1.Regulation of lysosome function by stem cells in treatment of lysosomal storage diseases
Yiwen LI ; Feixiang LIU ; Yunke ZHANG
Chinese Journal of Tissue Engineering Research 2026;30(1):145-152
BACKGROUND:Lysosomal storage diseases,as a group of rare genetic metabolic disorders,exhibit complex pathogenesis often leading to dysfunction of cells,tissues,and organs.Current therapeutic approaches have certain limitations.Stem cell transplantation,as an emerging treatment method,offers new options for patients with lysosomal storage diseases.OBJECTIVE:To review the mechanisms of action of stem cells in regulating lysosomes for the treatment of lysosomal storage diseases and explore the feasibility of traditional Chinese medicine in treating such diseases,providing new insights for the treatment of lysosomal storage diseases with stem cells.METHODS:Relevant literature from 2010 to 2024 was searched in CNKI and PubMed databases using keywords"stem cells,lysosomal storage disease,lysosome"in English and Chinese.Ultimately,78 articles were included for review and analysis.RESULTS AND CONCLUSION:(1)Stem cells treat lysosomal storage diseases by regulating lysosomes primarily through three aspects:regulating stem cell differentiation and replacement,improving intercellular communication and the microenvironment,and enhancing lysosomal enzyme expression through gene editing.(2)Stem cells have achieved significant effects in the treatment of some lysosomal storage diseases,such as Niemann-Pick disease,mucopolysaccharidoses,Gaucher disease,and metachromatic leukodystrophy.(3)The procedure for stem cell transplantation needs further optimization.Adverse reactions post-transplantation urgently need to be addressed,and the efficiency and safety of gene-modified stem cells also need to be further improved.In the future,more research on the treatment of lysosomal storage diseases with traditional Chinese medicine is required to reveal the relevant mechanisms for the treatment of lysosomal storage diseases with traditional Chinese medicine.
2.Regulation of lysosome function by stem cells in treatment of lysosomal storage diseases
Yiwen LI ; Feixiang LIU ; Yunke ZHANG
Chinese Journal of Tissue Engineering Research 2026;30(1):145-152
BACKGROUND:Lysosomal storage diseases,as a group of rare genetic metabolic disorders,exhibit complex pathogenesis often leading to dysfunction of cells,tissues,and organs.Current therapeutic approaches have certain limitations.Stem cell transplantation,as an emerging treatment method,offers new options for patients with lysosomal storage diseases.OBJECTIVE:To review the mechanisms of action of stem cells in regulating lysosomes for the treatment of lysosomal storage diseases and explore the feasibility of traditional Chinese medicine in treating such diseases,providing new insights for the treatment of lysosomal storage diseases with stem cells.METHODS:Relevant literature from 2010 to 2024 was searched in CNKI and PubMed databases using keywords"stem cells,lysosomal storage disease,lysosome"in English and Chinese.Ultimately,78 articles were included for review and analysis.RESULTS AND CONCLUSION:(1)Stem cells treat lysosomal storage diseases by regulating lysosomes primarily through three aspects:regulating stem cell differentiation and replacement,improving intercellular communication and the microenvironment,and enhancing lysosomal enzyme expression through gene editing.(2)Stem cells have achieved significant effects in the treatment of some lysosomal storage diseases,such as Niemann-Pick disease,mucopolysaccharidoses,Gaucher disease,and metachromatic leukodystrophy.(3)The procedure for stem cell transplantation needs further optimization.Adverse reactions post-transplantation urgently need to be addressed,and the efficiency and safety of gene-modified stem cells also need to be further improved.In the future,more research on the treatment of lysosomal storage diseases with traditional Chinese medicine is required to reveal the relevant mechanisms for the treatment of lysosomal storage diseases with traditional Chinese medicine.
3.Timing of Termination and Cost-Effectiveness Analysis of Acupuncture for Acute Peripheral Facial Paralysis:A Randomized Controlled Trial
Xiaohan ZHANG ; Tao WANG ; Jinbo WANG ; Yiwen MIAO ; Lijuan DAI ; Jiaying ZHANG ; Shulan WANG ; Hui WANG ; Guoxin WANG ; Yuhang CHEN ; Xinjun WANG ; Bingguo XU
Journal of Traditional Chinese Medicine 2026;67(11):1185-1191
ObjectiveTo investigate the optimal termination time for acupuncture in treating patients with acute peripheral facial paralysis and its cost-effectiveness. MethodsA total of 120 eligible patients with acute-stage peri-pheral facial paralysis were randomly assigned to either the mild dysfunction termination group and the complete recovery termination group, with 60 patients in each group. Both groups received the standard acupuncture treatment protocol. Treatment in the mild dysfunction termination group was terminated when the Sunnybrook facial grade scale (SFGS) score first reached or exceeded 83 points, while that in the complete recovery termination group was terminated when the SFGS score first reached or exceeded 95 points. Assessments were conducted before treatment, 6 and 12 months after onset. SFGS, facial disability index (FDI) including physical function (FDIp) and social function (FDIs), self-rating anxiety scale (SAS), and self-rating depression scale (SDS) scores were assessed before treatment, and 6 and 12 months after onset. Any acupuncture-related adverse events during treatment were recorded for safety evaluation. Treatment sessions and medical costs including direct costs, indirect costs, insurance coverage, total societal costs, and patient out-of-pocket expenses were also recorded, and an economic evaluation was conducted including cost-effectiveness ratio (CER) and incremental cost-effectiveness ratio (ICER). ResultsUltimately, 56 patients in the mild dysfunction termination group and 55 in the complete recovery termination group completed the follow-up. At 6 and 12 months after onset, SFGS and FDIp scores in both groups improved significantly while FDIs, SAS and SDS scores decreased (P<0.05). Comparison of scores between groups 6 months and 12 months after onset showed no statistically significant differences (P>0.05). During the trial, the incidence of adverse events was 13.3% (8/60) in the mild dysfunction termination group and 18.3% (11/60) in the complete recovery termination group, with no statistically significant difference (P>0.05). The number of treatment sessions, total social costs, and out-of-pocket expenses in the mild dysfunction termination group were significantly lower than those in the complete recovery termination group (P<0.05). The CER of the mild dysfunction termination group in SFGS, FDIp, FDIs, SAS, and SDS scores was lower than that of the complete recovery termination group. The ICER analysis showed that continuing treatment until full recovery incurred an additional cost of 573.30 CNY/point in SFGS improvement, whereas 1-point improvement in FDIp, FDIs, SAS, and SDS required 21,355.25 CNY, 1779.60 CNY, 3713.96 CNY, and 2755.52 CNY, respectively. ConclusionFor acupuncture in treating acute peripheral facial palsy, terminating treatment when mild dysfunction is achieved yields long-term efficacy comparable to that of continuing treatment until complete recovery, while significantly reducing medical costs and socioeconomic burden.
4.Clinical Observation of Xiere Xingpi Yin in Treatment of Simple Obesity and Effect on Obesity-related miRNAs
Yelin ZHU ; Yiwen HUANG ; Ke ZHANG ; Xianchang ZENG ; Zhenxiu LIU ; Hejin LAI ; Feng TAO
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(21):177-185
ObjectiveTo observe the effects of Xiere Xingpi Yin (XRXPY) on the body mass and body fat distribution in patients with simple obesity, and to preliminarily explore whether the mechanism involves the regulation of specific obesity-related microRNAs (miRNAs). MethodsA randomized controlled trial design was employed to recruit patients with simple obesity diagnosed with the traditional Chinese medicine (TCM) syndrome of dampness-heat accumulating in the spleen. Using a randomized controlled trial design, 95 patients with simple obesity of dampness-heat encumbering the Spleen syndrome were recruited, after 3 were excluded, 92 were randomly assigned in a 1∶1 ratio by means of a random number table. On the basis of lifestyle intervention, the observation group received XRXPY granules, while the control group received a placebo. Serum samples and TCM symptom scores were collected before and after the 12-week observation period. Differences in body mass loss, body composition, lipid metabolism, and TCM symptom scores were compared between the groups. An obesity-related miRNA dataset was constructed by searching the Human MicroRNA Disease Database. Library construction, sequencing, and quality control were performed on 6 selected patients from each group to screen the differentially expressed miRNAs. The intersection of these miRNAs with the obesity-related miRNAs was verified by bioinformatics and correlation analysis. ResultsBaseline characteristics were comparable between the two groups before treatment. A total of 86 patients completed the study (42 cases in the observation group and 44 cases in the control group). The proportion of patients achieving ≥5% body weight reduction was significantly higher in the observation group than in the control group 81.0% (34/42) vs. 43.2% (19/44) (χ2=12.963, P<0.01). Compared with baseline within the observation group, body weight, waist circumference, and TCM syndrome score were significantly decreased (P<0.01), as were body fat percentage (P<0.01) and serum triglyceride level (P<0.05). Compared with the control group after treatment, waist circumference and TCM syndrome score were significantly lower in the observation group (P<0.01), and body weight showed a trend toward reduction. When changes from baseline were compared between the two groups, the magnitudes of decrease in body weight, waist circumference, and TCM syndrome score were all significantly greater in the observation group than in the control group (P<0.01). With respect to safety, no serious adverse events occurred in either group and no participant discontinued the study because of adverse events. Compared with baseline, alanine aminotransferase levels decreased significantly in both the control and observation groups (P<0.01), and urea decreased significantly in the observation group (P<0.01), indicating a favorable safety profile. Sequencing identified nine differentially expressed miRNAs. After intersecting with the obesity-related miRNA dataset (187 miRNAs), 3 miRNAs were identified: miR-221 (log2FC=-6.62, P=0.009), miR-29a (log2FC=6.33, P=0.016), and miR-10b (log2FC=-5.91, P=0.029). A total of 262 target genes of the 3 miRNAs were identified, which were significantly enriched in 67 pathways, including the lysine degradation pathway (P=0.001). Correlation analysis revealed a positive correlation between miR-221 and triglycerides (r=0.46, P=0.027), a negative correlation between miR-29a and waist-to-hip ratio (r=-0.41, P=0.047), and positive correlations of miR-10b with body fat percentage (r=0.49, P=0.014) and waist circumference (r=0.44, P=0.032). ConclusionXRXPY combined with lifestyle intervention can effectively reduce the body mass and improve body composition. The underlying mechanism may involve the regulation of the lysine degradation pathway via miR-221, miR-29a, and miR-10b, though further verification is required.
5.Clinical Observation of Xiere Xingpi Yin in Treatment of Simple Obesity and Effect on Obesity-related miRNAs
Yelin ZHU ; Yiwen HUANG ; Ke ZHANG ; Xianchang ZENG ; Zhenxiu LIU ; Hejin LAI ; Feng TAO
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(21):177-185
ObjectiveTo observe the effects of Xiere Xingpi Yin (XRXPY) on the body mass and body fat distribution in patients with simple obesity, and to preliminarily explore whether the mechanism involves the regulation of specific obesity-related microRNAs (miRNAs). MethodsA randomized controlled trial design was employed to recruit patients with simple obesity diagnosed with the traditional Chinese medicine (TCM) syndrome of dampness-heat accumulating in the spleen. Using a randomized controlled trial design, 95 patients with simple obesity of dampness-heat encumbering the Spleen syndrome were recruited, after 3 were excluded, 92 were randomly assigned in a 1∶1 ratio by means of a random number table. On the basis of lifestyle intervention, the observation group received XRXPY granules, while the control group received a placebo. Serum samples and TCM symptom scores were collected before and after the 12-week observation period. Differences in body mass loss, body composition, lipid metabolism, and TCM symptom scores were compared between the groups. An obesity-related miRNA dataset was constructed by searching the Human MicroRNA Disease Database. Library construction, sequencing, and quality control were performed on 6 selected patients from each group to screen the differentially expressed miRNAs. The intersection of these miRNAs with the obesity-related miRNAs was verified by bioinformatics and correlation analysis. ResultsBaseline characteristics were comparable between the two groups before treatment. A total of 86 patients completed the study (42 cases in the observation group and 44 cases in the control group). The proportion of patients achieving ≥5% body weight reduction was significantly higher in the observation group than in the control group 81.0% (34/42) vs. 43.2% (19/44) (χ2=12.963, P<0.01). Compared with baseline within the observation group, body weight, waist circumference, and TCM syndrome score were significantly decreased (P<0.01), as were body fat percentage (P<0.01) and serum triglyceride level (P<0.05). Compared with the control group after treatment, waist circumference and TCM syndrome score were significantly lower in the observation group (P<0.01), and body weight showed a trend toward reduction. When changes from baseline were compared between the two groups, the magnitudes of decrease in body weight, waist circumference, and TCM syndrome score were all significantly greater in the observation group than in the control group (P<0.01). With respect to safety, no serious adverse events occurred in either group and no participant discontinued the study because of adverse events. Compared with baseline, alanine aminotransferase levels decreased significantly in both the control and observation groups (P<0.01), and urea decreased significantly in the observation group (P<0.01), indicating a favorable safety profile. Sequencing identified nine differentially expressed miRNAs. After intersecting with the obesity-related miRNA dataset (187 miRNAs), 3 miRNAs were identified: miR-221 (log2FC=-6.62, P=0.009), miR-29a (log2FC=6.33, P=0.016), and miR-10b (log2FC=-5.91, P=0.029). A total of 262 target genes of the 3 miRNAs were identified, which were significantly enriched in 67 pathways, including the lysine degradation pathway (P=0.001). Correlation analysis revealed a positive correlation between miR-221 and triglycerides (r=0.46, P=0.027), a negative correlation between miR-29a and waist-to-hip ratio (r=-0.41, P=0.047), and positive correlations of miR-10b with body fat percentage (r=0.49, P=0.014) and waist circumference (r=0.44, P=0.032). ConclusionXRXPY combined with lifestyle intervention can effectively reduce the body mass and improve body composition. The underlying mechanism may involve the regulation of the lysine degradation pathway via miR-221, miR-29a, and miR-10b, though further verification is required.
6.Real-world efficacy and safety of azvudine in hospitalized older patients with COVID-19 during the omicron wave in China: A retrospective cohort study.
Yuanchao ZHU ; Fei ZHAO ; Yubing ZHU ; Xingang LI ; Deshi DONG ; Bolin ZHU ; Jianchun LI ; Xin HU ; Zinan ZHAO ; Wenfeng XU ; Yang JV ; Dandan WANG ; Yingming ZHENG ; Yiwen DONG ; Lu LI ; Shilei YANG ; Zhiyuan TENG ; Ling LU ; Jingwei ZHU ; Linzhe DU ; Yunxin LIU ; Lechuan JIA ; Qiujv ZHANG ; Hui MA ; Ana ZHAO ; Hongliu JIANG ; Xin XU ; Jinli WANG ; Xuping QIAN ; Wei ZHANG ; Tingting ZHENG ; Chunxia YANG ; Xuguang CHEN ; Kun LIU ; Huanhuan JIANG ; Dongxiang QU ; Jia SONG ; Hua CHENG ; Wenfang SUN ; Hanqiu ZHAN ; Xiao LI ; Yafeng WANG ; Aixia WANG ; Li LIU ; Lihua YANG ; Nan ZHANG ; Shumin CHEN ; Jingjing MA ; Wei LIU ; Xiaoxiang DU ; Meiqin ZHENG ; Liyan WAN ; Guangqing DU ; Hangmei LIU ; Pengfei JIN
Acta Pharmaceutica Sinica B 2025;15(1):123-132
Debates persist regarding the efficacy and safety of azvudine, particularly its real-world outcomes. This study involved patients aged ≥60 years who were admitted to 25 hospitals in mainland China with confirmed SARS-CoV-2 infection between December 1, 2022, and February 28, 2023. Efficacy outcomes were all-cause mortality during hospitalization, the proportion of patients discharged with recovery, time to nucleic acid-negative conversion (T NANC), time to symptom improvement (T SI), and time of hospital stay (T HS). Safety was also assessed. Among the 5884 participants identified, 1999 received azvudine, and 1999 matched controls were included after exclusion and propensity score matching. Azvudine recipients exhibited lower all-cause mortality compared with controls in the overall population (13.3% vs. 17.1%, RR, 0.78; 95% CI, 0.67-0.90; P = 0.001) and in the severe subgroup (25.7% vs. 33.7%; RR, 0.76; 95% CI, 0.66-0.88; P < 0.001). A higher proportion of patients discharged with recovery, and a shorter T NANC were associated with azvudine recipients, especially in the severe subgroup. The incidence of adverse events in azvudine recipients was comparable to that in the control group (2.3% vs. 1.7%, P = 0.170). In conclusion, azvudine showed efficacy and safety in older patients hospitalized with COVID-19 during the SARS-CoV-2 omicron wave in China.
7.Optineurin restrains CCR7 degradation to guide type II collagen-stimulated dendritic cell migration in rheumatoid arthritis.
Wenxiang HONG ; Hongbo MA ; Zhaoxu YANG ; Jiaying WANG ; Bowen PENG ; Longling WANG ; Yiwen DU ; Lijun YANG ; Lijiang ZHANG ; Zhibin LI ; Han HUANG ; Difeng ZHU ; Bo YANG ; Qiaojun HE ; Jiajia WANG ; Qinjie WENG
Acta Pharmaceutica Sinica B 2025;15(3):1626-1642
Dendritic cells (DCs) serve as the primary antigen-presenting cells in autoimmune diseases, like rheumatoid arthritis (RA), and exhibit distinct signaling profiles due to antigenic diversity. Type II collagen (CII) has been recognized as an RA-specific antigen; however, little is known about CII-stimulated DCs, limiting the development of RA-specific therapeutic interventions. In this study, we show that CII-stimulated DCs display a preferential gene expression profile associated with migration, offering a new perspective for targeting DC migration in RA treatment. Then, saikosaponin D (SSD) was identified as a compound capable of blocking CII-induced DC migration and effectively ameliorating arthritis. Optineurin (OPTN) is further revealed as a potential SSD target, with Optn deletion impairing CII-pulsed DC migration without affecting maturation. Function analyses uncover that OPTN prevents the proteasomal transport and ubiquitin-dependent degradation of C-C chemokine receptor 7 (CCR7), a pivotal chemokine receptor in DC migration. Optn-deficient DCs exhibit reduced CCR7 expression, leading to slower migration in CII-surrounded environment, thus alleviating arthritis progression. Our findings underscore the significance of antigen-specific DC activation in RA and suggest OPTN is a crucial regulator of CII-specific DC migration. OPTN emerges as a promising drug target for RA, potentially offering significant value for the therapeutic management of RA.
8.Cortical Control of Itch Sensation by Vasoactive Intestinal Polypeptide-Expressing Interneurons in the Anterior Cingulate Cortex.
Yiwen ZHANG ; Jiaqi LI ; You WU ; Jialin SI ; Yuanyuan ZHU ; Meng NIAN ; Chen CHEN ; Ningcan MA ; Xiaolin ZHANG ; Yaoyuan ZHANG ; Yiting LIN ; Ling LIU ; Yang BAI ; Shengxi WU ; Jing HUANG
Neuroscience Bulletin 2025;41(12):2184-2200
The anterior cingulate cortex (ACC) has recently been proposed as a key player in the representation of itch stimuli. However, to date, little is known about the contribution of specific ACC interneuron populations to itch processing. Using c-Fos immunolabeling and in vivo Ca2+ imaging, we reported that both histamine and chloroquine stimuli-induced acute itch caused a marked enhancement of vasoactive intestinal peptide (VIP)-expressing interneuron activity in the ACC. Behavioral data indicated that optogenetic and chemogenetic activation of these neurons reduced scratching responses related to histaminergic and non-histaminergic acute itch. Similar neural activity and modulatory role of these neurons were seen in mice with chronic itch induced by contact dermatitis. Together, this study highlights the importance of ACC VIP+ neurons in modulating itch-related affect and behavior, which may help us to develop novel mechanism-based strategies to treat refractory chronic itch in the clinic.
Animals
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Pruritus/physiopathology*
;
Vasoactive Intestinal Peptide/metabolism*
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Interneurons/metabolism*
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Gyrus Cinguli/metabolism*
;
Mice
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Male
;
Mice, Inbred C57BL
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Histamine
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Chloroquine
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Optogenetics
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Mice, Transgenic
9.Integrating explainable deep learning with multi-omics for screening progressive diagnostic biomarkers of hepatocellular carcinoma covering the "inflammation-cancer" transformation.
Saiyu LI ; Yiwen ZHANG ; Lifang GUAN ; Yijing DONG ; Mingzhe ZHANG ; Qian ZHANG ; Huarong XU ; Wei XIAO ; Zhenzhong WANG ; Yan CUI ; Qing LI
Journal of Pharmaceutical Analysis 2025;15(9):101253-101253
Image 1.
10.Establishment and evaluation of a machine learning prediction model for sepsis-related encephalopathy in the elderly.
Xiao YUE ; Yiwen WANG ; Zhifang LI ; Lei WANG ; Li HUANG ; Shuo WANG ; Yiming HOU ; Shu ZHANG ; Zhengbin WANG
Chinese Critical Care Medicine 2025;37(10):937-943
OBJECTIVE:
To construct machine learning prediction model for sepsis-associated encephalopathy (SAE), and analyze the application value of the model on early identification of SAE risk in elderly septic patients.
METHODS:
Patients aged over 60 years with a primary diagnosis of sepsis admitted to intensive care unit (ICU) from 2008 to 2023 were selected from Medical Information Mart for Intensive Care-IV 2.2 (MIMIC-IV 2.2). Demographic variables, disease severity scores, comorbidities, interventions, laboratory indicators, and hospitalization details were collected. Key factors associated with SAE were identified using univariate Logistic regression analysis. The data were randomly divided into training and validation sets in a 7 : 3 ratio. Multivariable Logistic regression analysis was conducted in the training set and visualized using a nomogram model for prediction of SAE. The discrimination of the model was evaluated in the validation set using the receiver operator characteristic curve (ROC curve), and its calibration was assessed using calibration curve. Furthermore, multiple machine learning algorithms, including multi-layer perceptron (MLP), support vector machine (SVM), naive bayes (NB), gradient boosting machine (GBM), random forest (RF), and extreme gradient boosting (XGB), were constructed in the training set. Their predictive performance was subsequently evaluated on the validation set. Taking the XGB model as an example, the interpretability of the model through the SHapley Additive exPlanations (SHAP) algorithm was enhanced to identify the key predictive factors and their contributions.
RESULTS:
A total of 2 204 septic patients were finally enrolled, of whom 840 developed SAE (38.1%). A total of 21 variables associated with SAE were screened through univariate Logistic regression analysis. Multivariable Logistic regression analysis showed that endotracheal intubation [odds ratio (OR) = 0.40, 95% confidence interval (95%CI) was 0.19-0.88, P < 0.001], oxygen therapy (OR = 0.76, 95%CI was 0.53-0.95, P = 0.023), tracheotomy (OR = 0.20, 95%CI was 0.07-0.53, P < 0.001), continuous renal replacement therapy (CRRT; OR = 0.32, 95%CI was 0.15-0.70, P < 0.001), cerebrovascular disease (OR = 0.31, 95%CI was 0.16-0.60, P < 0.001), rheumatic disease (OR = 0.44, 95%CI was 0.19-0.99, P < 0.001), male (OR = 0.68, 95%CI was 0.54-0.86, P = 0.001), and maximum anion gap (AG; OR = 0.95, 95%CI was 0.93-0.97, P < 0.001) were associated with an decreased probability of SAE, and age (OR = 1.05, 95%CI was 1.03-1.06, P < 0.001), acute physiology score III (APSIII; OR = 1.02, 95%CI was 1.01-1.02, P < 0.001), Oxford acute severity of illness score (OASIS; OR = 1.04, 95%CI was 1.03-1.06, P < 0.001), and length of hospital stay (OR = 1.01, 95%CI was 1.01-1.02, P < 0.001) were associated with an increased probability of SAE. A nomogram model was constructed based on these variables. In the validation set, ROC curve analysis showed that the model achieved an area under the ROC curve (AUC) of 0.723, and the calibration curve showed good consistency between the predicted probability of the model and the observed probability. Among the machine learning algorithms, including MLP, SVM, NB, GBM, RF, and XGB, the SVM model and RF model demonstrated relatively good predictive performance, with AUC of 0.748 and 0.739, respectively, and the sensitivity was both exceeding 85%. The predictive performance of the XGB model was explained through SHAP analysis, and the results indicated that APSIII score (SHAP value was 0.871), age (SHAP value was 0.521), and OASIS score (SHAP value was 0.443) were important factors affecting the predictive performance of the model.
CONCLUSIONS
The machine learning-based SAE prediction model exhibits good predictive capability and holds significant application value for the early identification of SAE risk in elderly septic patients.
Humans
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Machine Learning
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Aged
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Sepsis-Associated Encephalopathy
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Sepsis/complications*
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Intensive Care Units
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Logistic Models
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Middle Aged
;
Male
;
ROC Curve
;
Female
;
Bayes Theorem
;
Nomograms
;
Support Vector Machine
;
Algorithms

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