1.Application of machine learning in tacrolimus dose prediction for kidney transplant recipients
Organ Transplantation 2025;16(6):921-930
Objective To explore the predictive value of two models based on machine learning algorithms in predicting the initial and subsequent doses of tacrolimus in kidney transplant recipients. Methods A retrospective analysis was conducted on the medical records of 1 013 Chinese kidney transplant recipients at the First Affiliated Hospital of Sun Yat-sen University from January 2015 to April 2019, focusing on the initial and subsequent doses in kidney transplant recipients. Thirty-three variables were collected for the initial dose, and twenty-six variables for the subsequent dose. A genetic algorithm combined with a random-restart hill-climbing algorithm was used to determine a small number of key clinical variables through majority voting, and variables with Lasso regression coefficients less than the optimal variable coefficient threshold were further eliminated. The selected clinical variables were input into a cascaded deep forest (CDF) and TabNet deep neural network for analysis and comparison based on structured tabular data, and the leave-one-subject-out method was used for validation. Results A total of 613 recipients were included in the training set, and 116 recipients were in the external validation set. In the initial dose algorithm of tacrolimus, the clinical variables ultimately included target concentration, time from surgery to target concentration, body weight, gender, type of surgery, time from surgery to first dose, WuZhi capsule, calcium channel blocker, creatinine, hemoglobin and CYP3A5. In the subsequent dose algorithm, the clinical variables ultimately included target concentration, time from surgery to target concentration, WuZhi capsule, creatinine, alanine aminotransferase, aspartate aminotransferase, previous dose, previous dose concentration and time from surgery to previous concentration. Based on the above variables, the TabNet model showed better predictive performance than the CDF model: in the initial dose prediction, the accuracy of the predicted dose within ±20% of the actual dose was 0.801, and the fitting index R2 was 0.436; in the subsequent dose prediction, the corresponding accuracy and R2 were 0.939 and 0.902, respectively. The results of feature contribution showed that CYP3A5 and target concentration contributed the most to the prediction of initial dose, while previous dose and its corresponding concentration had the greatest impact on subsequent dose prediction. In addition, the results of independent external validation were also satisfactory. Conclusions The optimized TabNet predictive model may provide important reference for drug dose prediction based on machine learning algorithms in clinical practice.
2.Impact of β1-adrenergic receptor gene polymorphism on ventricular ar-rhythmias and short-term prognosis in STEMI patients
Jiaying CHEN ; Liwei HE ; Yingqu ZHUANG
Chinese Journal of Pathophysiology 2024;40(9):1645-1651
AIM:To examine how the variation of the β1-adrenergic receptor gene affects the occurrence of ventricular arrhythmias and the prognosis over a 6-month period in individuals suffering from acute ST-segment elevation myocardial infarction(STEMI).METHODS:A study was conducted retrospectively,where patients diagnosed STEMI and treated at Yunfu City People's Hospital between January 2021 and February 2023 were included based on predefined criteria.The patients were then divided into three groups according to their genotypes of the β1-adrenergic receptor Arg389Gly gene polymorphism:CC group(Arg389Arg),CG group(Arg389Gly),and GG group(Gly389Gly).Discrep-ancies in initial clinical data upon admission[such as Killip classification,heart rate,systolic and diastolic blood pres-sure,left ventricular ejection fraction(LVEF),left ventricular end-diastolic diameter(LVDD),and serum tumor necro-sis factor alpha(TNF-α),N-terminal pro-B-type natriuretic peptide(NT-proBNP),creatine kinase MB(CK-MB)and high-sensitivity C-reactive protein(hs-CRP)],and outcomes gathered during a 6-month follow-up via telephone after dis-charge(heart rate,NT-proBNP,CK-MB,LVEF,LVDD,and occurrences of major adverse cardiac events)were com-pared across the three groups.RESULTS:The study enrolled a total of 178 STEMI patients with ventricular arrhythmias,comprising 87 cases in CC group(48.9%),73 cases in CG group(41.0%),and 18 cases in GG group(10.1%).There were no notable variances in demographic characteristics such as age,sex,weight,BMI,smoking history,alcohol con-sumption history,comorbidities,blood pressure,heart rate,Killip classification(III amd IV),TNF-α,NT-proBNP,CK-MB,hs-CRP,LVEF and LVDD across the three groups(P>0.05).Following a 6-month monitoring period,the cardiac function parameters in CG and GG groups exhibited significant improvement compared to those in CC group(P<0.05),with noteworthy lower levels of NT-proBNP and CK-MB in GG group in contrast to CG group(P<0.05).Notably,there were significant discrepancies in the incidence of major adverse cardiac events during the follow-up period among the study groups,with 17 cases in CC group(19.5%),5 cases in CG group(6.9%),and 1 case in GG group(5.6%)(χ2=6.887,P<0.05).CONCLUSION:There is no correlation between the severity of STEMI accompanied by ventricular arrhyth-mias and the β1-adrenergic receptor Arg389Gly gene polymorphism.However,this gene variant is connected with en-hancements in cardiac function and short-term prognosis post-treatment.
3.Construction and application effect evaluation of ointment massage for postoperative rehabilitation of newborn after intestinal surgery
Jing RUAN ; Jiaxuan MAI ; Linghua CHEN ; Lijiao QIN ; Ling CHEN ; Jiaying CHEN ; Xuemei ZHONG ; Kun DAI
Chinese Journal of Practical Nursing 2024;40(14):1058-1065
Objective:To explore the effect of ointment massage on the postoperative recovery of newborns who had intestinal tract operation, aim to construct an effective post-operative ointment and massage scheme and to enrich the content of enhanced recovery after surgery in the field of newborns.Methods:Delphi expert inquiry method was used to construct the ointment message scheme. A total of 64 newborns undergone intestinal surgery from May 2022 to May 2023 in Guangdong Women and Children Hospital were selected as study subjects and divided into routine group (34 cases) and ointment group (30 cases) by random number table method. In addition to routine treatment and nursing, the newborns in the ointment group also received ointment massage. The postoperative gastrointestinal drainage volume, fasting days, the first feeding time, hospital stay and the number of cases of vomiting and abdominal distension between the two groups were compared.Results:A total of 16 experts with (38.93 ± 5.13) years old were inquired, 6 males and 10 females. The effective questionnaire response rates for the two rounds of expert inquiry were 16/16 and 15/16, the expert authority coefficients were both≥0.80, the Kendall′s W coefficients were 0.117 and 0.107, with statistically significant differences (both P<0.05). A ointment message scheme consisting of 8 acupoints and 7 kinds of traditional Chinese medicines was determined. In the routine group, there were 19 males and 15 females with (268.47 ± 11.27) gestational age. In the ointment group, there were 20 males and 10 femles with (271.93 ± 10.36) gestational age. The postoperative gastrointestinal drainage volume, fasting days, the first feeding time and the hospital stay in the ointment group were 74.0 ml, 6.0 d, 158.5 h and 13.0 d, which had significant differences with the 184.5 ml, 7.5 d, 192.0 h, 16.5 d in the routine group ( Z values were 2.07-2.45, all P<0.05). The incidence of vomiting and abdominal distension in the ointment group were both 8 cases, which were lower than the 19 and 18 cases in the routine group with a statistically significant difference ( χ2 = 5.58, 4.56, both P<0.05). Conclusions:The ointment massage in this study has a positive impact on the recovery of newborn infants after intestinal surgery, with high safety, in line with enhanced recovery after surgery concept, and is worthy of promotion.
4.The research of latent profile of intellectual humility and its correlation with self-management in primary colorectal cancer postoperative patients
Jiaying LYU ; Yuemei CHEN ; Xiaoqian WANG ; Shengying WANG
Chinese Journal of Practical Nursing 2024;40(25):1958-1968
Objective:To explore the latent profiles of intellectual humility in primary colorectal cancer (CRC) postoperative patients and analyze the correlation between their intellectual humility and self-management.Methods:A total of 250 patients with primary CRC who underwent radical tumor surgery in anorectal department of Qinghai Provincial Hospital of Traditional Chinese Medicine from October 2021 to June 2023 were selected to accept a cross-sectional survey through convenient sampling method. They were surveyed by basic information questionnaire, comprehensive intellectual humility scale and cancer patient self-management assessment scale.Results:Finally, 243 valid questionnaires were obtained, it contained 125 males and 118 females with age 32- 68 (52.45 ± 10.24) years old. The score of primary CRC postoperative patients′intellectual humility was (67.59 ± 13.26) points, it could be divided into low-level intellectual humility type with 30 cases(12.34%), confident intellectual humility type with 36 cases (14.82%), mid-level intellectual humility type with 93 cases (38.27%), and high-level intellectual humility type with 84 cases (34.57%). Disordered multi-classes Logistic regression analysis showed that gender(female, OR=2.465), education level (high school or vocational school, OR=0.012) and diagnosis time(1-3 months, OR=15.289) were significant influencing factors to primary CRC postoperative patients from confident intellectual humility type (all P<0.05), gender (female, OR=5.354) and education level (high school or vocational school education, OR=0.012) were significant influencing factors to primary CRC postoperativepatients from mid-level intellectual humility type (both P<0.05), gender (female, OR=11.253), age (<45 years old, OR=7.532), education level (high school or vocational school, OR=0.017) and diagnosis time (<1 month, OR=0.054) were significant influencing factors to primary CRC postoperative patients from high-level intellectual humility type (all P<0.05). The score of primary CRC postoperative patients′self-management was (142.03 ± 19.83) points. There were statistically significant differences among scores of self-management, daily life management, symptom management and other six dimensions in patients from different categories of intellectual humility ( F values were 25.42-490.55, all P<0.05). There were positive correlation between the CRC patients′inteilectual humility and postoperatice self-managemeat ( r values were 0.373 - 0.749, all P<0.05). Conclusions:Primary CRC patients have a moderate level of knowledge humility and postoperative self-management. Their knowledge humility can be divided into low knowledge humility type, confident knowledge humility type, medium knowledge humility type, and high knowledge humility type. Knowledge humility can enhance postoperative self-management, and targeted interventions should be carried out for CRC patients with different types of knowledge humility to provide them with better cancer care and enhance their self-management level.
5.Epidemiological characteristic of viral encephalitis in children and adolescents in Henan Province, 2012-2023
Shujie HAN ; Shouhang CHEN ; Bowen DAI ; Yu CHEN ; Shujuan HAN ; Ruyu ZHANG ; Chenyu WANG ; Qingmei WANG ; Jiaying ZHENG ; Guangcai DUAN ; Fang WANG ; Yuefei JIN
Chinese Journal of Epidemiology 2024;45(6):852-856
Objective:To understand the epidemiological characteristics and spatiotemporal distribution of viral encephalitis in children and adolescents in Henan Province from 2012 to 2023.Methods:The information about viral encephalitis cases from October 1, 2012 to July 26, 2023 were collected from Zhengzhou Children's Hospital (National Children's Regional Medical Center),Henan Provincial Children's Hospital for the analyses on temporal distribution the cases, the severe illness rate, age distribution, pathogen type and imaging findings of the cases.Results:A total of 6 276 cases of viral encephalitis were included in this study after excluding cases with incomplete information. The cases mainly originated from Zhengzhou (38.96%), followed by Zhoukou (9.93%), Xuchang (8.68%), Zhumadian (7.90%) and Pingdingshan (7.39%). The cases in boys accounted for 62.13% and the cases in girls accounted for 37.87%. Most cases (72.45%) occurred in age group 7-13 years. The overall rate of severe illness cases was 4.51% from 2012 to 2023. There were significant differences in severe illness cases among different areas and years ( χ2=5.33, P=0.021; χ2=48.14, P<0.001). Enteroviruses were mainly detected (31.57%), in which Coxsackie virus was predominant (58.37%). Imaging findings showed that cerebral hemisphere damage was most common in children and adolescents with viral encephalitis (54.93%). Conclusions:From 2012 to 2023, more cases of viral encephalitis occurred in boys in Henan. Children and adolescents aged 7-13 years were the main affected group. The prevention of enteroviruses infection, especially Coxsackie virus, needs to be strengthened. Special attention should be paid to the prevention of cerebral hemisphere damage after viral encephalitis diagnosis.
6.Analysis of menstrual conditions and influencing factors in 281 women infected with COVID-19
Rui YANG ; Danping CHEN ; Xiaojie ZHANG ; Wenjie TANG ; Xin XIA ; Yingjuan CHEN ; Jiaying XUE ; Jianghong XU
Shanghai Journal of Preventive Medicine 2024;36(6):582-588
ObjectiveTo investigate the menstrual conditions of women infected with COVID-19 in Shanghai and analyze the influencing factors. MethodsFrom December 2022 to March 2023, menstrual data from 281 women infected with COVID-19 in Shanghai were collected with a questionnaire survey, including usual menstrual characteristics, the most recent menstrual period post-infection, symptoms of infection, and medication usage. According to the crossover period between the menstrual period and the infection period of the respondents, the samples were divided into two groups for comparative analysis: those whose menstrual and infection periods overlapped (positive group) and those whose menstruation started after conversion to virus-negative (negative conversion group). ResultsAmong the 281 respondents, 196 (65.8%) experienced menstrual changes. Among them, 145 (51.6%) had changes in menstrual volume, color and texture, and 109 (38.8%) had changes in menstrual duration or cycle. Decreased menstrual volume (22.1%), darker color (23.49%), thicker texture (21.0%), increased blood clots (16.7%), and prolonged duration (21.8%) were observed in both groups. The rate of changes in menstrual volume, color, and texture was higher in the positive group (56.8%, 69/110) than that in negative group (37.3%, 76/171) (P<0.05). Regarding the menstrual cycle changes, the rate of early onset was higher in the positive group (14.5%) compared to the negative conversion group (3.5%)(P<0.05), while the rate of delayed menstruation was higher in the negative conversion group (25.1%) than that in the positive group (5.5%) (P<0.05). Correlation analysis showed a weak association between sore throat and menstrual changes (r=0.154, P<0.05). ConclusionSome women infected with COVID-19 experience short-term changes in their menstrual conditions, characterized by reduced volume, darker color, thick texture, increased clots, and prolonged menstrual duration, reflecting a pathogenesis of blood stasis. Menstruation during the infection period tends to occur earlier, while delayed menstruation is more prevalent at post-conversion.
7.Adolescent Breast Fibroadenoma Excision Surgery Assisted by Transaxillary Single-port Gasless Endoscopy:Report of 60 Cases
Haiying CHEN ; Hang LI ; Zifang ZHENG ; Jiaying ZHENG ; Zhiyin CAI ; Siying SU ; Lisheng LIN
Chinese Journal of Minimally Invasive Surgery 2024;24(4):267-270
Objective To explore application value of transaxillary single-port gasless endoscopic-assisted fibroadenomas excision in adolescents.Methods A retrospective analysis was conducted on clinical data of 60 cases of fibroadenoma from June 2019 to June 2023.The patients were 17.3(range,13-19)years old.There were 54 cases of unilateral tumors and 6 cases of bilateral tumors.The average number of tumors was 2.5(range,1-13),and the mean tumor diameter was 4.0(range,3-10)cm.The fibroadenoma excision was performed by using transaxillary single-port gasless endoscopy.Results Of the 60 patients,the average operation time was 64.9(range,35-130)min and the intraoperative blood loss was less than 20 ml.Postoperative complications occurred in 5 cases(8.3%).At 3 months after surgery,the psychosocial well-being scores of BREAST-Q Scale were increased from(79.2±8.9)to(83.4±9.9)(P<0.001).Conclusion Transaxillary single-port gasless endoscopic-assisted fibroadenomas excision is safe and effective for multiple or large fibroadenomas in adolescents,offering minimal invasion and concealed incision.
8.Association of total sleep time and oxygen desaturation index with hypertension in patients with obstructive sleep apnea/hypopnea syndrome
Wenxu ZHOU ; Jiaying LI ; Chen ZHOU ; Xiuqin MA ; Taofeng ZHU
Chinese Journal of General Practitioners 2024;23(6):654-660
Objective:To investigate the association of total sleep time (TST) and oxygen desaturation index (ODI) with hypertension in patients with obstructive sleep apnea/hypopnea syndrome (OSA).Methods:A total of 440 OSA patients admitted to Yixing Hospital from January 2017 to December 2022 were consecutively enrolled, including 236 patients with hypertension (OSA+hypertension group) and 204 patients without hypertension (OSA group). The clinical data and polysomnograpic parameters were collected. Univariate and multivariate logistic regression was used to analyze the related factors of OSA complicated with hypertension. The multiplicative interaction between TST and ODI on OSA with hypertension was analyzed. A two-factor cross-over analysis of TST and ODI was performed and the additive interaction model was used to analyze the additive interaction between TST and ODI on OSA with hypertension.Results:Univariate logistic regression showed that male sex, smoking, diabetes, coronary heart disease, TST <7 h, age, body mass index, neck circumference, waist circumference, Epworth Sleepiness Scale (ESS) score, TST, AHI, ODI>16 times/h, triglyceride, high density lipoprotein cholesterol and fasting blood glucose were positively correlated with hypertension in OSA patients (all P<0.05). Multivariate logistic regression analysis showed that smoking ( OR=4.327, 95% CI: 2.499-2.499, P<0.001), TST<7 h ( OR=1.748, 95% CI: 1.079-2.832, P=0.023) and ODI>16 times/h ( OR=3.482, 95% CI: 2.016-6.014, P<0.001) were independently associated with hypertension in OSA patients. After introducing a multiplicative term and adjusting for confounding factors, there was a positive multiplication interaction between TST <7 h and ODI>16 times/h ( OR=2.958, 95% CI: 1.079-8.113, P<0.050). Multivariate logistic regression analysis showed that the risk of hypertension in OSA patients with TST<7 h and ODI>16 times/h was 7.196 times (95% CI: 3.421-15.137) higher than that in patients with TST≥7 h and ODI≤16 times/h. The additive interaction model showed a synergistic effect between TST<7 h and ODI>16 times/h, with S value of 4.302 (95% CI: 1.566-11.815), RERI value of 4.756 (95% CI: 0.642-8.869) and API value of 66.10% (95% CI: 43.10%-89.10%). Conclusion:Shortened sleep duration and increased ODI are independent risk factors for hypertension in OSA patients, and when they coexist, the risk of hypertension in OSA patients is further increased.
9.A clinical study of quantifying index of probe-based confocal laser endomicroscopy for diagnosis of Helicobacter pylori-associated chronic atrophic gastritis
Jiaying CHEN ; Di WU ; Tong DANG ; Bofu TANG ; Lin LIU ; Yujing JIA ; Zhiwei LI
Chinese Journal of Digestive Endoscopy 2024;41(6):465-471
Objective:To quantify the diagnostic index of probe-based confocal laser endomicroscopy (pCLE) for diagnosing Helicobacter pylori ( HP)-associated chronic atrophic gastritis (HpCAG), and to evaluate the efficacy of the quantified diagnostic index for HpCAG. Methods:The study was divided into two stages. The first stage prospectively included patients undergoing gastroscopy, endoscopic biopsy and 13C breath test from November 2021 to September 2022 at the Second Affiliated Hospital of Baotou Medical College. The capillary diameter (CD), cells spacing (CS), gland spacing (GS), and gland area (GA) in the pCLE field of offline video was measured with Image J. The diagnostic criteria of HpCAG by quantitative indicators under pCLE was established by analyzing the area under the receiver operating characteristic (ROC) curve (AUC). In the second stage, the cases with pCLE examination and 13C breath test at the Second Affiliated Hospital of Baotou Medical College from October 2021 to October 2022 were included. The cases that overlapped with the first stage were excluded. The trial was single-blind, with endoscopists and pathologists blind to each other's diagnoses. The diagnosis of pCLE was conducted according to the criteria obtained in the first stage, and the consistency between pCLE diagnosis and the results of histopathology and 13C breath test was analyzed. Results:The first stage enrolled 191 specimens from 35 patients. According to the pathological results of endoscopic biopsy and 13C breath test results, patients and gastric mucosa samples were divided into 4 groups, HP-positive CAG group ( n=59), HP-positive non-CAG group ( n=52), HP-negative CAG group ( n=40), and HP-negative non-CAG group ( n=40). ROC curve analysis results showed that in HP-positive patients, the optimal critical value of GS to distinguish between CAG and non-CAG gastric mucosa was 29.68 μm, and the AUC was the largest among the 4 parameters. In HP-negative patients, the optimal critical value of GS for distinguishing gastric mucosa from CAG and non-CAG was 23.57 μm, and the AUC was the largest among the 4 parameters. In patients with non-CAG, the optimal critical value for GS to distinguish HP-positive and HP-negative gastric mucosa was 20.57 μm, and the AUC was the largest among the 4 parameters. In patients with CAG, the optimal critical values of CD, CS, GS and GA to distinguish between HP-positive and HP-negative gastric mucosa were 13.23 μm, 1.38 μm, 34.03 μm and 6 066.5 μm 2, respectively, and the AUC were 0.608, 0.888, 0.849 and 0.900, respectively. Finally, GS was selected to distinguish between HpCAG and non-HpCAG gastric mucosa, and the optimal critical value was 31.71 μm. However, considering that it was difficult to measure the distance of 31.71 μm by the ruler below the image, the critical value was changed to 30 μm, so GS>30 μm was used as the diagnostic criteria for HpCAG in pCLE, and the diagnostic sensitivity and the specificity were 91.5% and 76.0%, respectively. In the second phase 224 specimens from 80 patients were observed. The sensitivity, the specificity, the positive predictive value, the negative predictive value and accuracy of pCLE (GS>30 μm) in the diagnosis of HpCAG were 96.5% (164/170), 88.9% (48/54), 96.5% (164/170), 88.9% (48/54) and 94.6% (212/224), respectively, with excellent diagnostic agreement with histopathology and 13C breath test (Kappa=0.854). Conclusion:The quantitative monitoring of gastric mucosal microstructure can be achieved under pCLE, and the quantifying indicators are helpful to improve the accuracy of HpCAG diagnosis.
10.Visualization of Brain Abnormal β-Amyloid Deposition in Alzheimer's Disease Based on 18F-Florbetaben PET Imaging
Huamei LIN ; Yunhao YANG ; Jiaying LU ; Zhengwei ZHANG ; Shufen CHEN ; Jingjie GE ; Yihui GUAN ; Chuantao ZUO
Chinese Journal of Medical Imaging 2024;32(5):420-425
Purpose To investigate the characteristics of 18F-Florbetaben(18F-FBB)β-amyloid(Aβ)PET imaging in different brain regions of Alzheimer's disease(AD)patients with different degrees of cognitive impairment,and to explore the correlation between Aβ deposition and cognitive dysfunction.Materials and Methods A total of eighteen patients with a clinical diagnosis of probable AD from August 2022 to October 2023 were retrospectively included in Huashan Hospital.All patients had Aβ abnormal deposition in the brain as confirmed by 18F-FBB PET imaging.According to the severity of symptoms,they were divided into the AD-induced mild cognitive impairment(MCI)group(8 cases)and the dementia group(10 cases).In addition,12 healthy controls were included.First,the standardized uptake value ratio of abnormal Aβ deposition in the frontal lobe,lateral parietal lobe,lateral temporal lobe,anterior and posterior cingulate gyrus,and compound cortex was semi-quantitatively calculated and compared among the three groups based on the subjects'brain MRI and automated anatomical labeling template.The correlation between the degree of Aβ deposition in the brains of AD patients and cognitive scale scores(mini-mental state examination,Montreal cognitive assessment)was then further analyzed.Results The standardized uptake value ratio values of Aβabnormal deposition in the frontal lobe,lateral temporal lobe,lateral parietal lobe,anterior and posterior cingulate cortex and compound cortex in the AD-induced MCI and dementia groups were significantly higher than those in the healthy controls(t=7.442-9.151,all P<0.05).However,there was no significant difference in the standardized uptake value ratio values of Aβ abnormal deposition in the above brain regions between the MCI and dementia groups(t=0.312-0.996,all P>0.05).In addition,there was no significant correlation between the degree of Aβ deposition in the brain and the cognitive scale scores(mini-mental state examination,Montreal cognitive assessment)in the AD-induced MCI and dementia groups(r=-0.049-0.050,all P>0.05).Conclusion Aβ deposition in the brains of AD-induced MCI and dementia is significantly higher than in the healthy controls.However,Aβ deposition cannot identify AD patients with different degrees of cognitive impairment,reflecting that Aβ deposition has certain limitations in assessing the severity of clinical symptoms of AD.

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