OBJECTIVE: As an age-related neurodegenerative disease, the prevalence of mild cognitive impairment (MCI) increases with age. Within the framework of traditional Chinese medicine, spleen-kidney deficiency syndrome (SKDS) is recognized as the most frequent MCI subtype. Due to the covert and gradual onset of MCI, in community settings it poses a significant challenge for patients and their families to discern between typical aging and pathological changes. There exists an urgent need to devise a preliminary diagnostic tool designed for community-residing older adults with MCI attributed to SKDS (MCI-SKDS). METHODS: This investigation enrolled 312 elderly individuals diagnosed with MCI, who were randomly distributed into training and test datasets at a 3:1 ratio. Five machine learning methods, including logistic regression (LR), decision tree (DT), naive Bayes (NB), support vector machine (SVM), and gradient boosting (GB), were used to build a diagnostic prediction model for MCI-SKDS. Accuracy, sensitivity, specificity, precision, F1 score, and area under the curve were used to evaluate model performance. Furthermore, the clinical applicability of the model was evaluated through decision curve analysis (DCA). RESULTS: The accuracy, precision, specificity and F1 score of the DT model performed best in the training set (test set), with scores of 0.904 (0.845), 0.875 (0.795), 0.973 (0.875) and 0.973 (0.875). The sensitivity of the training set (test set) of the SVM model performed best among the five models with a score of 0.865 (0.821). The area under the curve of all five models was greater than 0.9 for the training dataset and greater than 0.8 for the test dataset. The DCA of all models showed good clinical application value. The study identified ten indicators that were significant predictors of MCI-SKDS. CONCLUSION The risk prediction index derived from machine learning for the MCI-SKDS prediction model is simple and practical; the model demonstrates good predictive value and clinical applicability, and the DT model had the best performance. Please cite this article as: Ai YT, Zhou S, Wang M, Zheng TY, Hu H, Wang YC, Li YC, Wang XT, Zhou PJ. Development of a machine learning-based risk prediction model for mild cognitive impairment with spleen-kidney deficiency syndrome in the elderly. J Integr Med. 2025; 23(4): 390-397.
Humans ; Cognitive Dysfunction/diagnosis* ; Aged ; Male ; Female ; Machine Learning ; Spleen ; Aged, 80 and over ; Kidney ; Medicine, Chinese Traditional

OBJECTIVE: This study examines utilizes the advantages of machine learning algorithms to discern key determinants in prognosticate postoperative circulatory complications (PCCs) for older patients. METHODS: This secondary analysis of data from a randomized controlled trial involved 1,720 elderly participants in five tertiary hospitals in Beijing, China. Participants aged 60-90 years undergoing major non-cardiac surgery under general anesthesia. The primary outcome metric of the study was the occurrence of PCCs, according to the European Society of Cardiology and the European Society of Anaesthesiology diagnostic criteria. The analysis metrics contained 67 candidate variables, including baseline characteristics, laboratory tests, and scale assessments. RESULTS: Our feature selection process identified key variables that significantly impact patient outcomes, including the duration of ICU stay, surgery, and anesthesia; APACHE-II score; intraoperative average heart rate and blood loss; cumulative opioid use during surgery; patient age; VAS-Move-Median score on the 1st to 3rd day; Charlson comorbidity score; volumes of intraoperative plasma, crystalloid, and colloid fluids; cumulative red blood cell transfusion during surgery; and endotracheal intubation duration. Notably, our Random Forest model demonstrated exceptional performance with an accuracy of 0.9872. CONCLUSION We have developed and validated an algorithm for predicting PCCs in elderly patients by identifying key risk factors.
Aged ; Aged, 80 and over ; Female ; Humans ; Male ; Middle Aged ; Cardiovascular Diseases/etiology* ; Machine Learning ; Postoperative Complications/etiology* ; Risk Factors ; Randomized Controlled Trials as Topic ; Secondary Data Analysis

Objective To compare the application of four domestic and foreign qualitative occupational health risk assessment methods for cement dust hazard assessment and explore their applicability, and to find out a method suitable for qualitative occupational health risk assessment of cement dust. Methods The Risk Assessment Method for Occupational Accidents and Diseases of Romania (Romania method)，the Australian Occupational Health and Safety Risk Assessment Method (Australia method)，MES method, and the qualitative method of International Council on Mining & Metals (ICMM) were used to assess the occupational health risk of cement dust exposure posts in seven enterprises of Chongqing. The assessment results were analyzed and compared with Spearman correlation analysis, Mann-Whitney U test and weighted Kappa consistency test after standardizing by risk ratio (RR). Results The RRs of the four methods were all positively correlated with cement dust exposure concentration (the correlation coefficients were all greater than 0.6). The Romania method, the Australia method and the qualitative method of ICMM could identify a risk difference between the key posts and non-key posts. The qualitative method of ICMM was difficult to identify high-risk posts that require priority intervention. The Romania method and Australia method had strong consistency (Kappa=0.608, P＜0.01), but only the Australia method could identify high-risk posts of cement dust. Conclusion In general, the Australia method is relatively better at identifying the risk differences of cement dust hazard in different posts and is more suitable for occupational health risk assessment of cement dust with more accurate assessment results.

3ʹ-Hydroxy-4ʹ-methoxy-2-hydroxy-5-bromochalcone (hereinafter referred to as C13) is a novel chalcone derivative obtained in the process of structural modification of DHMMF, the antitumor active compound of Resina Draconis, in our laboratory. In this study, we investigated the effects of C13 on the proliferation and apoptosis of human gastric cancer HGC-27 and AGS cells and its potential mechanism of action. Firstly, through methyl thiazolyl tetrazolium (MTT), colony formation assay, and 5-ethynyl-2'-deoxyuridine (EdU) staining, we found that C13 inhibited the proliferation ability of human gastric cancer HGC-27 and AGS cells. Using flow cytometry and Western blot, it was found that C13 induced apoptosis in human gastric cancer HGC-27 and AGS cells, and up-regulated the protein level of cleaved poly ADP-ribose polymerase (cleaved-PARP). The results of RNA sequencing analysis showed that the Erb-b2 receptor tyrosine kinase 4/phosphoinositide 3-kinases/AKT (ErbB4/PI3K/AKT) signaling pathway may be involved in anti-gastric cancer activity of C13. Finally, the results of immunoblotting assay showed that C13 treatment down-regulated the protein levels of ErbB4 and phospho-ErbB4, as well as down-regulated the phosphorylation levels of PI3K and AKT in human gastric cancer HGC-27 and AGS cells, which verified the results from RNA-seq analysis. In conclusion, C13 inhibited the proliferation and induced apoptosis of human gastric cancer cells, which may be related to the down-regulation of ErbB4/PI3K/AKT signaling pathway. This study may provide a candidate drug for the treatment of gastric cancer.

Purpose To summarize the clinical and imaging features of neonatal herpes simplex encephalitis(NHSE).Materials and Methods Clinical and imaging data of 5 NHSE from January 2016 to June 2023 in Beijing Children's Hospital,Capital Medical University were retrospectively collected.All five children underwent MRI examinations,with three of them undergoing enhanced scanning simultaneously.Two children had previously undergone CT scans.The location,density/signal,enhancement characteristics as well as follow-up imaging changes of the lesions were reviewed.Results The main clinical manifestations of NHSE were fever(5 cases)and seizure(4 cases),sometimes accompanied by herpes(2 cases).Imaging examinations in NHSE typically presented with symmetric(1 case)or diffuse/multifocal(4 cases)lesions in bilateral cerebral hemispheres,along with involvement of the bilateral thalamus(5 cases).Early CT scans showed either no abnormalities(1 case)or extensive areas of low density(1 case).MRI examinations usually demonstrated restricted diffusion of acute phase lesions(3 cases)and significant leptomeningeal enhancement in affected areas(3 cases).Intracranial lesions often led to the diffuse atrophy of brain parenchyma and polycystic encephalomalacia(3 cases),indicating a poor prognosis.Conclusion The clinical manifestations of NHSE are nonspecific.Early MRI examinations are of great value for accurate diagnosis and disease evaluation.

Objective:To analyze high-risk factors for poor neurological prognosis in full-term neonatal purulent meningitis based on clinical and brain MRI features.Methods:This study was a case-control study. The clinical and brain MRI data of 79 neonates with purulent meningitis were retrospectively collected at Beijing Children′s Hospital, Capital Medical University from January 2016 to January 2022. Follow-up assessments including growth and development, as well as neurological sequelae, were conducted over a minimum follow-up period of 6 months. The patients were divided into two groups with good ( n=49) and poor prognosis ( n=30) according to follow-up results. Chi-square tests were used to compare clinical and brain MRI features between the two groups, and a multivariate logistic regression analysis was performed to explore the high-risk factors for poor neurologic prognosis in full-term neonates with purulent meningitis. Results:There were statistically differences between two groups regarding the incidence of seizures, early-onset manifestations, positive cerebrospinal fluid (CSF) culture, CSF white cell counts, and CSF protein concentration ( P<0.05). Statistically differences were also found in the occurrence rates of ependymitis, obvious ventricular dilatation/hydrocephalus, spotty and patchy brain injury/hemorrhage, and destructive lesions within the brain parenchyma ( P<0.05). The results of multivariate logistic regression analysis indicated that seizures ( OR=5.722, 95% CI 1.126-29.072, P=0.035), early-onset neonatal purulent meningitis ( OR=3.657, 95% CI 1.073-12.459, P=0.038), ependymitis ( OR=8.851, 95% CI 1.169-67.017, P=0.035), obvious ventricular dilatation/hydrocephalus ( OR=12.675, 95% CI 1.085-148.110, P=0.043), and destructive lesions within the brain parenchyma ( OR=16.370, 95% CI 1.575-170.175, P=0.019) were independent risk factors for poor prognosis. Conclusions:The occurrence of seizures, early-onset manifestations as well as ependymitis, obvious ventricular dilatation/hydrocephalus, and destructive lesions within the brain parenchyma on MRI are high-risk factors for poor prognosis in the full-term neonate with purulent meningitis.

Objective To observe the effect of Anchang Formula(mainly composed of Agrimoniae Herba,Sanguisorbae Radix,Poria,Pulsatillae Radix,Atractylodis Macrocephalae Rhizoma,and fried Paeoniae Radix Alba)combined with Aluminum Phosphate Gel on inflammatory factors,immune function and intestinal flora in patients with radiation enteritis caused by radiotherapy for cervical cancer.Methods Seventy-eight patients with radiation enteritis caused by radiotherapy for cervical cancer were randomly divided into combined group(41 cases)and reference group(37 cases).The reference group was treated with Aluminum Phosphate Gel,and the combined group was treated with Anchang Formula combined with Aluminum Phosphate Gel.The course of treatment for the two groups lasted for 15 days.The changes of traditional Chinese medicine(TCM)syndrome scores,serum interleukin 2(IL-2),procalcitonin(PCT),T lymphocyte subsets CD4+,CD8+,CD4+/CD8+ levels and intestinal flora in the two groups were observed before and after treatment.After treatment,the clinical efficacy of the two groups was evaluated.Results(1)After 15 days of treatment,the total effective rate of the combined group was 90.24%(37/41),and that of the reference group was 70.27%(26/37).The intergroup comparison showed that the clinical efficacy of the combined group was significantly superior to that of the reference group(P＜0.05).(2)After treatment,the scores of TCM symptoms of mucopurulent bloody stool,diarrhea,tenesmus and abdominal pain in the two groups were lower than those before treatment(P＜0.05),and the decrease in the combined group was significantly superior to that in the reference group(P＜0.01).(3)After treatment,the levels of serum inflammatory factors of IL-2 and PCT in the two groups were lower than those before treatment(P＜0.05),and the decrease in the combined group was more obvious than that in the reference group(P＜0.01).(4)After treatment,the levels of immune function indicators of T lymphocyte subsets CD4+ and CD4+/CD8+ in the two groups were higher than those before treatment(P＜0.05),and the level of CD8+ was lower than that before treatment(P＜0.05).The increase of CD4+ and CD4+/CD8+ levels and the decrease of CD8+ levels in the combined group were more obvious than those in the reference group(P＜0.01).(5)After treatment,the levels of intestinal flora of Lactobacillus,Bifidobacterium and Escherichia coli in the two groups were higher than those before treatment(P＜0.05),and the increase in the combined group was more obvious that in the reference group(P＜0.01).Conclusion Anchang Formula combined with Aluminum Phosphate Gel exerts significant efficacy for the treatment of patients with radiation enteritis caused by radiotherapy for cervical cancer.The combined therapy can effectively relieve the clinical symptoms of patients,reduce the inflammatory reaction,improve the immune function,and balance the intestinal flora.

Objective To investigate the effect and mechanism of Heixiaoyao powder in regulating mitogen-activated protein kinase phosphatase-1(MKP-1)/c-Jun N-terminal kinase(JNK)signaling pathway on the level of Tau protein and neuroinflammation in the hippocampus of Alzheimer's disease(AD)rats.Methods Male Wistar rats with SPF grade were randomly divided into blank,sham-operation,model,control and experimental-L,-M,-H groups with 10 rats per group.In addition to the blank and sham-operation groups,the other 5 groups of rats were injected with β-amyloid 1-42(Aβ1-42)solution in bilateral hippocampus to replicate AD rat model,and the sham-operation group was injected with the same amount of 0.9％NaCl in the same way.Animals successfully replicated in the model were randomly divided into model group,control group(0.5 mg·kg-1 donepezil hydrochloride)and experimental-L,-M,-H groups(3.82,7.65,15.30 g·kg-1 Heixiaoyao powder decoction).The blank,sham-operation and model groups were given equal volume of 0.9％NaCl by gavage.The drug was given by gavage once a day for 42 days.Morris water maze was used to detect the learning and memory ability of rats.The levels of tumor necrosis factor-α(TNF-α)and interleukin-6(IL-6)in hippocampus were detected by enzyme-linked immunosorbent assay.Western blot was used to detect the expression of MKP-1,phospho JNK(p-JNK)and phospho Tau(p-Tau)proteins.Results The escape latency on day 5 of the experimental-M,-H groups,control group,model group,sham-operation group and blank group were(8.28±7.67),(7.89±4.18),(7.86±2.68),(16.55±4.16),(6.46±3.30)and(3.60±1.53)s;the levels of TNF-α in the above groups were(406.56±28.44),(404.17±22.84),(402.28±28.36),(665.89±61.15),(226.44±34.84)and(218.50±30.16)pg·mL-1;IL-6 levels were(136.54±7.04),(121.67±5.19),(119.15±5.87),(166.27±8.91),(88.75±5.28)and(79.58±7.53)ng·L-1;the relative expression levels of MKP-1 protein were 2.31±0.34,2.59±0.38,2.58±0.37,1.23±0.25,2.64±0.19 and 2.84±0.18;the relative expression levels of p-JNK protein were 3.46±0.35,3.45±0.31,3.20±0.23,4.48±0.30,2.87±0.51 and 2.30±0.26;the relative expression levels of p-Tau protein were 3.46±0.33,3.24±0.48,3.09±0.31,4.85±1.06,2.69±0.34 and 2.40±0.55,respectively.Compared with the model group and the normal group,compared with the experimental group and the model group,the differences of above indexes were statistically significant(P＜0.05,P＜0.01).Conclusion Heixiaoyao powder can improve the learning and memory ability of AD rats,and its mechanism may be related to the regulation of MKP-1 and JNK proteins,thus inhibiting the phosphorylation level of Tau protein and alleviating neuroinflammation.

Objective To investigate the CT manifestations and clinical features of thymic lymphoepithelioma-like carcinoma(LELC)in children.Methods The CT findings and clinical features of 5 children with LELC confirmed by pathology were analyzed retrospectively,and relevant literatures were reviewed.Results All the five children showed a large soft tissue mass(a few punctuate calcifications in 3 cases)in the anterior and middle mediastinum,which was lobulated.After enhancement,the tumor showed signifi-cant heterogeneous enhancement with cystic,necrosis,compressing,surrounding and invading adjacent structures.Twenty-one children with LELC were searched in literatures.Conclusion Thymic LELC in children usually occurs in adolescent boys aged 10-16 years.Those children usually go to the doctor with symptoms of tumor compression or invasion of adjacent structures.LELC shows advanced clinical stage with poor prognosis.CT enhancement can accurately display the lesion and invasion of adjacent structures,and guide clinical staging and treatment.

Objective To systematically evaluate brain parenchymal and vascular changes after neonatal arterial ischaemic stroke(AIS)using nonenhanced brain neurovascular MR sequences.Methods MR imaging data of 57 children with AIS(＜28 days old at the time of diagnosis)were analyzed retrospectively,including[susceptibility weighted imaging(SWI),magnetic resonance angiography(MRA),magnetic resonance venography(MRV)]sequences and conventional brain sequences[T1 WI,T2 WI,diffusion weighted imaging(DWI)].The imaging features and alteration trend of different sequences in different periods were summarized and studied.Results Vessels increased or decreased in number and enlarged or reduced in diameter within the infarction area,which presented a mixed-pattern,while the periphery showed increased only by using the nonenhanced brain vascular sequence.During the first 9 days after the onset of symptoms,the signals of T1 WI and T2 WI within the infarction area gradually stabilized,and most signals of DWI returned to normal.MRA,MRV,and SWI sequences showed a minimal change of diameter and number of vessels within the infarction area and its surroundings,which directed that neonatal AIS may had transient and dramatic brain injury and blood flow alteration.Conclusion The nonenhanced neurovascular sequence of brain MR can comprehensively display the alteration of brain parenchymal signals and vascular trends after neonatal AIS,providing the possibility for early clinical rapid and effective evaluation.