1.Study on medication adherence factors among patients with severe mental disorders in Zhuhai city based on XGBoost model
Zhongshu YE ; Yongyong TENG ; Jingju QUAN ; Yajun SUN ; Jiaju HUANG ; Yixuan WU ; Changlin HAN ; Guangchuan ZHANG
Sichuan Mental Health 2026;39(1):36-43
BackgroundLow medication compliance among patients with severe mental disorders increases the disease burden on both the patients' families and the society. Medication adherence is influenced by numerous factors. Traditional methods such as Logistic regression struggle to quantify the importance of these factors. By introducing Extreme Gradient Boosting (XGBoost) combined with Shapley Additive Explanations (SHAP), enables the quantification of the relative contribution weights of each factor, providing support for identifying the core influencing factors. ObjectiveTo explore the influencing factors of medication adherence among patients with severe mental disorders in Zhuhai, aiming to provide references for optimizing patient management strategies. MethodsExtract the data of patients with severe mental disorders who were registered on the mental health system platform in Zhuhai City from January 1, 2023 to March 31, 2025. A total of 9 329 patients were finally included for analysis. Influencing factors were screened using univariate analysis and multivariate logistic regression analysis, and an XGBoost model combined with the SHAP algorithm was constructed to quantify the importance of each influencing factor. ResultsAmong 9 329 patients, 8 446 demonstrated medication adherence, yielding an adherence rate of 90.53%. Multivariable analysis identified several risk factors significantly associated with medication non-adherence, being unmarried (OR=1.237, 95% CI: 1.019–1.502) or divorced (OR=1.389, 95% CI: 1.038–1.832), a diagnosis of mental retardation with psychiatric disorders (OR=3.025, 95% CI: 2.402–3.796) or paranoid psychosis (OR=5.117, 95% CI: 3.086–8.299), a disease duration of 2–4 years (OR=1.355, 95% CI: 1.085–1.696), 4–6 years (OR=2.143, 95% CI: 1.671–2.747), or >6 years (OR=1.681, 95% CI: 1.365–2.079), lack of guardian subsidies (OR=1.412, 95% CI: 1.099–1.801), absence of a disability certificate (OR=1.900, 95% CI: 1.588–2.282), not being enrolled in care and support groups (OR=1.384, 95% CI: 1.183–1.617) or community services (OR=1.313, 95% CI: 1.042–1.645), and not cohabiting with a guardian (OR=1.257, 95% CI: 1.048–1.501). Conversely, the enrollment in special outpatient disease programs (OR=0.716, 95% CI: 0.609–0.842) and a family history of mental illness (OR=0.713, 95% CI: 0.503–0.982) were identified as protective factors. The XGBoost model exhibited robust predictive performance, with a sensitivity of 0.433, specificity of 0.944, accuracy of 0.891, Area Under the Curve (AUC) of 0.837, and F1 value of 0.449. Feature importance ranking indicated that the top three factors were disease duration, diagnosis, and the acquisition of disability certificates. ConclusionPolicy-based support (acquisition of disability certificates, special outpatient disease enrollment) and clinical disease characteristics (disease duration, diagnosis type) are key factors affecting medication adherence among patients with severe mental disorders in Zhuhai City. [Funded by Zhuhai Medical Research Project (number, 2220009000281)]
2.Untargeted metabolomic analysis of serum samples from children with mycoplasma pneumonia in a hospital in Beijing
Qin HUI ; Qi ZHANG ; Kundi WANG ; Jing ZHANG ; Chengning ZHENG ; Zhongshu ZHOU
Chinese Journal of Preventive Medicine 2021;55(5):660-666
Objective:This study was aimed to analyze the untargeted metabolomics of serum samples from children with mycoplasma pneumonia in a hospital in Beijing.Methods:A total of 50 children with mycoplasma pneumonia as the case group were recruited from Department of Pediatrics, China-Japan Friendship Hospital in Beijing from January 2019 to February 2020, and meanwhile 50 age-and gender-matched heathy children were selected and formed the control group. 2 ml venous fasting blood samples was collected from all children. Serum metabolites were quantified by using the untargeted ultra-high performance liquid chromatography/tandem mass spectrometry (UPLC-MS/MS) technique. Unsupervised principle component analysis and (orthogonal) partial least-squares-discriminant analysis were employed to identify differential metabolites between cases and controls. MBRole software was used for pathway enrichment analysis.Results:There were 27 boys and 23 girls in the case group with an average age of (6.0±3.65) years, and the control group consisted of 28 boys and 22 girls with an average age of (6.62±2.64) years. A total of 392 different metabolites were detected. Compared with the control group, 306 metabolites were decreased and 86 increased in case group. Forty-one differential metabolites with variable important in projection (VIP) values larger than 5 and P values less than 0.05 were teased out, and they mainly concentrated on phospholipid. The levels of 38 metabolites were significantly lower in the case group, yet 4 metabolites were significantly higher than that of the control group. Metabolic enrichment analysis showed that different metabolites were related to the biosynthesis of phenylalanine, tyrosine, tryptophan, unsaturated fatty acid, ammonia acyl tRNA and insulin signaling pathway, as well as the metabolism of ABC transporters. Conclusion:The serum untargeted metabolomics differed remarkably between children with mycoplasma pneumonia and healthy children.
3.Untargeted metabolomic analysis of serum samples from children with mycoplasma pneumonia in a hospital in Beijing
Qin HUI ; Qi ZHANG ; Kundi WANG ; Jing ZHANG ; Chengning ZHENG ; Zhongshu ZHOU
Chinese Journal of Preventive Medicine 2021;55(5):660-666
Objective:This study was aimed to analyze the untargeted metabolomics of serum samples from children with mycoplasma pneumonia in a hospital in Beijing.Methods:A total of 50 children with mycoplasma pneumonia as the case group were recruited from Department of Pediatrics, China-Japan Friendship Hospital in Beijing from January 2019 to February 2020, and meanwhile 50 age-and gender-matched heathy children were selected and formed the control group. 2 ml venous fasting blood samples was collected from all children. Serum metabolites were quantified by using the untargeted ultra-high performance liquid chromatography/tandem mass spectrometry (UPLC-MS/MS) technique. Unsupervised principle component analysis and (orthogonal) partial least-squares-discriminant analysis were employed to identify differential metabolites between cases and controls. MBRole software was used for pathway enrichment analysis.Results:There were 27 boys and 23 girls in the case group with an average age of (6.0±3.65) years, and the control group consisted of 28 boys and 22 girls with an average age of (6.62±2.64) years. A total of 392 different metabolites were detected. Compared with the control group, 306 metabolites were decreased and 86 increased in case group. Forty-one differential metabolites with variable important in projection (VIP) values larger than 5 and P values less than 0.05 were teased out, and they mainly concentrated on phospholipid. The levels of 38 metabolites were significantly lower in the case group, yet 4 metabolites were significantly higher than that of the control group. Metabolic enrichment analysis showed that different metabolites were related to the biosynthesis of phenylalanine, tyrosine, tryptophan, unsaturated fatty acid, ammonia acyl tRNA and insulin signaling pathway, as well as the metabolism of ABC transporters. Conclusion:The serum untargeted metabolomics differed remarkably between children with mycoplasma pneumonia and healthy children.
4.A clinical analysis of 123 cases of primary empty sella
Juan LI ; Hongwei JIA ; Changlan WANG ; Ran ZHANG ; Mingyue QU ; Wei LI ; Menghua YUAN ; Jin CUI ; Qing HE ; Hongyan WEI ; Tiehong ZHU ; Zhongshu MA ; Wei LIU ; Zuoliang DONG ; Zhihong GAO
Chinese Journal of Internal Medicine 2017;56(4):268-272
Objective This study was conducted to analyze the clinical characteristics and pituitary function of patients with primary empty sella (PES).Methods The clinical data from 123 hospitalized adult patients with PES from January 2010 to May 2016 were retrospectively studied.Results (1) The average age of the 123 (male 43,female 80) PES patients was (59.2 ± 13.6) years (ranging 24-92 years),among whom 61% patients were in the age group between 50-69 years.(2) The symptoms of the patients included fatigue (56.1%),headache (34.1%),nausea and vomiting (17.9%),gonadal dysfunction (17.1%),visual disturbance (5.7%) and hypopituitarism crisis (3.3%).(3) Hypopituitarism was found in 66 of the 123 patients.Among them,36.6%,31.7% and 17.1% were central hypoadrenalism,hypogonadism,and hypothyroidism,respectively.The percentage of hypopituitarism in complete PES was significantly higher than that in partial PES (P < 0.05).(4) Sixteen patients were concomitant with other autoimmune diseases including 11 patients with Graves' disease and 2 with Cushing's syndrome due to adrenal adenoma.Conclusions The incidence of hypopituitarism in PES was 53.7%,in which the pituitary-adrenal axis hypofunction was more common.An overall evaluation of the pituitary function was essential for the patients who had headache and fatigue,or with suspected PES.The patients with hypopituitarism should be given hormone replacement therapy in time and followed up afterword.
5.Genotyping of Treponema pallidum in patients with early syphilis in Guangxi province
Bangyong ZHU ; Wei LI ; Jiajun DUAN ; Jie ZHANG ; Jiangping WEI ; Zhiguang ZHOU ; Geng HUANG ; Zhongshu TANG ; Yujian CHEN ; Juan CAO ; Quan GAN ; Yinjie HUANG
Chinese Journal of Dermatology 2017;50(5):369-372
Objective To investigate genotyps of Treponema pallidum (Tp) in several cities in Guangxi province. Methods A total of 300 patients with suspected early syphilis were enrolled from STD clinics in Guangxi between January 2012 and July 2016, and tissue fluid samples were collected from skin lesions. Silver staining was performed to detect Tp, and PCR to amplify the Tp polA gene for the diagnosis of early syphilis. Positive samples were subjected to PCR amplification of a 60-bp tandem repeat region within the arp gene, restriction fragment length polymorphism(RFLP)analysis of the tpr Ⅱgene after digestion with Mse Ⅰ enzyme and tp0548 genotyping. Results Finally, 215 patients were diagnosed with early syphilis, including 210(97.7%)patients positive for PCR and 105(48.8%)patients positive for silver staining, and the positive rate significantly differed between the two methods (χ2 = 103.01, P < 0.05). Among the PCR-positive samples, 190 could be genotyped by analysis of three target genes, and 17 genotypes were identified. The genotype 14d/f was predominant (45.3%, 86/190), followed by 15d/f (13.7%, 26/190), 16d/f(11.6%, 22/190), 17d/f(7.4%, 14/190), 13d/f(6.8%, 13/190), 10d/f(4.2%, 8/190), 18d/f(1.6%, 3/190), 16a/f(1.6%, 3/190), 5d/f(1.1%, 2/190), 7d/f(1.1%, 2/190), 12d/f(1.1%, 2/190), 16d/e(1.1%, 2/190), 14a/f(1.1%, 2/190), 9h/c(1.1%, 2/190), 15l/f(0.5%, 1/190), 25a/e(0.5%, 1/190), 15i/f(0.5%, 1/190). Conclusion Tp genotypes are diversified in patients with early syphilis in Guangxi, and the genotype 14 d/f is predominant.
6.Analytical Performance Verification of BECKMAN DxI 800 Automated Chemiluminescence Analyzer in Detecting PRL
Fangfang CHEN ; Jialiang LI ; Zhongshu ZHANG ; Guohong WANG
Journal of Modern Laboratory Medicine 2015;(1):126-127,131
Objective To detect the prolactin (PRL)analytical performance verification by BECKMAN DxI 800 automated chemiluminescence analyzer.Methods According to the American Society for Clinical Laboratory Standards (NCCLS)doc-uments,selected the patient’s serum and EQA control materials,the precision,accuracy and linearity of the BECKMAN DxI 800 automated chemiluminescence analyzer system in detecting PRL were detected.Results The CV values of intra-and in-ter-precision were less than manufacturer’s declaration,and within the allowable range.The validation results of linear range showed that,a value of 1.0114,r value of 0.9974,both within the requirements of the instrument,and has excellent lineari-ty;the relative bias between the measured results and the EQA control samples at five levels was -1.18%~-7.78%,both within the scope of the EQA measurement.Conclusion The BECKMAN DxI 800 automated chemiluminescence analyzer system in detecting PRL in precision,accuracy,linearity and other performance indicators were within the requirements of the instrument,tomeet the requirements,can be used in clinical testing.
7.Medial approach versus lateral approach in laparoscopic colorectal resection: a meta-analysis.
Jie DING ; Guoqing LIAO ; Zhongmin ZHANG ; Yang PAN ; Kaisheng XU ; Shaoyong WANG ; Dongmiao LI ; Zhongshu YAN
Chinese Journal of Gastrointestinal Surgery 2014;17(5):480-485
OBJECTIVETo compare the safety and efficacy of the medial approach(MA) and the lateral approach (LA) in the treatment of colorectal disease.
METHODSStudies published from January 1994 to April 2013 that compared MA to LA in laparoscopic colorectal resection were collected. Publications in English were mainly identified from Medline, Embase, Cochrane Library, and those in Chinese from Wanfang database and CNKI database. Conversion rate, operative time, blood loss, number of harvested lymph nodes, hospital stay, complication, mortality, recurrence, and hospitalization costs of MA and LA were meta-analyzed using fixed-effect and random-effect models.
RESULTSFive cohort studies (2 randomized controlled trials and 3 retrospective studies) including 881 patients were enrolled and analyzed. Of these patients, 416 and 465 underwent laparoscopic colorectal resection with MA and LA respectively. As compared to LA, MA had significantly lower conversion rate (OR=0.42, 95%CI:0.25-0.72, P=0.001), shorter operative time (WMD=-52.62, 95%CI:-63.23--42.01, P<0.01), less number of harvested lymph nodes (WMD=-1.17, 95%CI:-1.89--0.45, P=0.001), while blood loss was less and hospitalization cost lower. Significant differences in intraoperative complications and postoperative complications were not found between the two group (OR:0.57, 95%CI:0.15-2.18, P=0.41; OR:0.78, 95%CI:0.52-1.17, P=0.23).
CONCLUSIONSCompared with LA, MA has the advantages of shorter operative time and lower conversion rate with similar safety. Differences in blood loss, hospitalization cost and oncological safety between the two approaches warrant further investigation.
Humans ; Laparoscopy ; methods ; Proctocolectomy, Restorative ; methods
8.Adaptive evolution in the S gene of hepatitis B virus from patients with occult HBV infection
Zhongshu PU ; Duan LI ; Haixia SU ; Jingxia ZHANG ; Anhui WANG ; Yongping YAN
Chinese Journal of Microbiology and Immunology 2014;(3):174-178
Objective To detect the positively selected sites in the surface ( S) gene of hepatitis B viruses ( HBVs) from patients with occult HBV infection and to study the molecular mechanism of occult HBV infection.Methods The sequence of S gene from patients with occult HBV infection and reference strains of eight HBV genotypes ( A through H) were downloaded from GenBank and then alignment analysis were performed by using Clustal W software .Phylogenetic trees were constructed by using MEGA 5.05 soft-ware package.PAML4.7 was used to analyze positively selected sites .Results A total of 1286 HBV se-quences from patients with occult infection were searched in GenBank .One hundred and seventy-four com-plete gene sequences encoding surface S protein were screened after alignment analysis and confirmation , of which 13 sequences with nonsense mutation were removed .The likelihood ratio test showed that for both the 161 remained sequences and the 31 reference sequences , the selection models of M2, M3 and M8 were sig-nificantly better than the neutral models of M0, M1 and M7 (2△lnL<55.12, P<0.001).By using Bayes Empirical Bayes (BEB) analysis, 14 positively selected sites (including codon 3, 8, 40, 45, 46, 47, 49, 68, 126, 127, 164, 184, 207 and 210) were detected in the surface gene of HBVs from patients with occult HBV infection, eight of which were located at the immune epitope of HBsAg .However, only 2 positively se-lected sites were identified in reference sequences .Conclusion The long-lasting persistence of HBV in pa-tients with occult HBV infection might be caused by the adaptive evolution of their surface gene in a form of escape mutant under immune suppressive condition .
9.Medial approach versus lateral approach in laparoscopic colorectal resection:a meta-analysis
Jie DING ; Guoqing LIAO ; Zhongmin ZHANG ; Yang PAN ; Kaisheng XU ; Shaoyong WANG ; Dongmiao LI ; Zhongshu YAN
Chinese Journal of Gastrointestinal Surgery 2014;(5):480-485
Objective To compare the safety and efficacy of the medial approach (MA) and the lateral approach (LA) in the treatment of colorectal disease. Methods Studies published from January 1994 to April 2013 that compared MA to LA in laparoscopic colorectal resection were collected. Publications in English were mainly identified from Medline, Embase, Cochrane Library, and those in Chinese from Wanfang database and CNKI database. Conversion rate, operative time, blood loss, number of harvested lymph nodes, hospital stay, complication, mortality, recurrence, and hospitalization costs of MA and LA were meta-analyzed using fixed-effect and random-effect models. Results Five cohort studies (2 randomized controlled trials and 3 retrospective studies) including 881 patients were enrolled and analyzed. Of these patients, 416 and 465 underwent laparoscopic colorectal resection with MA and LA respectively. As compared to LA, MA had significantly lower conversion rate (OR=0.42, 95%CI:0.25-0.72,P=0.001), shorter operative time(WMD=-52.62, 95%CI:-63.23--42.01, P<0.01), less number of harvested lymph nodes (WMD=-1.17, 95%CI:-1.89--0.45, P=0.001), while blood loss was less and hospitalization cost lower. Significant differences in intraoperative complications and postoperative complications were not found between the two group (OR:0.57, 95%CI:0.15-2.18, P=0.41;OR:0.78, 95%CI:0.52-1.17, P=0.23). Conclusions Compared with LA, MA has the advantages of shorter operative time and lower conversion rate with similar safety. Differences in blood loss, hospitalization cost and oncological safety between the two approaches warrant further investigation.
10.Medial approach versus lateral approach in laparoscopic colorectal resection:a meta-analysis
Jie DING ; Guoqing LIAO ; Zhongmin ZHANG ; Yang PAN ; Kaisheng XU ; Shaoyong WANG ; Dongmiao LI ; Zhongshu YAN
Chinese Journal of Gastrointestinal Surgery 2014;(5):480-485
Objective To compare the safety and efficacy of the medial approach (MA) and the lateral approach (LA) in the treatment of colorectal disease. Methods Studies published from January 1994 to April 2013 that compared MA to LA in laparoscopic colorectal resection were collected. Publications in English were mainly identified from Medline, Embase, Cochrane Library, and those in Chinese from Wanfang database and CNKI database. Conversion rate, operative time, blood loss, number of harvested lymph nodes, hospital stay, complication, mortality, recurrence, and hospitalization costs of MA and LA were meta-analyzed using fixed-effect and random-effect models. Results Five cohort studies (2 randomized controlled trials and 3 retrospective studies) including 881 patients were enrolled and analyzed. Of these patients, 416 and 465 underwent laparoscopic colorectal resection with MA and LA respectively. As compared to LA, MA had significantly lower conversion rate (OR=0.42, 95%CI:0.25-0.72,P=0.001), shorter operative time(WMD=-52.62, 95%CI:-63.23--42.01, P<0.01), less number of harvested lymph nodes (WMD=-1.17, 95%CI:-1.89--0.45, P=0.001), while blood loss was less and hospitalization cost lower. Significant differences in intraoperative complications and postoperative complications were not found between the two group (OR:0.57, 95%CI:0.15-2.18, P=0.41;OR:0.78, 95%CI:0.52-1.17, P=0.23). Conclusions Compared with LA, MA has the advantages of shorter operative time and lower conversion rate with similar safety. Differences in blood loss, hospitalization cost and oncological safety between the two approaches warrant further investigation.

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