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 epidemiological and clinical characteristics of 1247 cases of infectious diseases of the central nervous system
Jia-Hua ZHAO ; Yu-Ying CEN ; Xiao-Jiao XU ; Fei YANG ; Xing-Wen ZHANG ; Zhao DONG ; Ruo-Zhuo LIU ; De-Hui HUANG ; Rong-Tai CUI ; Xiang-Qing WANG ; Cheng-Lin TIAN ; Xu-Sheng HUANG ; Sheng-Yuan YU ; Jia-Tang ZHANG
Medical Journal of Chinese People's Liberation Army 2024;49(1):43-49
Objective To summarize the epidemiological and clinical features of infectious diseases of the central nervous system(CNS)by a single-center analysis.Methods A retrospective analysis was conducted on the data of 1247 cases of CNS infectious diseases diagnosed and treated in the First Medical Center of PLA General Hospital from 2001 to 2020.Results The data for this group of CNS infectious diseases by disease type in descending order of number of cases were viruses 743(59.6%),Mycobacterium tuberculosis 249(20.0%),other bacteria 150(12.0%),fungi 68(5.5%),parasites 18(1.4%),Treponema pallidum 18(1.4%)and rickettsia 1(0.1%).The number of cases increased by 177 cases(33.1%)in the latter 10 years compared to the previous 10 years(P<0.05).No significant difference in seasonal distribution pattern of data between disease types(P>0.05).Male to female ratio is 1.87︰1,mostly under 60 years of age.Viruses are more likely to infect students,most often at university/college level and above,farmers are overrepresented among bacteria and Mycobacterium tuberculosis,and more infections of Treponema pallidum in workers.CNS infectious diseases are characterized by fever,headache and signs of meningeal irritation,with the adductor nerve being the more commonly involved cranial nerve.Matagenomic next-generation sequencing improves clinical diagnostic capabilities.The median hospital days for CNS infectious diseases are 18.00(11.00,27.00)and median hospital costs are ¥29,500(¥16,000,¥59,200).The mortality rate from CNS infectious diseases is 1.6%.Conclusions The incidence of CNS infectious diseases is increasing last ten years,with complex clinical presentation,severe symptoms and poor prognosis.Early and accurate diagnosis and standardized clinical treatment can significantly reduce the morbidity and mortality rate and ease the burden of disease.
3.Platelet Transfusion Strategies for MASPAT-Matched Platelet Transfusion Failed Patient with Allogeneic Hematopoietic Stem Cell Transplantation.
Lu YANG ; Chun-Ya MA ; Li-Hui FU ; Sheng-Fei TAI ; Ming-Zi MA ; Xiao-Long ZHONG ; Bin FAN ; Xiao-Xing WANG ; De-Qing WANG ; Yang YU
Journal of Experimental Hematology 2023;31(3):850-854
OBJECTIVE:
To investigate the causes of ineffectiveness of platelet transfusion with monoclonal antibody solid phase platelet antibody test (MASPAT) matching in patients with allogeneic hematopoietic stem cell transplantation and explore the strategies of platelet transfusion.
METHODS:
A case of donor-specific HLA antibodies (DSA) induced by transfusion which ultimately resulted in transplantation failure and ineffective platelet transfusion with MASPAT matching was selected, and the causes of ineffective platelet transfusion and platelet transfusion strategy were retrospectively analyzed.
RESULTS:
The 32-year-old female patient was diagnosed as acute myeloid leukemia (high risk) in another hospital with the main symptoms of fever and leukopenia, who should be admitted for hematopoietic stem cell transplantation after remission by chemotherapy. In the course of chemotherapy, DSA was generated due to platelet transfusion, and had HLA gene loci incompatible with the donor of the first transplant, leading to the failure of the first transplant. The patient received platelet transfusion for several times before and after transplantation, and the results showed that the effective rate of MASPAT matched platelet transfusion was only 35.3%. Further analysis showed that the reason for the ineffective platelet transfusion was due to the missed detection of antibodies by MASPAT method. During the second hematopoietic stem cell transplantation, the DSA-negative donor was selected, and the matching platelets but ineffective transfusion during the primary transplantation were avoided. Finally, the patient was successfully transplanted and discharged from hospital.
CONCLUSIONS
DSA can cause graft failure or render the graft ineffective. For the platelet transfusion of patients with DSA, the platelet transfusion strategy with matching type only using MASPAT method will miss the detection of antibodies, resulting in invalid platelet transfusion.
Female
;
Humans
;
Adult
;
Platelet Transfusion
;
Antibodies, Monoclonal
;
Retrospective Studies
;
HLA Antigens
;
Hematopoietic Stem Cell Transplantation
4.Comparison of heart failure and COVID-19 in chest CT features and clinical characteristics.
Zhao Wei ZHU ; Jian Jun TANG ; Xiang Ping CHAI ; Zhen Fei FANG ; Qi Ming LIU ; Xin Qun HU ; Dan Yan XU ; Liang TANG ; Shi TAI ; Yu Zhi WU ; Sheng Hua ZHOU
Chinese Journal of Cardiology 2020;48(6):467-471
Objective: To identify the characteristics including clinical features and pulmonary computed tomography (CT) features of heart failure and COVID-19. Methods: This study was a retrospective study. A total of 7 patients with heart failure and 12 patients with COVID-19 in the Second Xiangya Hospital of Central South University between December 1, 2019 and February 15, 2020 were enrolled. The baseline clinical and imaging features of the two groups were statistically analyzed. Results: There was no significant difference in age and sex between the two groups(both P>0.05), but the incidence of epidemiological contact history, fever or respiratory symptoms in the COVID-19 group was significantly higher than that in the heart failure group (12/12 vs. 0, P<0.001; 12/12 vs. 4/7, P=0.013). While the proportion of cardiovascular diseases and impaired cardiac function was significantly less than that of the heart failure group(2/12 vs.7/7, P<0.001;0 vs.7/7, P<0.001). For imaging features, both groups had ground-glass opacity and thickening of interlobular septum, but the ratio of central and gradient distribution was higher in patients with heart failure than that in patients with COVID-19 (4/7 vs. 1/12, P=0.04). In heart failure group, the ratio of the expansion of pulmonary veins was also higher (3/7 vs. 0,P=0.013), and the lung lesions can be significantly improved after effective anti-heart failure treatment. Besides, there were more cases with rounded morphology in COVID-19 group(9/12 vs. 2/7, P=0.048). Conclusions: More patients with COVID-19 have epidemiological history and fever or respiratory symptoms. There are significant differences in chest CT features, such as enlargement of pulmonary veins, lesions distribution and morphology between heart failure and COVID-19.
Betacoronavirus
;
COVID-19
;
Coronavirus Infections/diagnostic imaging*
;
Heart Failure/etiology*
;
Humans
;
Pandemics
;
Pneumonia, Viral/diagnostic imaging*
;
Retrospective Studies
;
SARS-CoV-2
;
Tomography, X-Ray Computed
5.Monitoring Value of Multimodal Magnetic Resonance Imaging in Disease Progression of Amyotrophic Lateral Sclerosis: A Prospective Observational Study.
Dong-Chao SHEN ; Yin-Yan XU ; Bo HOU ; Hong-Fei TAI ; Kang ZHANG ; Shuang-Wu LIU ; Zhi-Li WANG ; Feng FENG ; Ming-Sheng LIU ; Li-Ying CUI
Chinese Medical Journal 2018;131(24):2904-2909
Background:
Ongoing efforts have been made to identify new neuroimaging markers to track amyotrophic lateral sclerosis (ALS) progression. This study aimed to explore the monitoring value of multimodal magnetic resonance imaging (MRI) in the disease progression of ALS.
Methods:
From September 2015 to March 2017, ten patients diagnosed with ALS in Peking Union Medical College Hospital completed head MRI scans at baseline and during follow-up. Multimodal MRI analyses, including gray matter (GM) volume measured by voxel-based morphometry; cerebral blood flow (CBF) evaluated by arterial spin labeling; functional connectivity, including low-frequency fluctuation (fALFF) and regional homogeneity (ReHo), measured by resting-state functional MRI; and integrity of white-matter (WM) fiber tracts evaluated by diffusion tensor imaging, were performed in these patients. Comparisons of imaging metrics were made between baseline and follow-up using paired t-test.
Results:
In the longitudinal comparisons, the brain structure (GM volume of the right precentral gyri, left postcentral gyri, and right thalami) and perfusion (CBF of the bilateral temporal poles, left precentral gyri, postcentral gyri, and right middle temporal gyri) in both motor and extramotor areas at follow-up were impaired to different extents when compared with those at baseline (all P < 0.05, false discovery rate adjusted). Functional connectivity was increased in the motor areas (fALFF of the right precentral gyri and superior frontal gyri, and ReHo of right precentral gyri) and decreased in the extramotor areas (fALFF of the bilateral middle frontal gyri and ReHo of the right precuneus and cingulate gyri) (all P < 0.001, unadjusted). No significant changes were detected in terms of brain WM measures.
Conclusion
Multimodal MRI could be used to monitor short-term brain changes in ALS patients.
Adult
;
Amyotrophic Lateral Sclerosis
;
diagnostic imaging
;
physiopathology
;
Brain
;
diagnostic imaging
;
Cerebrovascular Circulation
;
Disease Progression
;
Female
;
Humans
;
Magnetic Resonance Imaging
;
methods
;
Male
;
Middle Aged
;
Multimodal Imaging
;
methods
;
Prospective Studies
6.Impact of body mass index on mortality in patients undergoing elective percutaneous coronary intervention
Xin-Min LIU ; Jian-Zeng DONG ; Xiao-Hui LIU ; Qiang LU ; Jun-Ping KANG ; Tai-Yang LUO ; Yang GUAN ; Fei GUO ; Rong BAI ; Xin DU ; Chang-Sheng MA
Chinese Journal of Interventional Cardiology 2018;26(5):255-260
Objective To investigate the influence of body mass index(BMI) on the prognosis of patients who had received elective PCI.Methods The study population consisted of 2964 consecutive patients with electivePCIs performed between July 2009 and September 2011. The patients were divided into three groups based on their preoperative BMI levels:the normal group( BMI<24.0 kg/m2,n=810); the overweight group( 24.0 kg/m2≤BMI<28.0 kg/m2,n=1454) and the obese group(BMI≥28.0 kg/m2,n=700). We examined the association between baseline BMI levels and postoperative mortality through a mean(571.5±130.8)days of follow up.Results Patients with high BMI had a higher percentage of comorbidities compared with the normal BMI group. The results of multivariate Cox regression analysis revealed that preoperative BMI was inversely associated with mortality after adjustment for other factors (HR 0.896,95% CI 0.821-0.977,P=0.031). Compared with the obese group, the hazard ratios for risk of mortality in the overweight and the normal groups were 1.908(95%CI 0.689-5.291,P=0.213) and 2.241(95%CI 1.154-4.350,P=0.017).Conclusions For patients undergoing elective PCI, individuals with obesity and overweight had the better prognosis than those with normal BMI.
7.ASIC1a contributes to the symptom of pain in a rat model of chronic prostatitis.
Song FAN ; Zong-Yao HAO ; Li ZHANG ; Jun ZHOU ; Yi-Fei ZHANG ; Shen TAI ; Xian-Sheng ZHANG ; Chao-Zhao LIANG
Asian Journal of Andrology 2018;20(3):300-305
This study aims to validate our hypothesis that acid-sensing ion channels (ASICs) may contribute to the symptom of pain in patients with chronic prostatitis (CP). We first established a CP rat model, then isolated the L5-S2 spinal dorsal horn neurons for further studies. ASIC1a was knocked down and its effects on the expression of neurogenic inflammation-related factors in the dorsal horn neurons of rat spinal cord were evaluated. The effect of ASIC1a on the Ca2+ ion concentration in the dorsal horn neurons of rat spinal cord was measured by the intracellular calcium ([Ca2+]i) intensity. The effect of ASIC1a on the p38/mitogen-activated protein kinase (MAPK) signaling pathway was also determined. ASIC1a was significantly upregulated in the CP rat model as compared with control rats. Acid-induced ASIC1a expression increased [Ca2+]i intensity in the dorsal horn neurons of rat spinal cord. ASIC1a also increased the levels of neurogenic inflammation-related factors and p-p38 expression in the acid-treated dorsal horn neurons. Notably, ASIC1a knockdown significantly decreased the expression of pro-inflammatory cytokines. Furthermore, the levels of p-p38 and pro-inflammatory cytokines in acid-treated dorsal horn neurons were significantly decreased in the presence of PcTx-1, BAPTA-AM, or SB203580. Our results showed that ASIC1a may contribute to the symptom of pain in patients with CP, at least partially, by regulating the p38/MAPK signaling pathway.
Acid Sensing Ion Channel Blockers/pharmacology*
;
Acid Sensing Ion Channels/genetics*
;
Animals
;
Calcium/metabolism*
;
Chelating Agents/pharmacology*
;
Chronic Disease
;
Cytokines/metabolism*
;
Disease Models, Animal
;
Egtazic Acid/pharmacology*
;
Gene Knockdown Techniques
;
Imidazoles/pharmacology*
;
Inflammation/metabolism*
;
MAP Kinase Signaling System/genetics*
;
Male
;
Pain/genetics*
;
Peptides/pharmacology*
;
Phosphorylation/drug effects*
;
Posterior Horn Cells/metabolism*
;
Prostatitis/complications*
;
Protein Kinase Inhibitors/pharmacology*
;
Pyridines/pharmacology*
;
Rats
;
Spider Venoms/pharmacology*
;
Up-Regulation
;
p38 Mitogen-Activated Protein Kinases/metabolism*
8.Objective characteristics of nystagmus in horizontal semicircular canal benign paroxysmal positional vertigo
Fei-Yun CHEN ; Tai-Sheng CHEN ; Chao WEN ; Shan-Shan LI ; Peng LIN ; Hui ZHAO ; Qiang LIU
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2013;48(8):622-627
Objective To discuss the objective characteristics and mechanism of nystagmus direction,intensity and time in horizontal semicircular canal benign paroxysmal positional vertigo (HSCBPPV).Methods A total of 233 patients with HSC-BPPV,whereas 179 horizontal semicircular canalithasis (HSC-Can) and 54 horizontal semicircular cupulolithiasis (HSC-Cup) were involved respectively.The induced nystagmus in roll tests recorded by video-nystagmograph(VNG),whose direction,intensity and time characteristics were compared in various BPPV.Results Horizontal nystagmus was both induced by turning left or right in HSC-BPPV roll tests.The direction of the induced nystagmus was the same with turning in HSC-Can.The latency,duration time and intensity (x ± s) turning to lesion and normal side were (1.922± 1.501)s and (1.447±0.855)s,(25.620 ± 10.409)s,and (22.110± 10.931)s,(56.441 ± 33.168)°/s and (24.239 ± 13.892)°/s in HSC-Can.The latency,duration time and intensity turning to lesion side were larger than normal side(t =3.715,15.219 and 4.070,P < 0.01),the difference was statistically significant,and the intensity rate was about 2∶ 1.The direction of the induced nystagmus was opposite to turning in HSC-Cup.The intensity turning to normal side was larger than lesion side obviously.The intensity rate was about 2∶ 1,the difference was statistically significant(t =-7.634,P < 0.01).While the latency and intensity of turning to lesion side in HSC-Can were larger than turn to normal side in HSCCup,and the difference detected no statistically significant difference (t =1.554 and 0.305,P > 0.05).Conclusions The induced nystagmus intensity of head to two sides in roll tests for HSC-BPPV both follow Ewald's law,and the ratio between stronger and weaker are both 2∶ 1.These nystagmus parameters of VNG in roll tests are an objective guideline for BPPV diagnosis.
9.Treatment outcomes for different subgroups of nasopharyngeal carcinoma patients treated with intensity-modulated radiation therapy.
Sheng-Fa SU ; Fei HAN ; Chong ZHAO ; Ying HUANG ; Chun-Yan CHEN ; Wei-Wei XIAO ; Jia-Xin LI ; Tai-Xiang LU
Chinese Journal of Cancer 2011;30(8):565-573
Although many studies have investigated intensity-modulated radiation therapy (IMRT) for nasopharyngeal carcinoma (NPC), sample sizes in the reported studies are usually small and different in outcomes in different T and N subgroups are seldom analyzed. Herein, we evaluated the outcomes of NPC patients treated with IMRT and further explored treatment strategy to improve such outcome. We collected clinical data of 865 NPC patients treated with IMRT alone or in combination with chemotherapy, and classified all cases into the following prognostic categories according to different TNM stages: early stage group (T1-2N0-1M0), advanced local disease group (T3-4N0-1M0), advanced nodal disease group (T1-2N2-3M0), and advanced locoregional disease group (T3-4N2-3M0). The 5-year overall survival (OS), local relapse-free survival (LRFS), and distant metastases-free survival (DMFS) were 83.0%, 90.4%, and 84.0%, respectively. The early disease group had the lowest treatment failure rate, with a 5-year OS of 95.6%. The advanced local disease group and advanced nodal disease group had similar failure pattern and treatment outcomes as well as similar hazard ratios for death (4.230 and 4.625, respectively). The advanced locoregional disease group had the highest incidence of relapse and death, with a 5-year DMFS and OS of 62.3% and 62.2%, respectively, and a hazard ratio for death of 10.402. Comparing with IMRT alone, IMRT in combination with chemotherapy provided no significant benefit to locoregionally advanced NPC. Our results suggest that the decision of treatment strategy for NPC patients should consider combinations of T and N stages, and that IMRT alone for early stage NPC patients can produce satisfactory results. However, for advanced local, nodal, and locoregional disease groups, a combination of chemotherapy and radiotherapy is recommended.
Adolescent
;
Adult
;
Aged
;
Carcinoma
;
Chemoradiotherapy
;
Chemotherapy, Adjuvant
;
Disease-Free Survival
;
Female
;
Humans
;
Lymphatic Metastasis
;
Male
;
Middle Aged
;
Nasopharyngeal Neoplasms
;
drug therapy
;
pathology
;
radiotherapy
;
Neoplasm Recurrence, Local
;
Neoplasm Staging
;
Radiotherapy Dosage
;
Radiotherapy, Intensity-Modulated
;
Survival Rate
;
Young Adult
10.Fistulectomy as a surgical option for pulmonary arteriovenous malformation.
Shao-yan ZHANG ; Zhi-tai ZHANG ; Song-lei OU ; Yan-sheng HU ; Fei-qiang SONG ; Xin LI ; Xu-chen MA ; Xin-xin MA ; Lin LIANG ; Dong LI ; Lin GUO ; Zhen SUN
Chinese Medical Journal 2009;122(19):2321-2324
BACKGROUNDSurgical resection remains the treatment of choice for pulmonary arteriovenous malformation but removes some normal lung parenchyma. This study aimed to evaluate the effect and safety of the lung-saving procedure of fistulectomy as an alternative to lung resection.
METHODSFrom July 2003 to July 2008, 6 selected patients with pulmonary arteriovenous malformations underwent fistulectomies. Among them, 1 patient underwent emergency operation and 2 underwent bilateral operations. One patient received postoperative embolotherapy.
RESULTSNo hospital deaths or postoperative morbidity occurred. PaO2 increased significantly after operation. All patients were free of symptoms and hypoxia during a follow-up for 9 months to 5 years.
CONCLUSIONSFistulectomy is a safe and effective procedure for patients with pulmonary arteriovenous malformation and may be an alternative to lung resection.
Adolescent ; Adult ; Aged ; Arteriovenous Malformations ; pathology ; surgery ; Child ; Female ; Fistula ; surgery ; Humans ; Male ; Middle Aged ; Pneumonectomy ; Pulmonary Artery ; abnormalities ; Pulmonary Veins ; abnormalities

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