1.Construction of a machine learning model for identifying clinical high-risk carotid plaques based on radiomics
Xiaohui WANG ; Xiaoshuo LÜ ; ; Zhan LIU ; Yanan ZHEN ; Fan LIN ; Xia ZHENG ; Xiaopeng LIU ; Guang SUN ; Jianyan WEN ; Zhidong YE ; Peng LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(01):24-34
Objective To construct a radiomics model for identifying clinical high-risk carotid plaques. Methods A retrospective analysis was conducted on patients with carotid artery stenosis in China-Japan Friendship Hospital from December 2016 to June 2022. The patients were classified as a clinical high-risk carotid plaque group and a clinical low-risk carotid plaque group according to the occurrence of stroke, transient ischemic attack and other cerebrovascular clinical symptoms within six months. Six machine learning models including eXtreme Gradient Boosting, support vector machine, Gaussian Naive Bayesian, logical regression, K-nearest neighbors and artificial neural network were established. We also constructed a joint predictive model combined with logistic regression analysis of clinical risk factors. Results Finally 652 patients were collected, including 427 males and 225 females, with an average age of 68.2 years. The results showed that the prediction ability of eXtreme Gradient Boosting was the best among the six machine learning models, and the area under the curve (AUC) in validation dataset was 0.751. At the same time, the AUC of eXtreme Gradient Boosting joint prediction model established by clinical data and carotid artery imaging data validation dataset was 0.823. Conclusion Radiomics features combined with clinical feature model can effectively identify clinical high-risk carotid plaques.
2.Influence of Modified Shashen Maidong Decoction Combined with Camrelizumab Immunotherapy Plus Chemotherapy on the Efficacy,Survival Status,and Serum CYFRA21-1 and NSE Levels in Patients with Advanced Non-Small Cell Lung Cancer
Hai-Feng WANG ; Yi-Qun ZHAO ; Xiao-Li DU ; Lu LIU ; Bao-Song HOU ; Wen-Yan ZHAN
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(3):606-611
Objective To investigate the influence of modified Shashen Maidong Decoction combined with Camrelizumab immunotherapy plus chemotherapy on the efficacy,survival status and serum cytokeratin 19 fragment(CYFRA21-1)and neuron-specific enolase(NSE)levels in patients with advanced non-small cell lung cancer(NSCLC).Methods Forty patients with advanced NSCLC of lung-stomach yin deficiency with intense heat-toxin type were randomly divided into a control group and a study group,with 20 patients in each group.The patients in the control group were given Camrelizumab immunotherapy plus chemotherapy,and the patients in the study group were given modified Shashen Maidong Decoction combined with Camrelizumab immunotherapy plus chemotherapy,with 21 days as a course of treatment and for a total of 4 courses of treatment.The changes of serum NSE and CYFRA21-1 levels in the two groups before and after treatment were observed,and the clinical efficacy,survival status and the incidence of toxic and side effects were compared between the two groups.Results(1)After 4 courses of treatment,the total effective rate of the study group was 70.00%(14/20),which was significantly higher than that of the control group(9/20,45.00%),but the intergroup comparison(tested by chi-square test)showed that the difference was not statistically significant(P>0.05).(2)After 2 years of follow-up,the overall survival(OS),time to progression(TTP),and progression-free survival(PFS)of the patients in the study group were significantly prolonged compared with those in the control group(P<0.01).(3)After treatment,the serum NSE and CYFRA21-1 levels of the patients in the two groups were decreased compared with those before treatment(P<0.05),and the decrease of serum NSE and CYFRA21-1 levels in the study group was significantly superior to that in the control group(P<0.01).(4)The incidence of toxic and side effects in the study group was 25.00%(5/20),which was significantly lower than that of 65.00%(13/20)in the control group,and the intergroup comparison showed that the difference was statistically significant(P<0.05).Conclusion Modified Shashen Maidong Decoction combined with Camrelizumab immunotherapy plus chemotherapy has satisfactory therapeutic effect on patients with advanced NSCLC,which can reduce the toxic and side effects of chemotherapy,lower the level of serum tumor markers,and prolong the survival period and time to progression(TTP)of the patients.
3.Clinical characteristics and prognostic factors of young patients with sporadic rectal cancer liver metastasis
Yu GUAN ; Lei YANG ; Shi-Ru JIANG ; Wei-Dong DOU ; Jin-Gui WANG ; Shan-Wen CHEN ; Zhan-Bing LIU ; Ying-Chao WU
Medical Journal of Chinese People's Liberation Army 2024;49(1):23-30
Objective To identify the clinical characteristics and prognostic factors of young patients with sporadic rectal cancer liver metastasis(RCLM).Methods The clinical data of young RCLM patients at 45 years or under(n=40,as younger patient group)in Peking University First Hospital from January 2016 to January 2021 were reviewed,meanwhile,elder RCLM patient group were comprised of 82 patients older than 45-year-old in a 1:2 ratio.Proportions of categorical variables were compared between young patients and old patients.The clinicopathologic parameters were analyzed with univariate and multivariate Cox regression models and Kaplan-Meier method for demonstrating survival differences between the maximum diameter of liver metastasis and local therapy.Results One hundred and twenty-two RCLM patients were identified,the 1-,3-and 5-year survival rates of young patient group were 97.5%,47.5%,15.0%,those of elder patient group were 84.1%,26.8%,9.8%,respectively.The differences in BMI(P=0.008),primary tumor with obstruction and bleeding(P=0.006),synchronous rectal cancer liver metastases(P=0.005),the maximum diameter of liver metastasis>3 cm(P=0.019)were statistically significant between the two groups.And univariate and multivariate analyses showed that age(P=0.003),N stage(P=0.007),local therapy for liver metastases(P=0.047)and the maximum diameter of liver metastasis(P=0.030)were independent risk factors for influencing the prognosis of RCLM patients;curative resection or not of primary tumor(P=0.035)and the maximum diameter of liver metastasis(P=0.041)were independent risk factors for influencing the prognosis of young RCLM patients.Kaplan-Maier curve demonstrated survival differences between the maximum diameter of liver metastasis and local therapy for liver metastasis in RCLM patients(log-rank P=0.000).Conclusions Although with later staging of initial tumor station,young RCLM patients may obtain better survival benefit compared with old patients.Higher degree of lymph node metastasis,local therapy for liver metastases and the maximum diameter of liver metastasis>3 cm indicates poor prognosis in RCLM patients,and without curative resection of primary tumor and maximum diameter of liver metastasis are also considered as the independent poor prognostic factors of young RCLM patients.Local therapy for liver metastases appears to play an important role in the treatment strategy of RCLM patients.
4.Hepatitis C virus infection:surveillance report from China Healthcare-as-sociated Infection Surveillance System in 2020
Xi-Mao WEN ; Nan REN ; Fu-Qin LI ; Rong ZHAN ; Xu FANG ; Qing-Lan MENG ; Huai YANG ; Wei-Guang LI ; Ding LIU ; Feng-Ling GUO ; Shu-Ming XIANYU ; Xiao-Quan LAI ; Chong-Jie PANG ; Xun HUANG ; An-Hua WU
Chinese Journal of Infection Control 2024;23(1):1-8
Objective To investigate the infection status and changing trend of hepatitis C virus(HCV)infection in hospitalized patients in medical institutions,and provide reference for formulating HCV infection prevention and control strategies.Methods HCV infection surveillance results from cross-sectional survey data reported to China Healthcare-associated Infection(HAI)Surveillance System in 2020 were summarized and analyzed,HCV positive was serum anti-HCV positive or HCV RNA positive,survey result was compared with the survey results from 2003.Results In 2020,1 071 368 inpatients in 1 573 hospitals were surveyed,738 535 of whom underwent HCV test,4 014 patients were infected with HCV,with a detection rate of 68.93%and a HCV positive rate of 0.54%.The positive rate of HCV in male and female patients were 0.60%and 0.48%,respectively,with a statistically sig-nificant difference(x2=47.18,P<0.001).The HCV positive rate in the 50-<60 age group was the highest(0.76%),followed by the 40-<50 age group(0.71%).Difference among all age groups was statistically signifi-cant(x2=696.74,P<0.001).In 2003,91 113 inpatients were surveyed.35 145 of whom underwent HCV test,resulting in a detection rate of 38.57%;775 patients were infected with HCV,with a positive rate of 2.21%.In 2020,HCV positive rates in hospitals of different scales were 0.46%-0.63%,with the highest in hospital with bed numbers ranging 600-899.Patients'HCV positive rates in hospitals of different scales was statistically signifi-cant(X2=35.34,P<0.001).In 2020,12 provinces/municipalities had over 10 000 patients underwent HCV-rela-ted test,and HCV positive rates ranged 0.19%-0.81%,with the highest rate from Hainan Province.HCV posi-tive rates in different departments were 0.06%-0.82%,with the lowest positive rate in the department of pedia-trics and the highest in the department of internal medicine.In 2003 and 2020,HCV positive rates in the depart-ment of infectious diseases were the highest,being 7.95%and 3.48%,respectively.Followed by departments of orthopedics(7.72%),gastroenterology(3.77%),nephrology(3.57%)and general intensive care unit(ICU,3.10%)in 2003,as well as departments of gastroenterology(1.35%),nephrology(1.18%),endocrinology(0.91%),and general intensive care unit(ICU,0.79%)in 2020.Conclusion Compared with 2003,HCV positive rate decreased significantly in 2020.HCV infected patients were mainly from the department of infectious diseases,followed by departments of gastroenterology,nephrology and general ICU.HCV infection positive rate varies with gender,age,and region.
5.Efficacy of unilateral adrenalectomy in the treatment of primary pigmented nodular adrenocortical disease
Guoyang ZHENG ; Yushi ZHANG ; Hanzhong LI ; Jin WEN ; Xingcheng WU ; Wenda WANG ; Yang ZHAO ; Zhan WANG ; Yi LIU ; Jingci CHEN
Chinese Journal of Urology 2024;45(4):276-281
Objective:Investigating the efficacy of unilateral adrenalectomy in treatment for primary pigmented nodular adrenocortical disease (PPNAD).Methods:Clinical data of 26 patients with PPNAD treated in our hospital from January 2013 to June 2023 was retrospectively analyzed.There were 11 males and 15 females, with an average age of (19.4±4.7) years. 25 cases presented with typical Cushing's syndrome, and 16 cases were diagnosed with Carney's syndrome. PRKAR1A gene mutation detected in 8 out of 10 cases. CT showed multiple small nodules on bilateral adrenal glands in 14 cases, unilateral small nodules or mild thickening with normal contralateral glands in 8 cases, and no obvious abnormalities in 4 cases. All patients showed autonomous oversecretion of cortisol by endocrine laboratory tests, with a median 24 h-UFC of 408.35 (334.28, 800.78) μg/24 h and decreased level of adrenocorticotropic hormone. All 26 patients underwent laparoscopic unilateral adrenalectomy, with left side adrenalectomy in 8 cases and right side adrenalectomy in 18 cases.Results:The average surgical duration was (85.2±28.7) minutes, with intraoperative blood loss <50 ml in all cases. The median time to drainage tube removal post-operation was 3 (2, 3) days. One patient developed a postoperative pulmonary infection, and 3 patients required postoperative hormone replacement therapy. The median follow-up duration was 64 (31.5, 103.8) months, and all patients showed alleviation of Cushing syndrome clinical manifestations after operations. 19 patients (73.1%) had their 24 h-UFC levels normalized to a median of 42.0 (22.4, 58.3) μg/24 h within 8.5 (5, 46) days post-surgery. 7 patients (26.9%) did not achieve normal 24 h-UFC levels, yet experienced an average reduction of (73.2±10.4)%. 13 patients (50.0%) did not experience recurrence, with a median follow-up of 51 (7, 89.5) months, including two cases without recurrence at 10 years post-surgery. 13 patients showed recurrent increase in postoperative cortisol levels, with a median of 225.6 (188.9, 397.2) μg/24 h. The median time to increased 24 h-UFC post-surgery was 27 (13.5, 50.5) months, with the longest duration reaching 104 months. Among these, 9 cases exhibited clinical signs and symptoms of recurrence, while 4 cases did not. Of the 13 patients with recurrence, 9 underwent contralateral adrenalectomy or subtotal resection, while 4 were observed with follow-up.Conclusions:Unilateral adrenalectomy could be a surgical treatment option for PPNAD. Despite the recurrence in some patients postoperatively, unilateral adrenalectomy could effectively and rapidly reduce cortisol levels in PPNAD patients and alleviate the clinical manifestations of Cushing syndrome.
6.Study on predictive value of MIB-1 in the diagnosis and prognosis of adrenocortical carcinoma
Jianhua DENG ; Zhan WAN ; Yi LIU ; Jin WEN ; Yushi ZHANG
Chinese Journal of Urology 2024;45(4):294-298
Objective:To explore the value of nuclear proliferation index (MIB-1) in the diagnosis and prognosis of adrenal cortical carcinoma (ACC).Methods:A retrospective analysis was conducted on the clinical data of ACC patients and patients with benign adrenal lesions admitted to Beijing Union Medical College Hospital from June 2018 to August 2022. There were 59 cases in the ACC group, 25 males and 34 females, with a male to female ratio of 1∶1.4. Age (46.1 ± 2.1) years old, including 4 cases under 20 years old, 7 cases between 21-30 years old, 11 cases between 31-40 years old, 14 cases between 41-50 years old, 13 cases between 51-60 years old, 8 cases between 61-70 years old, and 2 cases over 70 years old. Body mass index (24.3 ± 2.4) kg/m 2. Systolic blood pressure (149.3 ± 5.2) mmHg (1 mmHg=0.133 kPa) and diastolic blood pressure (93.4±1.7) mmHg. There were 51 cases of typical Cushing's syndrome, 52 cases of hypertension, 44 cases of elevated blood sugar, 16 cases of hypokalemia, and 16 cases of menstrual abnormalities and acne caused by androgen secretion. Laboratory examination: Blood glucose (7.2 ± 0.3) mmol/L, glycated hemoglobin (8.6 ± 1.4)%, total cholesterol (5.7 ± 0.3) mmol/L, and triglycerides (2.0 ± 0.3) mmol/L. 24-hour urine free cortisol (234.4 ± 39.0)μg/24 h, with 46 cases showing an increase, and at 8am, corticotropin releasing hormone (9.5 ± 4.1) pg/ml, with 48 cases showing a decrease. Blood free cortisol (401.2 ± 17.1)μg/dl, with 42 cases of rhythm disappearance. 17 cases showed elevated aldosterone levels. Dehydroepiandrosterone sulfate (713 ± 159)μg/dl, of which 16 cases increased. Neuroenolase (21.2 ± 5.3) ng/ml, of which 27 cases were elevated. Insulin like growth factor-1 was (272.0 ± 42.1) ng/ml, with 26 cases showing an increase. 46 routine high-dose and low-dose dexamethasone inhibition tests were not suppressed. 39 cases of tumors were functional. 59 cases underwent preoperative abdominal and pelvic contrast-enhanced CT, MRI, and B-ultrasound examination, and 21 cases underwent PET/CT examination. The tumors were located in 32 cases on the left, 26 cases on the right, and 1 case on both sides. The maximum diameter of the tumor was (9.6 ± 1.7) cm, with 43 cases ≤10 cm and 16 cases >10 cm. There were 5 cases with lymph node metastasis, 16 cases with distant metastasis, and 11 cases with local invasion. There were 4 cases of tumor ENSAT clinical staging stage Ⅰ(T 1N 0M 0 stage), 27 cases of stage Ⅱ(T 2N 0M 0 stage), 23 cases of stage Ⅲ(T 1-2N 1M 0 stage, T 3N 0M 0 stage), and 5 cases of stage Ⅳ(T 1-4N 0-1M 1 stage, T 3N 1M 0 stage, T 4N 0-1M 0 stage). Six cases were accompanied by tumor thrombi in the central adrenal vein, renal vein, and inferior vena cava. There were 53 cases of benign adrenal tumors, including 26 males and 27 females. Age (44.3±3.2) years old, typical manifestations of Cushing's syndrome in 28 cases, 24-hour urine free cortisol (176.4±41.2) μg/24 h. 27 cases showed disappearance of free cortisol rhythm. Dehydroepiandrosterone sulfate is normal. 23 routine high-dose and low-dose dexamethasone inhibition tests were not inhibited. The maximum diameter of the tumor is (4.2 ± 2.3) cm. T 1N 0M 0 stage patients undergo robotic or laparoscopic radical adrenalectomy, with the resection range including the surrounding lymphoid tissue of the tumor; Patients with stage ≥T 2 underwent open radical adrenalectomy and lymph node dissection. Six cases underwent radical adrenalectomy combined with nephrectomy due to tumor invasion of the kidneys with unclear boundaries. 11 cases of local implant metastasis underwent stereotactic radiotherapy. Nine patients with liver metastasis underwent Interventional Embolization treatment. Three cases with isolated lung metastases underwent surgical resection. Four cases of multiple lung metastases were treated with radiotherapy combined with mitotane. According to the postoperative pathological examination results, record the pathological Weiss score and MIB-1. Analyze the correlation between MIB-1 and clinical pathological indicators and prognosis of patients. Results:There were 59 cases in the ACC group, 35 cases of R0 resection, 19 cases of R1 resection and 5 cases of R2 resection.The postoperative pathological examination showed an average weight of approximately (371±52)g, with 42 cases having a tumor mass ≤ 300 g and 17 cases having a tumor mass>300 g. The positive rate of MIB-1 in the control group was 1% to 5%, while the positive rate of MIB-1 in the ACC group was greater than 5%, the difference between the two groups was statistically significant ( P<0.01). 53 patients diagnosed with capsule invasion, capsule rupture, intravascular tumor thrombus, and MIB-1>10% through postoperative pathological examination were treated with tumor bed radiotherapy and mitotan medication, followed by second-line combination immunotherapy and EDP chemotherapy. The 5-year survival rates of ACC patients with different tumor stages were 65% in stage Ⅰ, 58% in stage Ⅱ, 38% in stage Ⅲ, and less than 5% in stage Ⅳ. The total survival time of the two subgroups with low and high staging was 3.6 years and 1.1 years respectively ( P=0.003), while the disease-free survival time of the two groups was 25 months and 11 months, respectively ( P=0.011). R0 resection has a better prognosis than R1 and R2 resection, and its five-year survival rate is higher ( P=0.03). The 5-year survival rates of R0, R1, and R2 groups were 61%, 31%, and 17%, respectively( P=0.030).Survival analysis showed that adrenal cortical cancer patients with MIB-1 greater than 10% had a worse prognosis, with 5-year OS of 17% and 32% for both groups, respectively ( P=0.021). The Weiss score of the ACC group was (7±2). There were 21 cases in the Weiss score 3-5 group and 38 cases in the 6-9 group, the 5-year survival rates of the two groups were 62% and 19%, respectively ( P=0.017). Conclusions:MIB-1 can serve as an auxiliary diagnostic and prognostic indicator, and high expression of MIB-1 can contribute to the early diagnosis and determination of treatment strategies for ACC.
7.A real-world study on the features of postpartum hepatitis flares in pregnant women with chronic HBV infection
Zhan ZENG ; Mingfang ZHOU ; Yanjie LIN ; Xiaoyue BI ; Liu YANG ; Wen DENG ; Tingting JIANG ; Leiping HU ; Mengjiao XU ; Lu ZHANG ; Wei YI ; Minghui LI
Chinese Journal of Hepatology 2024;32(2):113-118
Objective:To analyze the clinical features of postpartum hepatitis flares in pregnant women with hepatitis B virus (HBV) infection.Methods:A retrospective study was conducted. Patients who met the enrollment criteria were included. Liver function and HBV virology tests were collected from pregnant women with chronic HBV infection at delivery, 6, 24, 36, and 48 weeks after delivery through the hospital information and test system. Additionally, antiviral therapy types and drug withdrawal times were collected. Statistical analysis was performed on all the resulting data.Results:A total of 533 pregnant women who met the inclusion criteria were included, with all patients aged (29.5±3.7) years old. A total of 408 cases received antiviral drugs during pregnancy to interrupt mother-to-child transmission. There was no significant difference in the levels of alanine aminotransferase (ALT, z ?=?-1.981, P ?=?0.048), aspartate aminotransferase (AST, z ?=?-3.956, P ?0.001), HBV load ( z ?=?-15.292, P ?0.001), and HBeAg ( z ?=?-4.77, P ?0.001) at delivery in patients who received medication and those who did not. All patients ALT, AST, total bilirubin, direct bilirubin, and albumin showed an upward trend within six weeks after delivery. A total of 231 cases developed hepatitis within 48 weeks after delivery. Among them, 173 cases first showed ALT abnormalities within six weeks postpartum. Conclusion:Hepatitis flare incidence peaked six weeks after delivery or six weeks after drug withdrawal in pregnant women with chronic HBV infection.
8.Effects of Tianma Jiannao Granules Combined with Hyperbaric Oxygen on Expressions of Inflammatory Factors,Matrix Metalloproteinase 9,Homocysteine and Superoxide Dismutase in Patients with Vascular Dementia
Xiao-Ling WU ; Wei-Min NING ; Fa-Sheng LIU ; Li-Min WEN ; Zhan ZHAO
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(10):2648-2655
Objective To investigate the effects of Tianma Jiannao Granules(derived from Banxia Baizhu Tianma Decoction)combined with hyperbaric oxygen on cognitive function,activities of daily living(ADL),and the expression levels of serum inflammatory factors,matrix metalloproteinase 9(MMP-9),homocysteine(Hcy)and superoxide dismutase(SOD)in patients with vascular dementia(VD).Methods A total of 100 VD patients with wind-phlegm and stasis obstruction type were randomly divided into a trial group and a control group,50 cases in each group.The patients in the two groups were given symptomatic treatment such as controlling blood pressure,lowering blood glucose and regulating blood lipid.Additionally,the control group was given Oxiracetam Capsules orally,and the trial group was given Tianma Jiannao Granules orally combined with hyperbaric oxygen therapy on the basis of treatment for the control group.The course of treatment covered 12 weeks.The changes of traditional Chinese medicine(TCM)syndrome scores,Mini-Mental State Examination(MMSE)scores,ADL scores,and the expression levels of serum inflammatory factors,neurotransmitters,apoptosis-related factors,MMP-9,Hcy and SOD in the two groups were observed before and after treatment.Results(1)The scale scoring showed that after treatment,the TCM syndrome scores and ADL scores of the two groups were significantly decreased compared with those before treatment(P<0.05),and the MMSE scores were significantly increased compared with those before treatment(P<0.05).The decrease of TCM syndrome scores and ADL scores and the increase of MMSE scores in the trial group were significantly superior to those in the control group(P<0.01).(2)After treatment,the serum levels of inflammatory factors such as tumor necrosis factor α(TNF-α),C-reactive protein(CRP)and interleukin 6(IL-6)in the two groups were significantly decreased compared with those before treatment(P<0.05),and the decrease of serum TNF-α,CRP and IL-6 levels in the trial group was significantly superior to that in the control group(P<0.01).(3)After treatment,the serum levels of neurotransmitters such as norepinephrine(NE),dopamine(DA)and 5-hydroxytryptamine(5-HT)in the two groups were significantly increased compared with those before treatment(P<0.05),and the increase of serum NE,DA and 5-HT levels in the trial group was significantly superior to that in the control group(P<0.01).(4)After treatment,the serum level of apoptosis-related factor of heme oxygenase-1(HO-1)in the two groups was significantly increased compared with that before treatment(P<0.05),and the levels of serum soluble apoptosis-related factors(sFAS)and their ligands(sFASL)were significantly decreased compared with those before treatment(P<0.05).The increase of serum HO-1 level and the decrease of serum sFAS and sFASL levels in the trial group were significantly superior to those in the control group(P<0.01).(5)After treatment,the serum SOD level in the two groups was significantly increased compared with that before treatment(P<0.05),and the levels of serum MMP-9 and Hcy were significantly decreased compared with those before treatment(P<0.05).The increase of serum SOD level and the decrease of serum MMP-9 and Hcy levels in the trial group were significantly superior to those in the control group(P<0.01).Conclusion Tianma Jiannao Granules combined with hyperbaric oxygen is effective on improving the cognitive function and ADL of VD patients,and has certain effects on counteracting inflammatory response and oxidation and on regulating the expression of neurotransmitters.
9.Analysis of Therapeutic Efficacy and Adverse Prognostic Factors of Secondary Central Nervous System Lymphoma
Ning WANG ; Fei-Li CHEN ; Yi-Lan HUANG ; Xin-Miao JIANG ; Xiao-Juan WEI ; Si-Chu LIU ; Yan TENG ; Lu PAN ; Ling HUANG ; Han-Guo GUO ; Zhan-Li LIANG ; Wen-Yu LI
Journal of Experimental Hematology 2024;32(5):1420-1426
Objective:To explore the therapeutic efficacy and prognostic factors of induction therapy for secondary central nervous system lymphoma(SCNSL).Methods:Clinical data of patients diagnosed with SCNSL from 2010 to 2021 at Guangdong Provincial People's Hospital were retrospectively collected.A retrospective cohort study was performed on all and grouped patients to analyze the efficacy and survival.Multivariate logistic regression analysis was used to explore the adverse prognostic factors.Results:Thirty-seven diffuse large B-cell lymphoma patients with secondary central involvement were included in the research.Their 2-year overall survival(OS)rate was 46.01%and median survival time was 18.1 months.The 2-year OS rates of HD-MTX group and TMZ group were 34.3%and 61%,median survival time were 8.7 and 38.3 months,and median progression-free survival time were 8.1 and 47 months,respectively.Multivariate logistic regression analysis showed that age,sex,IPI,Ann Arbor stage were correlated with patient survival time.The median survival time of patients with CD79B,KMT2D,CXCR4.ERBB2,TBL1XR1,BTG2,MYC,MYD88,and PIM1 mutations was 8.2 months,which was lower than the overall level.Conclusion:HD-MTX combined with TMZ as the first-line strategy may improve patient prognosis,and early application of gene sequencing is beneficial for evaluating prognosis.
10.Bioinformatics combined with machine learning to identify early warning markers for severe dengue
Yizi XIE ; Shaofeng ZHAN ; Huiting HUANG ; Wujin WEN ; Xiaohong LIU ; Yong JIANG
Journal of China Medical University 2024;53(7):583-590
Objective The goals of this study were to identify early warning markers of severe dengue based on bioinformatics com-bined with machine learning,and explore the evaluation system of the risk of occurrence of severe dengue.Methods Based on the Gene Expression Omnibus database,the differentially expressed genes between dengue and severe dengue were analyzed,and Gene Ontology and Kyoto Encyclopedia of Genes and Genomes enrichment analyses were conducted.Early warning genes of severe dengue were screened using a random forest model,and the accuracy of the genes was verified using receiver operating characteristic(ROC)curves.Finally,nomograms were constructed to quantify the warning genes and predict the risk of progression from dengue to severe dengue based on the expression level of these genes.Results A total of 817 differentially expressed genes were identified,along with the associated biolo-gical processes that may be closely related to the occurrence and development of severe dengue,namely,antimicrobial humoral response,humoral immune response,serine hydrolase activity,and arachidonic acid metabolism.Based on this analysis,five early warning genes were isolated:AZU1,PDCD4,COL4A3BP,TRPM4,and ATP4A.Among these,ATP4A,COL4A3BP,and TRPM4 showed low expression levels,whereas AZU1and PDCD4were highly expressed.The ROC curves indicated that these genes were accurate pre-dictors of severe dengue.The nomograms indicated good predictive accuracy,clinical benefit rate,and clinical effectiveness of the model.Conclusion Measuring the expression levels of five warning genes(AZU1,PDCD4,COL4A3BP,TRPM4,and ATP4A)may help to evaluate the risk of severe dengue.

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