1.Predicting Postoperative Circulatory Complications in Older Patients: A Machine Learning Approach.
Xiao Yun HU ; Wei Xuan SHENG ; Kang YU ; Jie Tai DUO ; Peng Fei LIU ; Ya Wei LI ; Dong Xin WANG ; Hui Hui MIAO
Biomedical and Environmental Sciences 2025;38(3):328-340
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
2.Analysis of the causes of soft tissue complications after volar locking plate for the treatment of dorsal displaced distal radius fractures.
Jin-Gu TAI ; Zhi-Yong DING ; Liang SUN ; Yun-Ping CAO ; Guo-Bao YE ; Peng HAO ; Wei LI
China Journal of Orthopaedics and Traumatology 2023;36(9):839-845
OBJECTIVE:
To investigate the causes of soft tissue complications in patients with dorsal displacement distal radius fractures (DRF) after volar locking plate surgery.
METHODS:
From July 2016 to May 2021, 112 patients with dorsal displacement DRF were treated with volar locking plate surgery, including 45 males and 67 females. The average age was (46.24±10.08) years old, ranging from 18 to 85 years old. According to whether there were soft tissue complications after operation, they were divided into complication group (40 cases) and non complication group (72 cases). Compared with preoperation, the radial metacarpal inclination and ulnar deflection angle, wrist flexion activity and dorsal extension activity, and grip strength of patients after operation were significantly improved (P<0.05). Compared with the non complication group, the proportion of patients in the complication group whose age was>60 years, body mass index (BMI) more than 30 kg·m-2, smoking, diabetes, fracture type C, open fracture and operation time more than 90 min was higher (P<0.05). The age, BMI, smoking, diabetes, fracture AO classification, fracture type and operation time were analyzed by multifactor Logistic regression to determine the independent risk factors affecting the occurrence of postoperative soft tissue complications of patients, establish a nomogram prediction model, and evaluate the model.
RESULTS:
At the latest follow-up, the excellent and good rate of wrist joint function recovery was 83.93% (94/112), and the excellent and good rate of fracture reduction was 84.82% (95/112). Multivariate Logistic regression analysis showed that age more than 60 years old, diabetes, fracture type C, open fracture and operation time more than 90 min were independent risk factors for postoperative soft tissue complications (P<0.05). The receiver operating characteristic (ROC), calibration curve and clinical decision curve of the nomogram prediction model showed discrimination, accuracy and validity were good.
CONCLUSION
Age more than 60 years, diabetes mellitus, fracture type C, open fracture, and operation time more than 90 min are all independent risk factors for soft tissue complications after DRF volar plate fixation. In clinical treatment, perioperative soft tissue management should be done in such patients to prevent complications.
Female
;
Male
;
Humans
;
Adult
;
Middle Aged
;
Adolescent
;
Young Adult
;
Aged
;
Aged, 80 and over
;
Wrist Fractures
;
Fractures, Open
;
Risk Factors
;
Wrist Joint/surgery*
;
Metacarpal Bones
3.Expert consensus on the prevention and treatment of adverse reactions in subcutaneous immunotherapy(2023, Chongqing).
Yu Cheng YANG ; Yang SHEN ; Xiang Dong WANG ; Yan JIANG ; Qian Hui QIU ; Jian LI ; Shao Qing YU ; Xia KE ; Feng LIU ; Yuan Teng XU ; Hong Fei LOU ; Hong Tian WANG ; Guo Dong YU ; Rui XU ; Juan MENG ; Cui Da MENG ; Na SUN ; Jian Jun CHEN ; Ming ZENG ; Zhi Hai XIE ; Yue Qi SUN ; Jun TANG ; Ke Qing ZHAO ; Wei Tian ZHANG ; Zhao Hui SHI ; Cheng Li XU ; Yan Li YANG ; Mei Ping LU ; Hui Ping YE ; Xin WEI ; Bin SUN ; Yun Fang AN ; Ya Nan SUN ; Yu Rong GU ; Tian Hong ZHANG ; Luo BA ; Qin Tai YANG ; Jing YE ; Yu XU ; Hua Bin LI
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2023;58(7):643-656
4.Diagnosis and treatment procedures and health management for patients with hereditary angioedema.
Min ZHOU ; Xin LUO ; Qi Lin ZHOU ; Wen Hao ZHOU ; Rui ZHENG ; Ya Na ZHANG ; Xi Fu WU ; Shuo WU ; Jing SU ; Guo Wei XIONG ; Yun CHENG ; Ya Ting LI ; Ping Ping ZHANG ; Kun ZHANG ; Min DAI ; Xue Kun HUANG ; Zhao Hui SHI ; Jin TAO ; Yu Qi ZHOU ; Pei Ying FENG ; Zhuang Gui CHEN ; Qin Tai YANG
Chinese Journal of Preventive Medicine 2023;57(8):1280-1285
As a recognized rare and highly fatal disease, hereditary angioedema (HAE) is difficult to diagnose and characterized by recurrent edema involving the head, limbs, genitals and larynx, etc. Diagnosis of HAE is not difficult. However, low incidence and lack of clinical characteristics lead to difficulty of doctors on timely diagnosis and correct intervention for HAE patients. Therefore, it is crucial to improve the awareness of this disease and prevent its recurrence. for HAE patients. In view of absent cognition of doctors and the general public on HAE, patients often suffer from sudden death or become disabled due to laryngeal edema which cannot be treated in time. Thus, based on the Internet mobile terminal platform, the team set up an all-day rapid emergency response system which is provided for HAE patients by setting up "one-click help". The aim is to offer optimization on overall management of HAE and designed the intelligent follow-up management to provide timely assistance and specialized suggestion for patients with acute attacks.
Humans
;
Angioedemas, Hereditary/drug therapy*
5.Preliminary insights into the practice of hypoallergenic home visiting program.
He ZHANG ; Min ZHOU ; Qi Lin ZHOU ; Xin LUO ; Rui ZHENG ; Jing SU ; Guo Wei XIONG ; Yun CHENG ; Ya Ting LI ; Ping Ping ZHANG ; Kun ZHANG ; Min DAI ; Xue Kun HUANG ; Ya Na ZHANG ; Zhao Hui SHI ; Jin TAO ; Yu Qi ZHOU ; Pei Ying FENG ; Zhuang Gui CHEN ; Qin Tai YANG
Chinese Journal of Preventive Medicine 2023;57(12):1957-1963
Allergic diseases affect about 40% of the world's population. Environmental factors are important in the occurrence and development of allergic diseases. Dust mites are one of the most important allergens in the indoor environment. The World Health Organization proposes the "four-in-one, combination of prevention and treatment" treatment principle for allergic diseases, in which environmental control to avoid or reduce allergens is the first choice for treatment. Modern people spend much more time at home (including sleeping) than outdoors, and the control of the home environment is particularly critical. This practice introduces the hypoallergenic home visit program, which including home environment assessment, environmental and behavioral intervention guidance, and common household hypoallergenic supplies and service guidance for the patient's home environment. The real-time semi-quantitative testing of dust mite allergens, qualitative assessments of other indoor allergens, record of patients' household items and lifestyle, and precise, individualized patient prevention and control education will be conducted. The hypoallergenic home visit program improves the doctors' diagnosis and treatment data dimension, and becomes a patient management tool for doctors outside the hospital. It also helps patients continue to scientifically avoid allergens and irritants in the environment, effectively build a hypoallergenic home environment, reduce exposure to allergens in the home environment, and achieve the goal of combining the prevention and treatment of allergic diseases.
Humans
;
Hospitals
;
Life Style
;
Sleep
6.Diagnosis and treatment procedures and health management for patients with hereditary angioedema.
Min ZHOU ; Xin LUO ; Qi Lin ZHOU ; Wen Hao ZHOU ; Rui ZHENG ; Ya Na ZHANG ; Xi Fu WU ; Shuo WU ; Jing SU ; Guo Wei XIONG ; Yun CHENG ; Ya Ting LI ; Ping Ping ZHANG ; Kun ZHANG ; Min DAI ; Xue Kun HUANG ; Zhao Hui SHI ; Jin TAO ; Yu Qi ZHOU ; Pei Ying FENG ; Zhuang Gui CHEN ; Qin Tai YANG
Chinese Journal of Preventive Medicine 2023;57(8):1280-1285
As a recognized rare and highly fatal disease, hereditary angioedema (HAE) is difficult to diagnose and characterized by recurrent edema involving the head, limbs, genitals and larynx, etc. Diagnosis of HAE is not difficult. However, low incidence and lack of clinical characteristics lead to difficulty of doctors on timely diagnosis and correct intervention for HAE patients. Therefore, it is crucial to improve the awareness of this disease and prevent its recurrence. for HAE patients. In view of absent cognition of doctors and the general public on HAE, patients often suffer from sudden death or become disabled due to laryngeal edema which cannot be treated in time. Thus, based on the Internet mobile terminal platform, the team set up an all-day rapid emergency response system which is provided for HAE patients by setting up "one-click help". The aim is to offer optimization on overall management of HAE and designed the intelligent follow-up management to provide timely assistance and specialized suggestion for patients with acute attacks.
Humans
;
Angioedemas, Hereditary/drug therapy*
7.Preliminary insights into the practice of hypoallergenic home visiting program.
He ZHANG ; Min ZHOU ; Qi Lin ZHOU ; Xin LUO ; Rui ZHENG ; Jing SU ; Guo Wei XIONG ; Yun CHENG ; Ya Ting LI ; Ping Ping ZHANG ; Kun ZHANG ; Min DAI ; Xue Kun HUANG ; Ya Na ZHANG ; Zhao Hui SHI ; Jin TAO ; Yu Qi ZHOU ; Pei Ying FENG ; Zhuang Gui CHEN ; Qin Tai YANG
Chinese Journal of Preventive Medicine 2023;57(12):1957-1963
Allergic diseases affect about 40% of the world's population. Environmental factors are important in the occurrence and development of allergic diseases. Dust mites are one of the most important allergens in the indoor environment. The World Health Organization proposes the "four-in-one, combination of prevention and treatment" treatment principle for allergic diseases, in which environmental control to avoid or reduce allergens is the first choice for treatment. Modern people spend much more time at home (including sleeping) than outdoors, and the control of the home environment is particularly critical. This practice introduces the hypoallergenic home visit program, which including home environment assessment, environmental and behavioral intervention guidance, and common household hypoallergenic supplies and service guidance for the patient's home environment. The real-time semi-quantitative testing of dust mite allergens, qualitative assessments of other indoor allergens, record of patients' household items and lifestyle, and precise, individualized patient prevention and control education will be conducted. The hypoallergenic home visit program improves the doctors' diagnosis and treatment data dimension, and becomes a patient management tool for doctors outside the hospital. It also helps patients continue to scientifically avoid allergens and irritants in the environment, effectively build a hypoallergenic home environment, reduce exposure to allergens in the home environment, and achieve the goal of combining the prevention and treatment of allergic diseases.
Humans
;
Hospitals
;
Life Style
;
Sleep
8.Evaluation of blood pressure lowering effect by generic and brand-name antihypertensive drugs treatment: a multicenter prospective study in China.
Shu-Yuan ZHANG ; Li-Yuan TAO ; Yun-Yun YANG ; Tao KONG ; Cun-Jin WU ; Yang WANG ; Jing-Zhou CHEN ; Lei SONG ; Yi-Bo WANG ; Ru-Tai HUI ; Wei-Li ZHANG
Chinese Medical Journal 2021;134(3):292-301
BACKGROUND:
Generic drugs are bioequivalent to their brand-name counterparts; however, concerns still exist regarding the effectiveness and safety of generic drugs because of small sample sizes and short follow-up time in most studies. The purpose of this study was to evaluate the long-term antihypertensive efficacy, cost-effectiveness and cardiovascular outcomes of generic drugs compared with brand-name drugs.
METHODS:
In a multicenter, community-based study including 7955 hypertensive patients who were prospectively followed up for an average of 2.5 years, we used the propensity-score-matching method to match the patients using brand-name drugs to those using generic drugs in a ratio of 1:2, 2176 patients using brand-name drugs and 4352 patients using generic drugs.
RESULTS:
There were no significant differences between generic drugs and brand-name drugs in blood pressure (BP)-lowering efficacy, BP control rate, and cardiovascular outcomes including coronary heart disease and stroke. The adjusted mean (95% confidence interval [CI]) of systolic BP (SBP)-lowering was -7.9 mmHg (95% CI, -9.9 to -5.9) in the brand-name drug group and -7.1 mmHg (95% CI, -9.1 to -5.1) in the generic drug group after adjusting for age, sex, body mass index, number of antihypertensive drugs and traditionally cardiovascular risk factors. Among patients aged <60 years, brand-name drugs had a higher BP control rate (47% vs. 41%; P = 0.02) and a greater effect in lowering SBP compared with generic drugs, with the between-group difference of 1.5 mmHg (95% CI, 0.2-2.8; P = 0.03). BP control rate was higher in male patients using brand-name drugs compared with those using generic drugs (46% vs. 40%; P = 0.01). Generic drugs treatment yielded an average annual incremental cost-effectiveness ratio of $315.4 per patient per mmHg decrease in SBP compared with brand-name drugs treatment.
CONCLUSIONS
Our data suggested that generic drugs are suitable and cost-effective in improving hypertension management and facilitating public health benefits, especially in low- and middle-income areas.
Aged
;
Antihypertensive Agents/therapeutic use*
;
Blood Pressure
;
China
;
Drugs, Generic/therapeutic use*
;
Humans
;
Male
;
Prospective Studies
9. Effects of N-Oleoylglycine and Oleate on Mitochondrial UCP1-independent Thermogenesis
Yun GAO ; Mei-Xue XU ; Tai-Yong YU ; Wei-Jun PANG ; Gong-She YANG
Chinese Journal of Biochemistry and Molecular Biology 2021;37(11):1482-1488
Besides UCP1-dependent thermogenesis pathways, UCP1-independent thermogenesis pathways also could increase heat production in adipose tissue to combat obesity. N-Acyl amino acids (NAAs) have been suggested as novel endogenous uncouplers to induce mitochondria UCP1-independent thermogenesis in adipose tissue. Here, we use mouse skeletal muscle C2C12 cells which lack of UCP1 as UCP1 negative cell models. Comparing with its corresponding common fatty acid—oleate, one of the NAAs—N-Oleoylglycine (NOGly), which is highly expressed in the plasma of HFD mice, is selected to study their effects and mechanisms on mitochondrial thermogenesis. We found that 60 μmol / L oleate could induce mitochondrial oxidative phosphorylation protein levels, as well as increase mitochondria thermogenesis-related genes (COX8b, DIO2, UCP3) expression (P < 0. 05) . However, 60 μmol / L NOGly damaged the production and oxidative phosphorylation of mitochondria, significantly down-regulated expression of thermogenic genes (PGC1a, COX8b, COX2, DIO2, UQCRFS1and UCP3) (P< 0. 01), induced the production of reactive oxygen species (ROS) in the mitochondria, and enhanced the oxidative stress in cells. Our study found that oleate can induce UCP1-independent thermogenesis under 60 μmol / L addition dose, whereas NOGly does not due to the induction of oxidative stress in cells.
10.Panax notoginseng saponins prevent colitis-associated colorectal cancer development: the role of gut microbiota.
Ling CHEN ; Man-Yun CHEN ; Li SHAO ; Wei ZHANG ; Tai RAO ; Hong-Hao ZHOU ; Wei-Hua HUANG
Chinese Journal of Natural Medicines (English Ed.) 2020;18(7):500-507
Gut microbiota dysbiosis is a risk factor for colorectal cancer (CRC) in inflammatory bowel disease (IBD). In this study, the effects of Panax notoginseng saponins (PNS) on colitis-associated CRC progression were evaluated on an azoxymethane (AOM)/dextran sulfate sodium (DSS) mouse model. In vivo, PNS significantly relieved AOM/DSS-induced colon tumorigenesis and development by reducing the disease activity index (DAI) scores and colon tumor load. The 16S rRNA data of fecal samples showed that the microbiome community was obviously destructed, while PNS could recover the richness and diversity of gut microbiota. Especially, PNS could increase the abundance of Akkermansia spp. which was significantly decreased in model group and negatively correlated with the progression of CRC. Moreover, ginsenoside compound K (GC-K) was evaluated on the effects of human CRC cells, which was the main bio-transformed metabolite of PNS by gut microbiota. Our data showed that PNS played important role in the prevention of the progression of CRC, due to their regulation on the microbiome balance and microbial bio-converted product with anti-CRC activity.

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