carried out a series of correlation analyses and co-abundance network analyses, which showed that several factors were likely linked to the overabundance of Escherichia members, including advanced age, vegetable intake, and fruit intake. Overall, our data revealed an enterotype variation characterized by Escherichia enrichment in the elderly population. Considering the different age distribution of each enterotype, these findings provide new insights into the changes that occur in the gut microbiome with age and highlight the importance of microbiome-based stratification of elderly individuals.
Aged ; Aged, 80 and over ; Female ; Humans ; Male ; Middle Aged ; Bacteroides ; China ; Diabetes Mellitus, Type 2/microbiology* ; Escherichia coli/classification* ; Gastrointestinal Microbiome/genetics* ; Metagenomics ; East Asian People

Objective To investigate the effects of evolocumab in the early postoperative period after percutaneous coronary intervention(PCI)on blood lipids and inflammatory cytokines in the patients with ul-tra-high-risk atherosclerotic cardiovascular disease(ASCVD).Methods A total of 65 patients with ultra-high-risk ASCVD treated by PCI in this hospital from October 2022 to March 2023 were selected as the study subjects and divided into the observation group(n=33)and control group(n=32)according to the used drugs.The patients in the control group received the treatment of oral rosuvastatin 10 mg;on the basis of the treatment in the control group,the observation group was treated with subcutaneous injection of evolocumab 140 mg immediately after PCI.The fasting blood samples were collected before surgery,on postoperative 3 d,1,3,6 months,and the levels of inflammation and blood lipid indexes were detected and recorded.The occur-rences of cardiovascular adverse events(MACE)and other complications in postoperative 6 months were re-corded.Results The levels of LDL-C,Lp-PLA2 and lipoprotein a on postoperative 3 d,1,3,6 months in the observation group were gradually decreased,moreover were lower than those in the control group,and the differences were statistically significant(P<0.05).The levels of IL-6,homocysteine and hs-CRP on postoper-ative 3 d,1,3,6 months in the two groups were decreased,moreover the levels of various indexes in the obser-vation group were lower than those in the control group,and the differences were statistically significant(P<0.05).The incidence rate of MACE in the observation group was lower than that in the control group,and the difference was statistically significant(P<0.05);the difference in the incidence rates of other complications between the two groups was not statistically significant(P>0.05).According to the Log Rank test,the sur-vival rate of the observation group was higher than that of the control group,and the difference was statistical-ly significant(P<0.05).Conclusion The early application of evolocumab after PCI could reduce the blood lipid level and inflammatory cytokines levels of the patients with ultra-high-risk ASCVD,and increase their survival rate.

Objective:To investigate the rate-limiting steps of hand-assisted laparoscopic donor nephrectomy, analyze the relevant factors affecting surgical difficulty, and subsequently construct a mathematical model to predict the difficulty of the procedure preoperatively.Methods:A retrospective study was conducted on 100 kidney donors who underwent hand-assisted laparoscopic donor nephrectomy performed by the same surgeon at Beijing Friendship Hospital, Capital Medical University from January 2021 to January 2024. Preoperative demographic data, imaging findings, general condition, donor kidney size, and postoperative complications were collected and analyzed. The surgeon′s subjective rating (1-3 points) was used as a quantitative measure of surgical difficulty. ANOVA and Chi-square tests were employed to explore the differences in postoperative complications, recovery, operative time, and intraoperative blood loss among groups with varying levels of difficulty. The main procedure was divided into four steps (excluding abdominal closure): Trocar placement, renal hilar dissection, perinephric dissection, and kidney retrieval. The time for each step and the total operative time were recorded. Pearson correlation test was used to analyze the relationship between each step and the total operative time, and ANOVA test was used to assess the time differences between steps and to determine if the time for the same step varied across different difficulty subgroups, thereby identifying the rate-limiting step of hand-assisted laparoscopic donor nephrectomy. In terms of the risk factors influencing the difficulty of surgery, Pearson and Spearman correlation tests were used to investigate the relationship between preoperative donor data and surgical difficulty scores, and a predictive model was constructed using multiple linear regression. Finally, the model was internally and externally validated to confirm its accuracy and effectiveness.Results:As the surgical difficulty increased (groups 1, 2, and 3), the postoperative drainage tube duration was correspondingly prolonged [(5.92±1.48) d, (8.00±1.75) d, and (11.88±4.45) d, respectively, P<0.05], and the severity of postoperative complications also significantly increased (the incidence of Clavien-Dindo grade ≥2 was 5.66%, 31.82% and 64.00%, respectively, P<0.01). In the analysis of rate-limiting steps, the time taken for all steps, except for Trocar placement, showed significant differences among the difficulty subgroups ( P<0.001). However, the average time for renal hilar dissection was (19.82±5.65) min, which was significantly longer than the other steps ( P<0.001). Therefore, renal hilar dissection was identified as the rate-limiting step of hand-assisted laparoscopic donor nephrectomy. In terms of the influencing factors of surgical difficulty, donor obesity, kidney width, abdominal anteroposterior sagittal diameter, number of renal arteries, distance from renal artery bifurcation to the abdominal aorta, degree of renal artery calcification, and mayo adhesive probability (MAP) score were all correlated with the surgical difficulty score ( P<0.05). However, multiple linear regression analysis revealed that only the number of renal arteries and the MAP score were the independent risk factors for higher surgical difficulty of hand-assisted laparoscopic donor nephrectomy. The predictive equation was: surgical difficulty=0.649×number of renal arteries+ 0.770×MAP score. Both internal and external validation confirmed the model's good accuracy. Conclusions:This study established a reliable and objective predictive model for the difficulty of hand-assisted laparoscopic donor nephrectomy based on the number of renal arteries and the MAP score. Renal hilar dissection was identified as the rate-limiting step of the procedure. This provides a reference for selecting an appropriate surgeon based on the predicted surgical difficulty.

Objective To explore the activation of tumor necrosis factor-α(TNF-α)signaling pathway and the expressions of the associated inflammatory factors in NPHP1-defective renal tubular epithelial cells.Methods A human proximal renal tubular cell(HK2)model of lentivirus-mediated NPHP1 knockdown(NPHP1KD)was constructed,and the expressions of TNF-α,p38,and C/EBPβ and the inflammatory factors CXCL5,CCL20,IL-1β,IL-6 and MCP-1 were detected using RT-qPCR,Western blotting or enzyme-linked immunosorbent assay.A small interfering RNA(siRNA)was transfected in wild-type and NPHP1KDHK2 cells,and the changes in the expressions of TNF-α,p38,and C/EBPβ and the inflammatory factors were examined.Results NPHP1KDHK2 cells showed significantly increased mRNA expressions of TNF-α,C/EBPβ,CXCL5,IL-1β,and IL-6(P<0.05),protein expressions of phospho-p38 and C/EBPβ(P<0.05),and IL-6 level in the culture supernatant(P<0.05),and these changes were significantly blocked by transfection of cells with siRNA-C/EBPβ(P<0.05).Conclusion TNF-α signaling pathway is activated and its associated inflammatory factors are upregulated in NPHP1KDHK2 cells,and C/EBPβ may serve as a key transcription factor to mediate these changes.

Objective:To estimate the longitudinal association between serum lipid biomarkers and the development of cardiometabolic multimorbidity (CMM) in middle-aged and old adults (≥45) in China, while examining effect differences among degree of dyslipidemia aggregation and various dyslipidemia combination patterns.Methods:Based on data from the China Health and Retirement Longitudinal Study (2011-2018), logistic regression analysis was used to evaluate the associations of TC, LDL-C, HDL-C, TG (4 forms of dyslipidemias), degree and pattern of dyslipidemia combination with CMM. We also used restricted cubic splines to show the dose-response associations between 4 lipid biomarkers and CMM development.Results:Of the 6 522 participants included, 590 (9.05%) developed CMM. After adjusting for covariates, all 4 forms of dyslipidemias were positively associated with CMM development (high TC: OR=1.33, 95% CI: 1.03-1.71; high LDL-C: OR=1.35, 95% CI: 1.05-1.75; low HDL-C: OR=1.45, 95% CI: 1.19-1.77; high TG: OR=1.50, 95% CI: 1.20-1.88). The U-shaped dose-response relationship between LDL-C and CMM development was observed ( P for non-linear =0.022). The odds of CMM increased with the increase of dyslipidemias forms, which was highest in those with ≥3 forms of dyslipidemias ( OR=2.02, 95% CI: 1.33-3.06). In various dyslipidemia form combinations, the possibility of CMM development was highest in those with high TC, high LDL-C and low HDL-C ( OR=3.54, 95% CI: 1.40-8.67). High TC and high LDL-C were significantly associated with CMM development in people without cardiometabolic diseases. Low HDL-C was positively associated with diabetes and CMM development in participants without cardiometabolic diseases, cardiovascular disease (CVD) followed by diabetes, and diabetes followed by CVD. High TG was positively associated with diabetes and CMM in participants without cardiometabolic diseases, and diabetes followed by CVD. Conclusions:A total of 4 forms of dyslipidemia were all independently associated with CMM development in middle-aged and old adults in China. The dose-response relationship between LDL-C level and CMM development was U-shaped. The aggregation of 4 forms of dyslipidemia were associated with the development of CMM. Low HDL-C and high TG were significantly associated with multiple patterns of cardiometabolic diseases development.

Objective:To analyze the pathological findings of ultrasound-guided transplant kidney puncture after renal transplantation and the pathogenesis of different types of diseases.Methods:A retrospective study was conducted to select 257 patients who underwent ultrasound-guided transplant kidney puncture pathology biopsy due to abnormal tests or uncomfortable symptoms at Beijing Friendship Hospital, Capital Medical University from June 2020 to April 2022, and to analyze the pathological results of puncture and the pathogenesis of different types of diseases and puncture-related complications in the post-transplantation patients after transplant kidney puncture biopsy. Measurement data conforming to normal distribution were expressed as mean ± standard deviation ( ± s), and independent sample t-test was used to compare different types of diseases; measurement data did not conform to normal distribution were expressed as median (interquartile distance) [ M( Q1, Q3)], and the comparison between different types of diseases was conducted by non-parametric test. The count data were compared among different types of diseases using Chi-squre test. Results:Among the 257 patients who underwent transplant renal puncture, 93 cases (36.2%) suffered from antibody-mediated rejection (ABMR), 76 cases (29.6%) suffered from IgA nephropathy, 63 cases (24.5%) suffered from T cell-mediated rejection (TCMR), 21 cases (8.2%) suffered from polyomavirus-associated nephropathy (PVAN), and 4 cases (1.6%) suffered from thrombotic microangiopathy (TMA), 16 cases (6.2%) suffered from diabetic nephropathy, and 12 cases (4.7%) suffered from calcineurin inhibitor (CNI) nephropathy. TCMR, TMA and PVAN occurred significantly in the early post-transplantation period (within about 4 years) ( P<0.001), and ABMR occurred significantly in the late post-transplantation period (after about 8 years) ( P<0.001). In terms of time distribution, creatinine abnormality and proteinuria were the main reasons for puncture. Among those diagnosed with PVAN, the time to transplantation was significantly shorter in those who underwent puncture for creatinine abnormality than in those who underwent puncture for proteinuria ( P=0.011). In terms of puncture-related complications, a total of 8 cases were found to have arteriovenous fistulae at the time of review, 2 cases had perinephric hematomas, and 1 case had both of these two puncture-related complications. Conclusions:Transplant renal complications in renal transplant patients mainly include ABMR, IgA nephropathy, TCMR, PVAN, diabetic nephropathy, CNI nephropathy and TMA. In terms of the pathogenesis of different types of diseases after transplantation, post-transplantation PVAN, TMA, and TCMR mostly occur in the early post-transplantation period, while ABMR occurs at a later time. However, it is worth noting that the clinical symptoms of different types of transplantation kidney-related diseases are similar and not typical.

Objective:To investigate the application value and safety of donor renal biopsy during laparoscopic living donor nephrectomy.Methods:The clinical data of 45 pairs of living donor and recipients who underwent living kidney transplantation in Beijing Friendship Hospital, Capital Medical University from January 2023 to December 2023 were retrospectively analyzed. Remuzzi score was used to evaluate the renal biopsy pathology of the donor kidney. Recipients and donors were divided in different groups by donor age and Remuzzi score of the donor kidney biopsy. The clinical data, pathological data and renal function of the donors in different groups were compared. Shapiro-Wilk test was used to determine whether the data satisfied the normal distribution. The measurement data with normal distribution were expressed as mean±standard deviation ( ± s). The measurement data with non-normal distribution were expressed as median (interquartile range) [ M( Q1, Q3)], and comparison between groups was analyzed using the Mann-Whitney U test. Count data were expressed as the number of cases and percentage, and the Chi-square test or Fisher exact probability method was used for comparison between groups. Results:One recipient suffered from postoperative arteriovenous fistula, and the other living kidney transplant donors and recipients had no serious complications related to biopsy. Among the 45 cases of donor renal biopsy pathology, glomerular number was ≥20 in 36 cases (80.0%). There were 20 cases (44.4%, 20/45) in the high Remuzzi score group (≥4 points) and 25 cases (55.6%, 25/45) in the low Remuzzi score group (≤3 points). There were 17 cases (37.8%, 17/45) with IgA deposition and 1 case (2.2%, 1/45) with IgA nephropathy. There was no significant difference between the high Remuzzi score group and the low Remuzzi score group in terms of estimating glomerular filtration rate (eGFR) half year after surgery ( P> 0.05). 6 cases (13.3%, 6/45) in the elderly group (age ≥60 years) and 39 cases (86.7%, 39/45) in the young group (age< 60 years) had no significant difference in Remuzzi score, IgA deposition, IgA nephropathy, donor′s eGFR at discharge and recipient′s eGFR half a year after operation ( P> 0.05). Conclusions:Donor renal biopsy during laparoscopic living donor nephrectomy is a safe and effective way to evaluate donor kidney. The relationship between the results of abnormal donor kidney biopsy and the prognosis of donors and recipients is not clear, but the donors and recipients with abnormal donor kidney biopsy need to be followed up closely after operation.