1.Prediction of Protein Thermodynamic Stability Based on Artificial Intelligence
Lin-Jie TAO ; Fan-Ding XU ; Yu GUO ; Jian-Gang LONG ; Zhuo-Yang LU
Progress in Biochemistry and Biophysics 2025;52(8):1972-1985
In recent years, the application of artificial intelligence (AI) in the field of biology has witnessed remarkable advancements. Among these, the most notable achievements have emerged in the domain of protein structure prediction and design, with AlphaFold and related innovations earning the 2024 Nobel Prize in Chemistry. These breakthroughs have transformed our ability to understand protein folding and molecular interactions, marking a pivotal milestone in computational biology. Looking ahead, it is foreseeable that the accurate prediction of various physicochemical properties of proteins—beyond static structure—will become the next critical frontier in this rapidly evolving field. One of the most important protein properties is thermodynamic stability, which refers to a protein’s ability to maintain its native conformation under physiological or stress conditions. Accurate prediction of protein stability, especially upon single-point mutations, plays a vital role in numerous scientific and industrial domains. These include understanding the molecular basis of disease, rational drug design, development of therapeutic proteins, design of more robust industrial enzymes, and engineering of biosensors. Consequently, the ability to reliably forecast the stability changes caused by mutations has broad and transformative implications across biomedical and biotechnological applications. Historically, protein stability was assessed via experimental methods such as differential scanning calorimetry (DSC) and circular dichroism (CD), which, while precise, are time-consuming and resource-intensive. This prompted the development of computational approaches, including empirical energy functions and physics-based simulations. However, these traditional models often fall short in capturing the complex, high-dimensional nature of protein conformational landscapes and mutational effects. Recent advances in machine learning (ML) have significantly improved predictive performance in this area. Early ML models used handcrafted features derived from sequence and structure, whereas modern deep learning models leverage massive datasets and learn representations directly from data. Deep neural networks (DNNs), graph neural networks (GNNs), and attention-based architectures such as transformers have shown particular promise. GNNs, in particular, excel at modeling spatial and topological relationships in molecular structures, making them well-suited for protein modeling tasks. Furthermore, attention mechanisms enable models to dynamically weigh the contribution of specific residues or regions, capturing long-range interactions and allosteric effects. Nevertheless, several key challenges remain. These include the imbalance and scarcity of high-quality experimental datasets, particularly for rare or functionally significant mutations, which can lead to biased or overfitted models. Additionally, the inherently dynamic nature of proteins—their conformational flexibility and context-dependent behavior—is difficult to encode in static structural representations. Current models often rely on a single structure or average conformation, which may overlook important aspects of stability modulation. Efforts are ongoing to incorporate multi-conformational ensembles, molecular dynamics simulations, and physics-informed learning frameworks into predictive models. This paper presents a comprehensive review of the evolution of protein thermodynamic stability prediction techniques, with emphasis on the recent progress enabled by machine learning. It highlights representative datasets, modeling strategies, evaluation benchmarks, and the integration of structural and biochemical features. The aim is to provide researchers with a structured and up-to-date reference, guiding the development of more robust, generalizable, and interpretable models for predicting protein stability changes upon mutation. As the field moves forward, the synergy between data-driven AI methods and domain-specific biological knowledge will be key to unlocking deeper understanding and broader applications of protein engineering.
2.Scientific connotation of "blood stasis toxin" in hypoxic microenvironment: its "soil" function in tumor progression and micro-level treatment approaches.
Wei FAN ; Yuan-Lin LYU ; Xiao-Chen NI ; Kai-Yuan ZHANG ; Chu-Hang WANG ; Jia-Ning GUO ; Guang-Ji ZHANG ; Jian-Bo HUANG ; Tao JIANG
China Journal of Chinese Materia Medica 2025;50(12):3483-3488
The tumor microenvironment is a crucial factor in tumor occurrence and progression. The hypoxic microenvironment is widely present in tumor tissue and is a key endogenous factor accelerating tumor deterioration. The "blood stasis toxin" theory, as an emerging perspective in tumor research, is regarded as the unique "soil" in tumor progression from the perspective of traditional Chinese medicine(TCM) due to its dynamic evolution mechanism, which closely resembles the formation of the hypoxic microenvironment. Scientifically integrating TCM theories with the biological characteristics of tumors and exploring precise syndrome differentiation and treatment strategies are key to achieving comprehensive tumor prevention and control. This article focused on the hypoxic microenvironment of the tumor, elucidating its formation mechanisms and evolutionary processes and carefully analyzing the internal relationship between the "blood stasis toxin" theory and the hypoxic microenvironment. Additionally, it explored the interaction among blood stasis, toxic pathogens, and hypoxic environment and proposed micro-level prevention and treatment strategies targeting the hypoxic microenvironment based on the "blood stasis toxin" theory, aiming to provide TCM-based theoretical support and therapeutic approaches for precise regulation of the hypoxic microenvironment.
Humans
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Tumor Microenvironment/drug effects*
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Neoplasms/therapy*
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Animals
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Medicine, Chinese Traditional
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Disease Progression
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Drugs, Chinese Herbal
3.Expert consensus on difficulty assessment of endodontic therapy
Huang DINGMING ; Wang XIAOYAN ; Liang JINGPING ; Ling JUNQI ; Bian ZHUAN ; Yu QING ; Hou BENXIANG ; Chen XINMEI ; Li JIYAO ; Ye LING ; Cheng LEI ; Xu XIN ; Hu TAO ; Wu HONGKUN ; Guo BIN ; Su QIN ; Chen ZHI ; Qiu LIHONG ; Chen WENXIA ; Wei XI ; Huang ZHENGWEI ; Yu JINHUA ; Lin ZHENGMEI ; Zhang QI ; Yang DEQIN ; Zhao JIN ; Pan SHUANG ; Yang JIAN ; Wu JIAYUAN ; Pan YIHUAI ; Xie XIAOLI ; Deng SHULI ; Huang XIAOJING ; Zhang LAN ; Yue LIN ; Zhou XUEDONG
International Journal of Oral Science 2024;16(1):15-25
Endodontic diseases are a kind of chronic infectious oral disease.Common endodontic treatment concepts are based on the removal of inflamed or necrotic pulp tissue and the replacement by gutta-percha.However,it is very essential for endodontic treatment to debride the root canal system and prevent the root canal system from bacterial reinfection after root canal therapy(RCT).Recent research,encompassing bacterial etiology and advanced imaging techniques,contributes to our understanding of the root canal system's anatomy intricacies and the technique sensitivity of RCT.Success in RCT hinges on factors like patients,infection severity,root canal anatomy,and treatment techniques.Therefore,improving disease management is a key issue to combat endodontic diseases and cure periapical lesions.The clinical difficulty assessment system of RCT is established based on patient conditions,tooth conditions,root canal configuration,and root canal needing retreatment,and emphasizes pre-treatment risk assessment for optimal outcomes.The findings suggest that the presence of risk factors may correlate with the challenge of achieving the high standard required for RCT.These insights contribute not only to improve education but also aid practitioners in treatment planning and referral decision-making within the field of endodontics.
4.Analysis of Knowledge Map of Acupoint Catgut Embedd Therapy for Pain Based on Citespace
Hong-Fen YI ; Xin-Yu CHEN ; Han PENG ; Qian LI ; Tao-Hong LUO ; Qing-Long XUE ; Hao-Lin ZHANG ; Jian ZHUANG ; Mai-Lan LIU
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(1):154-160
Objective To comprehensively excavate and analyze the research status,research hotspots and future trends of the literature related to the field of acupoint catgut embedding therapy for pain treatment in the CNKI database.Methods We searched the CNKI database from its establishment to June 2022,and scientifically analyzed the authors,keywords,and institutions of the included literature of acupoint catgut embedding therapy for pain treatment through specific algorithms of Citespace to generate a visual knowledge map.Results A total of 319 documents were included for statistical analysis,the number of publications in the field of acupoint catgut embedding therapy for the treatment of pain was generally on the rise,the number of publications by various authors was on the low side,and there was a lack of co-operation between the research teams,with the main institutions being the Guang'anmen Hospital,Chinese Academy of Chinese Medical Sciences,Affiliated Hospital of Youjiang Medical Universities of Nationalities and the Guangzhou University of Chinese Medicine,forming a 10-keyword clustering,and the hotspots of diseases under study were mainly mixed haemorrhoids,postoperative pain,low back and leg pain and dysmenorrhoea,etc..The main interventions were pure acupoint catgut embedding therapy and the combination of acupoint catgut embedding therapy and other acupuncture therapies,and the main research method was clinical research.Conclusion Acupoint catgut embedding therapy for the treatment of pain has a good development prospect,the future needs to deepen the clinical research,strengthen the mechanism research,pay attention to the joint use of acupoint catgut embedding therapy and other traditional Chinese medicine methods,and pay attention to the research of different thread materials.
5.Relationship among maternal gut,vaginal microbiota and microbiota in meconium and vernix caseosa in newborns
Jinqian MA ; Pianpian FAN ; Tao ZHENG ; Lin ZHANG ; Yuanzhi CHEN ; Jian SHEN ; Fengxiu OUYANG
Journal of Shanghai Jiaotong University(Medical Science) 2024;44(1):50-63
Objective·To analyze the diversity and composition of the maternal gut microbiota and vaginal microbiota in late pregnancy,neonatal meconium microbiota and vernix caseosa microbiota,and analyze the similarities,differences and correlations.Methods·This is a prospective study.Maternal stool samples and vaginal swabs in late-pregnancy,and neonatal meconium samples were collected from 11 mother-infant pairs at Xinhua Hospital,Shanghai Jiao Tong University School of Medicine from August to November 2018;the vernix caseosa from three sites(forehead,axilla,and inguinal crease)and meconium samples were collected from 14 healthy newborns at International Peace Maternity and Child Health Hospital,Shanghai Jiao Tong University School of Medicine in December 2018.All births were vaginal deliveries.The 16S rRNA gene V3?V4 region sequencing was used.The diversity,composition and similarities/differences of the maternal gut microbiota,the vaginal microbiota,and the neonatal meconium microbiota from the 11 mother-infant pairs,as well as the neonatal vernix caseosa microbiota and the meconium microbiota from the 14 newborns were analyzed.Results·The number of operational taxonomic units(OTUs),ACE index,Chao1 index,and Shannon index of maternal gut microbiota were all higher than those of vaginal microbiota;the ACE indices and the Chao1 indices of the vernix caseosa microbiota at three sites were all higher than those of meconium microbiota(P<0.01).The β diversity varied among the maternal gut microbiota,vaginal microbiota,and neonatal meconium microbiota(P<0.01).The β diversity of neonatal vernix caseosa microbiota from three sites(forehead,axilla,and inguinal crease)was similar,but different from meconium microbiota(P<0.01).At the phylum level,the dominant bacteria were Firmicutes(52.76%)and Bacteroidetes(41.67%)in the maternal gut microbiota,Firmicutes(74.36%)and Actinobacteria(21.25%)in the maternal vaginal microbiota,and Firmicutes(84.22%)and Proteobacteria(8.80%)in the neonatal vernix caseosa microbiota.The dominant bacterium in the neonatal meconium was Proteobacteria in the two batches of samples(81.11%and 88.72%,respectively).At the genus level,the dominant bacteria were Bacteroides(35.42%)and Faecalibacterium(10.12%)in the maternal gut microbiota,Lactobacillus(69.10%)and Bifidobacterium(11.30%)in the vaginal microbiota,and Lactobacillus(79.81%)and Pseudomonas(3.23%)in the vernix caseosa microbiota.The dominant bacterium in the neonatal meconium was Escherichia in the two batches of samples(55.21%and 31.18%,respectively).Conclusion·The α diversity of maternal gut microbiota is higher than that of vaginal microbiota and neonatal meconium microbiota,and it is higher in neonatal vernix caseosa than that in meconium microbiota.The Firmicutes is the predominant phylum in the maternal late-pregnancy gut microbiota,vaginal microbiota,and neonatal vernix microbiota.Lactobacillus is the predominant genus in both maternal vaginal and neonatal vernix caseosa microbiota.Proteobacteria in phylum and Escherichia in genus are predominant in meconium microbiota.The microbiota composition is similar in vernix caseosa at different body sites,but there are differences between the vernix caseosa microbiota and meconium microbiota.
6.Biomechanical analysis of the bones in a rat model of osteoporosis based on the combination of disease and syndrome
Chubin LIN ; Xingpeng HE ; Yuhui QIU ; Wenjin WU ; Yu CHANG ; Tao YE ; Pengfei LI ; Jian YANG
Chinese Journal of Tissue Engineering Research 2024;28(23):3636-3641
BACKGROUND:Kidney deficiency is the main pathogenesis of osteoporosis.To study the relationship between the two major syndrome types of kidney deficiency,Kidney-Yang deficiency and Kidney-Yin deficiency,is beneficial for the development of clinical diagnosis and treatments based on the combination of disease and syndrome. OBJECTIVE:To evaluate the biomechanical differences of the rat femurs with Kidney-Yang deficiency and Kidney-Yin deficiency caused by Yougui pills,and to demonstrate the scientific efficacy of medication based on the combination of disease and syndrome in osteoporosis from a biomechanical perspective. METHODS:The bilateral ovaries of 60 female Sprague-Dawley rats were surgically removed to establish an ovariectomized osteoporosis model.At 10 weeks after modeling,all the rats were randomly divided into a Kidney-Yang deficiency group(n=30)and a Kidney-Yin deficiency group(n=30).Rats with Kidney-Yang deficiency were given gluteal intramuscular injection of hydrocortisone,while rats with Kidney-Yin deficiency were orally administered with thyroid tablet suspension,once a day,for 14 consecutive days.After successful modeling,20 rats in each group were given a suspension of Yougui pills by gavage once a day for 12 consecutive weeks and the remaining 10 rats were used as the control group without intervention.After gavage,the microstructural parameters of the bone were measured using Micro-CT scanning.Three-point bending,finite element simulation,femoral head compression,and surface indentation distribution experiments of the femurs were performed on a mechanical testing machine. RESULTS AND CONCLUSION:Micro-CT revealed that the femoral bone density,bone volume fraction,bone surface density,trabecular number,and trabecular separation were improved in the Kidney-Yin deficiency+Yougui pills group compared with the Kidney-Yin deficiency group(P<0.05);the femoral bone volume fraction,bone surface density,trabecular number,and trabecular thickness were improved in the Kidney-Yang deficiency+Yougui pills group compared with the Kidney-Yang deficiency group(P<0.05).The three-point bending experiment showed that the femur elastic modulus,maximum bending strength and bending fracture strength were decreased(P<0.05)and toughness was increased(P<0.05)in the Kidney-Yang deficiency+Yougui pills group compared with the Kidney-Yang deficiency group.Finite element simulation showed that Yougui pills could significantly improve the bending resistance of the femurs in the Kidney-Yang deficiency group,but had no significant effect on the Kidney-Yin deficiency group.The femoral head compression experiments showed that Yougui pills could enhance the ability of the femoral head to resist deformation in the Kidney-Yang deficiency group,but there was no significant difference in the effect of Yougui pills on the surface properties of the femoral head in the Kidney-Yin deficiency group and the Kidney-Yang deficiency group.To conclude,Yougui pills can significantly enhance the biomechanical properties of the osteoporotic bones with Kidney-Yang deficiency,but have no significant effect on the osteoporotic bone with Kidney-Yin deficiency.
7.Physical performance evaluated by the timed up and go test and its correlation with sleep in the elderly in China
Yu DU ; Xinxin MA ; Jingjing DUAN ; Jianhong XIAO ; Jian LIN ; Xiong'ang HUANG ; Chao LIU ; Binbin WANG ; Ting DENG ; Tao CHEN ; Wen SU
Chinese Journal of Geriatrics 2024;43(1):29-33
Objective:To investigate the effect of sleep on physical performance and the correlation between sleep quality and physical performance in the elderly.Methods:In this prospective multicenter case-control study, 472 elderly people aged 60-80 years were recruited from three regions in China, Beijing, Tianjin, and Hainan Province.Basic information of study participants was collected through face-to-face interviews, and physical performance of study participants was assessed by the time up and go(TUG)test on site, with 106 cases(22.5%)in the normal physical performance group and 366 cases(77.5%)in the abnormal group.The Pittsburgh Sleep Quality Index(PSQI)and the Epworth Sleepiness Scale(ESS)were applied to assess sleep quality of study subjects.Correlation analysis was performed to examine factors affecting subjects' physical performance.Results:Age, history of alcohol consumption, BMI, past medical history, the ESS score, daytime sleepiness, and some components of PSQI, such as sleep quality, sleep efficiency, sleep disturbances, use of sleeping drugs and daytime dysfunction, were influencing factors of the TUG score.Two components of PSQI, sleep duration and habitual sleep efficiency, and the ESS score were positively correlated with physical performance.Logistic regression analysis showed that risk factors for decreased physical performance in the elderly included increased age( OR=1.125, 95% CI: 1.083-1.168, P<0.01), history of alcohol consumption( OR=0.482, 95% CI: 0.384-0.605, P<0.001), abnormally high body mass index( OR=1.663, 95% CI: 1.340-2.063, P<0.01), hyperlipemia( OR=0.156, 95% CI: 0.077-0.318, P<0.01), digestive system diseases( OR=0.154, 95% CI: 0.044-0.532, P<0.01), use of sleeping drugs( OR=0.415, 95% CI: 0.202-0.854, P<0.05), daytime sleepiness( OR=4.234, 95% CI: 2.800-6.403, P<0.01), a high habitual sleep efficiency score of PSQI( OR=1.425, 95% CI: 1.214-1.672, P<0.01)and a high sleep disturbances score in PSQI( OR=3.356, 95% CI: 2.337-4.819, P<0.01). Conclusions:The incidence of physical performance decline is high in the elderly.There is a correlation between physical performance and sleep quality.
8.Clinical trial of different doses of remifentanil combined with sevoflurane in the treatment of patients undergoing spinal surgery
Hai-Tao TAN ; Tao CHEN ; Jian LI ; You-Cai LIN
The Chinese Journal of Clinical Pharmacology 2024;40(20):2958-2962
Objective To observe the efficacy and safety of different doses of remifentanil combined with sevoflurane in patients undergoing spinal surgery.Methods Patients undergoing spinal surgery were divided into low dose group,medium dose group and high dose group.Low dose group,medium dose group and high dose group were given 0.2,0.4 and 0.6 μg·kg-1·min-1 remifentanil by intravenous pump,respectively.Pain status[visual analogue score(VAS)],analgesic drug use,quality of recovery,hemodynamic indexes at different times[before surgery(T0),immediately after intubation(T1),intravenous pump injection of remifentanil 5 min(T2),10 min(T3),15 min(T4)]of the 3 groups were compared;and safety was evaluated.Results The low,medium and high dose groups were enrolled in 49,56 and 51 patients,respectively;the VAS scores at 6,12 and 24 h after operation in the low dose group were(2.48±0.51),(2.73±0.63)and(2.61±0.54)points,respectively;the VAS scores in the medium dose group were(2.36±0.54),(2.65±0.59)and(2.51±0.50)points,respectively;the VAS scores in the high dose group were(2.29±0.53),(2.53±0.57)and(2.44±0.52)points,respectively.There was no statistically significant difference between the groups(all P>0.05).The number of patient-controlled analgesia pump compressions in the low,medium and high dose groups were(3.27±0.96),(3.02±0.90)and(2.89±0.71)times,respectively;the number of remedial analgesia cases was 2 cases(4.08%),2 cases(3.57%)and 0 cases(0.00%),respectively.There was no statistically significant difference(all P>0.05).The recovery time of low,medium and high dose groups were(7.05±1.65),(8.24±2.17)and(9.03±2.48)min,respectively;the recovery time of consciousness were(11.26±2.73),(13.85±2.94)and(15.57±3.17)min,respectively;the extubation time were(16.34±3.05),(18.72±3.29)and(20.34±3.58)min,respectively.The differences were statistically significant(all P<0.05).There was no significant difference in blood oxygen saturation(SpO2),mean arterial pressure and heart rate at time points of T0,T1,T2,T3 and T4 among the three groups(all P>0.05).Adverse drug reactions in the 3 groups were mainly hypotension,nausea and vomiting,bradycardia,etc.The total incidence of adverse drug reactions in the high,medium and low dose groups was 11.76%(6 cases/51 cases),7.14%(4 cases/56 cases)and 8.16%(4 cases/49 cases),respectively.There were no statistically significant differences(P>0.05).Conclusion 0.2 μg·kg-1·min-1 remifentanil combined sevoflurane has better recovery quality and high safety in spinal surgery patients.
9.A multi-center epidemiological study on pneumococcal meningitis in children from 2019 to 2020
Cai-Yun WANG ; Hong-Mei XU ; Gang LIU ; Jing LIU ; Hui YU ; Bi-Quan CHEN ; Guo ZHENG ; Min SHU ; Li-Jun DU ; Zhi-Wei XU ; Li-Su HUANG ; Hai-Bo LI ; Dong WANG ; Song-Ting BAI ; Qing-Wen SHAN ; Chun-Hui ZHU ; Jian-Mei TIAN ; Jian-Hua HAO ; Ai-Wei LIN ; Dao-Jiong LIN ; Jin-Zhun WU ; Xin-Hua ZHANG ; Qing CAO ; Zhong-Bin TAO ; Yuan CHEN ; Guo-Long ZHU ; Ping XUE ; Zheng-Zhen TANG ; Xue-Wen SU ; Zheng-Hai QU ; Shi-Yong ZHAO ; Lin PANG ; Hui-Ling DENG ; Sai-Nan SHU ; Ying-Hu CHEN
Chinese Journal of Contemporary Pediatrics 2024;26(2):131-138
Objective To investigate the clinical characteristics and prognosis of pneumococcal meningitis(PM),and drug sensitivity of Streptococcus pneumoniae(SP)isolates in Chinese children.Methods A retrospective analysis was conducted on clinical information,laboratory data,and microbiological data of 160 hospitalized children under 15 years old with PM from January 2019 to December 2020 in 33 tertiary hospitals across the country.Results Among the 160 children with PM,there were 103 males and 57 females.The age ranged from 15 days to 15 years,with 109 cases(68.1% )aged 3 months to under 3 years.SP strains were isolated from 95 cases(59.4% )in cerebrospinal fluid cultures and from 57 cases(35.6% )in blood cultures.The positive rates of SP detection by cerebrospinal fluid metagenomic next-generation sequencing and cerebrospinal fluid SP antigen testing were 40% (35/87)and 27% (21/78),respectively.Fifty-five cases(34.4% )had one or more risk factors for purulent meningitis,113 cases(70.6% )had one or more extra-cranial infectious foci,and 18 cases(11.3% )had underlying diseases.The most common clinical symptoms were fever(147 cases,91.9% ),followed by lethargy(98 cases,61.3% )and vomiting(61 cases,38.1% ).Sixty-nine cases(43.1% )experienced intracranial complications during hospitalization,with subdural effusion and/or empyema being the most common complication[43 cases(26.9% )],followed by hydrocephalus in 24 cases(15.0% ),brain abscess in 23 cases(14.4% ),and cerebral hemorrhage in 8 cases(5.0% ).Subdural effusion and/or empyema and hydrocephalus mainly occurred in children under 1 year old,with rates of 91% (39/43)and 83% (20/24),respectively.SP strains exhibited complete sensitivity to vancomycin(100% ,75/75),linezolid(100% ,56/56),and meropenem(100% ,6/6).High sensitivity rates were also observed for levofloxacin(81% ,22/27),moxifloxacin(82% ,14/17),rifampicin(96% ,25/26),and chloramphenicol(91% ,21/23).However,low sensitivity rates were found for penicillin(16% ,11/68)and clindamycin(6% ,1/17),and SP strains were completely resistant to erythromycin(100% ,31/31).The rates of discharge with cure and improvement were 22.5% (36/160)and 66.2% (106/160),respectively,while 18 cases(11.3% )had adverse outcomes.Conclusions Pediatric PM is more common in children aged 3 months to under 3 years.Intracranial complications are more frequently observed in children under 1 year old.Fever is the most common clinical manifestation of PM,and subdural effusion/emphysema and hydrocephalus are the most frequent complications.Non-culture detection methods for cerebrospinal fluid can improve pathogen detection rates.Adverse outcomes can be noted in more than 10% of PM cases.SP strains are high sensitivity to vancomycin,linezolid,meropenem,levofloxacin,moxifloxacin,rifampicin,and chloramphenicol.[Chinese Journal of Contemporary Pediatrics,2024,26(2):131-138]
10.Analysis of risk factors for bile leakage after laparoscopic common bile duct exploration with primary closure
Wu GUO ; Jun-Jian LIU ; Hai-Tao SHANG ; De-Lin ZHANG ; Xi-Bo ZHANG ; Zhong-Lian LI
Journal of Regional Anatomy and Operative Surgery 2024;33(10):844-848
Objective To explore the risk factors for bile leakage after laparoscopic common bile duct exploration(LCBDE)with primary closure.Methods The clinical data of 560 patients with choledocholithiasis who underwent LCBDE with primary closure in Tianjin Hospital of Integrated Traditional Chinese and Western Medicine from September 2021 to September 2023 were retrospectively analyzed,and the patients were divided into the bile leak group and the non-bile leak group according to the occurrence of postoperative bile leakage.The risk factors affecting the occurrence of postoperative bile leakage were analyzed by multivariate analysis.Results A total of 64 cases(11.4% )experienced varying degrees of bile leakage,including 55 cases of grade A bile leakage,7 cases of grade B,and 2 cases of grade C.The thin common bile duct(OR=0.07,P<0.001),history of hypertension(OR=4.56,P<0.001),and high BMI(OR=1.17,P=0.002)were the risk factors for postoperative bile leakage in patients with choledocholithiasis.Conclusion Patients with thin common bile duct,hypertension and obesity are more likely to occur postoperative bile leakage.Patients with choledocholithiasis who have the above high-risk factors should be cautious in choosing LCBDE with primary closure.

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