1.Predictive efficacy of multimodal MRI-based machine learning models for glioblastoma multiforme MGMT promoter methylation states
Hong-lin LI ; Shi-ting HU ; Zi-heng ZHOU ; Bing LI ; Zhi-ping QI ; Ruo-qi LI ; Kai LIU ; Chun-feng HU ; Hai-tao GE
Chinese Medical Equipment Journal 2025;46(6):7-13
Objective To explore the predictive efficacy of several multimodal MRI-based machine learning models for the promoter methylation states of O6-methylguanine-DNA methyltransferase(MGMT)of glioblastoma muliforme(GBM)patients in terms of the GBM heterogeneity and the complexity of the tumor microenvironment.Methods Firstly,the multimodal MRI images of 317 GBM patients from The University of Pennsylvania Glioblastoma(UPENN-GBM)dataset were pre-processed,with four sequences involved in including T1-weighted imaging(T1WI)sequence,T1-weighted contrast-enhanced imaging(T1CE)sequence,T2-weighted imaging(T2WI)sequence and fluid-attenuated inversion recovery(FLAIR)sequence,and the radiomics features were extracted for two regions of interest(ROIs)such as the tumor core region and the tumor edema region.Secondly,the data of the 317 GBM patients were randomly divided into a training set(254 cases)and a test set(63 cases),which underwent normalization with Z-scores and feature selection and dimensionality reduction with Lasso regression.Finally,three models were established respectively with particle swarm optimization-support vector machine(PSO-SVM),C-support vector classification(C-SVC)and adaptive boosting(adaptive boosting(Adaboost)algorithms,and the predictive efficacy of the three models for glioblastoma multiforme MGMT promoter methylation states were evaluated in terms of accuracy and AUC.Results The Adaboost model based on T2WI sequence and radiomics features of the tumor core region had the highest predictive efficacy with accuracy and AUC values of 67%and 0.74,respectively,higher than those of other combinations of sequences,models and regions of interest.Conclusion The multimodal MRI-based machine learning models can be used for the prediction of glioblastoma multiforme MGMT promoter methylation states,which provides powerful support for personalized treatment and prognostic assessment of GBM.[Chinese Medical Equipment Journal,2025,46(6):7-13]
2.Predictive efficacy of multimodal MRI-based machine learning models for glioblastoma multiforme MGMT promoter methylation states
Hong-lin LI ; Shi-ting HU ; Zi-heng ZHOU ; Bing LI ; Zhi-ping QI ; Ruo-qi LI ; Kai LIU ; Chun-feng HU ; Hai-tao GE
Chinese Medical Equipment Journal 2025;46(6):7-13
Objective To explore the predictive efficacy of several multimodal MRI-based machine learning models for the promoter methylation states of O6-methylguanine-DNA methyltransferase(MGMT)of glioblastoma muliforme(GBM)patients in terms of the GBM heterogeneity and the complexity of the tumor microenvironment.Methods Firstly,the multimodal MRI images of 317 GBM patients from The University of Pennsylvania Glioblastoma(UPENN-GBM)dataset were pre-processed,with four sequences involved in including T1-weighted imaging(T1WI)sequence,T1-weighted contrast-enhanced imaging(T1CE)sequence,T2-weighted imaging(T2WI)sequence and fluid-attenuated inversion recovery(FLAIR)sequence,and the radiomics features were extracted for two regions of interest(ROIs)such as the tumor core region and the tumor edema region.Secondly,the data of the 317 GBM patients were randomly divided into a training set(254 cases)and a test set(63 cases),which underwent normalization with Z-scores and feature selection and dimensionality reduction with Lasso regression.Finally,three models were established respectively with particle swarm optimization-support vector machine(PSO-SVM),C-support vector classification(C-SVC)and adaptive boosting(adaptive boosting(Adaboost)algorithms,and the predictive efficacy of the three models for glioblastoma multiforme MGMT promoter methylation states were evaluated in terms of accuracy and AUC.Results The Adaboost model based on T2WI sequence and radiomics features of the tumor core region had the highest predictive efficacy with accuracy and AUC values of 67%and 0.74,respectively,higher than those of other combinations of sequences,models and regions of interest.Conclusion The multimodal MRI-based machine learning models can be used for the prediction of glioblastoma multiforme MGMT promoter methylation states,which provides powerful support for personalized treatment and prognostic assessment of GBM.[Chinese Medical Equipment Journal,2025,46(6):7-13]
3.SPATIAL REPELLENT EFFECT OF DIMEFLUTHRIN AGAINST AEDES ALBOPICTUS
Yu-Tong DU ; Jing-Hong CAI ; Ning-Xin ZHOU ; Qing LIU ; Jing-Wen XIE ; Ming WANG ; Zi-Ge YIN ; Heng-Duan ZHANG ; Tong-Yan ZHAO
Acta Parasitologica et Medica Entomologica Sinica 2024;31(3):163-167
Objective Observation of the response of Aedes albopictus to DEET and Dimefluthrin in the Three-Part Tube to evaluate the effectiveness of spatial repellency of dimefluthrin.Methods Referenced to the structure and principle of the HITTS device,the Three-Part Tube were designed to observe the behaviors and response of Ae.albopictus to dimefluthrin and deet in the Three-Part Tube.Results Aedes albopictus showed no repellent response in the blank condition of the Three-Part Tube(P>0.05).When tested with DEET in the Three-Part Tube,Aedes albopictus showed repellent effects at 1.0%to 50.0%(P<0.05).For dimefluthrin,repellency was observed at concentrations ranging from 0.0035%to 0.0050%(P<0.05).The repellent effect of 0.0050%dimefluthrin was comparable to that of 20%DEET,with no statistically significant difference(P>0.999).Conclusions Dimefluthrin at concentrations ranging from 0.0035%to 0.0050%had good spatial repellency against Ae.albopictus.
4.Analysis on the household secondary attack rates of the SARS-CoV-2 Delta variant and the associated factors.
Tao MA ; Song Ning DING ; Jun Jun WANG ; Ya Qiong LIANG ; Qin Yi ZHOU ; Heng Xue WANG ; Yue Yuan ZHAO ; Zi Kang YAN ; Hua Feng FAN ; Nan ZHOU
Chinese Journal of Preventive Medicine 2023;57(1):8-14
Objective: To evaluate the household secondary attack rates of the SARS-CoV-2 Delta variant and the associated factors. Methods: A COVID-19 outbreak caused by the Delta variant occurred in Nanjing in July 2021. A total of 235 cases with current addresses in Nanjing were reported from 171 households. The subjects in this study were selected from household close contact(s) of infected cases. The information on household index cases and their contacts were collected, and the household secondary attack rate (HSAR) and the risk factors were analyzed by the multi-factor logistic regression model. Results: A total of 234 cases of household close contacts and 64 household secondary cases were reported from 103 households, and the HSAR was 27.4% (64/234, 95%CI:22.0% to 33.4%). The proportions of household size for 2 to 3, 4 to 5, and 6 to 9 were 64.1% (66), 26.2% (27) and 9.7% (10), respectively. A total of 35 cases of household cluster outbreaks were reported (35/103, 34.0%). The number of the first case in the household (FCH) was 103 and males accounted for 27.2% (28 cases), with the median age (Q1, Q3) of 49 (9, 56). The number of household close contacts was 234 and males accounted for 59.0% (138 cases), with the median age (Q1, Q3) of 42 (20, 55) and the median exposure period (Q1, Q3) of 3 (1, 3) days. The multi-factor logistic regression model showed that the higher HSAR was observed in the FCH with the features of airport staff (OR=2.913, 95%CI:1.469-5.774), detection from home quarantine screening (OR=6.795, 95%CI:1.761-26.219) and detection from mass screening (OR=4.239, 95%CI:1.098-16.368). Meanwhile, higher HSAR was observed in cases with longer household exposure (OR=1.221, 95%CI:1.040-1.432), non-vaccination (OR=2.963, 95%CI:1.288-6.813) and incomplete vaccinations (OR=2.842, 95%CI:0.925-8.731). Conclusion: The generation interval of the Delta variant is shortened, and the ability of transmission within the household is enhanced. In the outbreak in Nanjing, the associated factors of HSAR are occupation, detection route, vaccination and exposure period.
Male
;
Humans
;
SARS-CoV-2
;
COVID-19/epidemiology*
;
Incidence
;
Family Characteristics
5.Inhibition of glutaminolysis alleviates myocardial fibrosis induced by angiotensin II.
Pan-Pan WANG ; Hao-Miao BAI ; Si-Yu HE ; Zi-Qi XIA ; Mei-Jie LIU ; Jiong AN ; Jia-Heng ZHOU ; Chen-Han LI ; Wei ZHANG ; Xing ZHANG ; Xin-Pei WANG ; Jia LI
Acta Physiologica Sinica 2023;75(2):179-187
The present study was aimed to investigate the role and mechanism of glutaminolysis of cardiac fibroblasts (CFs) in hypertension-induced myocardial fibrosis. C57BL/6J mice were administered with a chronic infusion of angiotensin II (Ang II, 1.6 mg/kg per d) with a micro-osmotic pump to induce myocardial fibrosis. Masson staining was used to evaluate myocardial fibrosis. The mice were intraperitoneally injected with BPTES (12.5 mg/kg), a glutaminase 1 (GLS1)-specific inhibitor, to inhibit glutaminolysis simultaneously. Immunohistochemistry and Western blot were used to detect protein expression levels of GLS1, Collagen I and Collagen III in cardiac tissue. Neonatal Sprague-Dawley (SD) rat CFs were treated with 4 mmol/L glutamine (Gln) or BPTES (5 μmol/L) with or without Ang II (0.4 μmol/L) stimulation. The CFs were also treated with 2 mmol/L α-ketoglutarate (α-KG) under the stimulation of Ang II and BPTES. Wound healing test and CCK-8 were used to detect CFs migration and proliferation respectively. RT-qPCR and Western blot were used to detect mRNA and protein expression levels of GLS1, Collagen I and Collagen III. The results showed that blood pressure, heart weight and myocardial fibrosis were increased in Ang II-treated mice, and GLS1 expression in cardiac tissue was also significantly up-regulated. Gln significantly promoted the proliferation, migration, mRNA and protein expression of GLS1, Collagen I and Collagen III in the CFs with or without Ang II stimulation, whereas BPTES significantly decreased the above indices in the CFs. α-KG supplementation reversed the inhibitory effect of BPTES on the CFs under Ang II stimulation. Furthermore, in vivo intraperitoneal injection of BPTES alleviated cardiac fibrosis of Ang II-treated mice. In conclusion, glutaminolysis plays an important role in the process of cardiac fibrosis induced by Ang II. Targeted inhibition of glutaminolysis may be a new strategy for the treatment of myocardial fibrosis.
Rats
;
Mice
;
Animals
;
Rats, Sprague-Dawley
;
Angiotensin II/pharmacology*
;
Fibroblasts
;
Mice, Inbred C57BL
;
Fibrosis
;
Collagen/pharmacology*
;
Collagen Type I/metabolism*
;
RNA, Messenger/metabolism*
;
Myocardium/pathology*
6.Periplaneta americana extract CⅡ-3 induces senescence of leukemia K562 cells via SIRT1/mTOR signaling pathway.
Si-Yue HE ; Cheng-Gui ZHANG ; Heng LIU ; Yue ZHOU ; Zi-Yun TANG ; Zi-Ying BI ; Lu TIAN ; Min-Rui LI
China Journal of Chinese Materia Medica 2023;48(11):3039-3045
This study aims to investigate the role of slient mating-type information regulation 2 homolog 1(SIRT1)/tuberous sclerosis complex 2(TSC2)/mammalian target of rapamycin(mTOR) signaling pathways in the Periplaneta americana extract CⅡ-3-induced senescence of human leukemia K562 cells. K562 cells were cultured in vitro and treated with 0(control), 5, 10, 20, 40, 80, and 160 μg·mL~(-1) of P. americana extract CⅡ-3. Cell counting kit-8(CCK-8) and flow cytometry were employed to examine the proliferation and cell cycle of the K562 cells. Senescence-associated β-galactosidase stain kit(SA-β-gal) was used to detect the positive rate of senescent cells. Mitochondrial membrane potential was detected by flow cytometry. The relative mRNA level of telomerase reverse transcriptase(TERT) was determined by fluorescence quantitative PCR. The mRNA and protein levels of SIRT1, TSC2, and mTOR were determined by fluorescence quantitative PCR and Western blot, respectively. The results showed that CⅡ-3 significantly inhibited the proliferation of K562 cells and the treatment with 80 μg·mL~(-1) CⅡ-3 for 72 h had the highest inhibition rate. Therefore, 80 μg·mL~(-1) CⅡ-3 treatment for 72 h was selected as the standard for subsequent experiments. Compared with the control group, CⅡ-3 increased the proportion of cells arrested in G_0/G_1 phase, decreased the proportion of cells in S phase, increased the positive rate of SA-β-Gal staining, elevated the mitochondrial membrane potential and down-regulated the mRNA expression of TERT. Furthermore, the mRNA expression of SIRT1 and TSC2 was down-regulated, while the mRNA expression of mTOR was up-regulated. The protein expression of SIRT1 and p-TSC2 was down-regulated, while the protein expression of p-mTOR was up-regulated. The results indicated that P. americana extract CⅡ-3 induced the senescence of K562 cells via the SIRT1/mTOR signaling pathway.
Humans
;
Animals
;
Periplaneta
;
Sirtuin 1/genetics*
;
K562 Cells
;
Signal Transduction
;
TOR Serine-Threonine Kinases/genetics*
;
RNA, Messenger
;
Mammals
7.Clinical Safety of NK Cell in the Prevention of Leukemia Relapse Post-transplantation and in Treatment of the Elderly Leukemia Patients.
Jing LIU ; Xiao-Li ZHENG ; Mei XUE ; Ling ZHU ; Li DING ; Dong-Mei HAN ; Hong-Min YAN ; Sheng LI ; Ji-Dong MA ; Xi-Tong TAN ; Jie-Xin ZHOU ; Zi-Kuan GUO ; Heng-Xiang WANG
Journal of Experimental Hematology 2022;30(4):1267-1271
OBJECTIVE:
To observe the safety of donor NK cell infusions in the settings of hematopoietic stem cell transplantation and after consolidation chemotherapy in elderly patients with acute myeloid leukemia (AML).
METHODS:
Forty patients with AML were included, in which 21 patients aged over 60 years were at the stage of complete remission (CR) and 19 patients that received allogeneic hematopoietic stem cell transplantation (allo-HSCT). Mononucleated cells were isolated from peripheral blood from the donors (for allo-HSCT) or healthy immediate family members (elderly AML). The cells were seeded into the flasks pre-coated with NK cell specific activators, and expanded in media containing recombinant human IL-15 and IL-2 for 14 days. The cells were transfused intravenously after the identification of quality control. Trypan blue exclusion test was used for the determination of cell viability and counting. Flow cytometry analysis was performed to assess the surface antigenic profile. Seventy-eight infusions of the cell products were received by the elderly patients with AML after consolidation chemotherapy, 11 infusions were received by the patients during allo-HSCT and 32 infusions 3 moths after transplantation. The safety of cell therapy, body temperature, blood pressure and other indexes were observe during and 48 hours after cell transfusion. Meanwhile, the occurrence and severity of acute graft-versus-host disease (GVHD) were documented.
RESULTS:
Flow cytometry analysis showed that the proportion of NK cells (CD3-CD56+) in the mononucleated cells before culture was (14.10±4.22)% (n=121), and the proportion increased dramatically up to (87.29±8.75)% (n=121) after culture for 14 days, the number of NK cells increased to 753.47±140.13 times (n=121). The doses of the infused NK cells was (7.58±2.50)×107/kg per infusion. Moderate fever occurred in three cases after multiple infusions, and the temperature restored to normal on the same day after treatment. Fever was observed in one patient after every infusion of four times in total. The temperature reached to 38.5-39.0 ℃ and returned to normal within 1-2 hours after adequate antipyretic treatment, and then there was no discomfort. No GVHD was observed in the elderly AML patients, while 6 cases that received allo-HSCT developed moderate acute GVHD, among them grade I in 5 cases and grade II in 1 case. No other severe toxicities were observed.
CONCLUSION
NK cell products with a high-purity could be obtained by ex vivo expansion with this protocol. The transfusion of these expanded cells is generally safe in the elderly patients with AML that have received chemotherapy or patients that received hematopoietic stem cell transplantation.
Aged
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Graft vs Host Disease/prevention & control*
;
Hematopoietic Stem Cell Transplantation
;
Humans
;
Killer Cells, Natural
;
Leukemia, Myeloid, Acute/therapy*
;
Middle Aged
;
Recurrence
8.Life History Recorded in the Vagino-cervical Microbiome Along with Multi-omes
Jie ZHUYE ; Chen CHEN ; Hao LILAN ; Li FEI ; Song LIJU ; Zhang XIAOWEI ; Zhu JIE ; Tian LIU ; Tong XIN ; Cai KAIYE ; Zhang ZHE ; Ju YANMEI ; Yu XINLEI ; Li YING ; Zhou HONGCHENG ; Lu HAORONG ; Qiu XUEMEI ; Li QIANG ; Liao YUNLI ; Zhou DONGSHENG ; Lian HENG ; Zuo YONG ; Chen XIAOMIN ; Rao WEIQIAO ; Ren YAN ; Wang YUAN ; Zi JIN ; Wang RONG ; Liu NA ; Wu JINGHUA ; Zhang WEI ; Liu XIAO ; Zong YANG ; Liu WEIBIN ; Xiao LIANG ; Hou YONG ; Xu XUN ; Yang HUANMING ; Wang JIAN ; Kristiansen KARSTEN ; Jia HUIJUE
Genomics, Proteomics & Bioinformatics 2022;20(2):304-321
The vagina contains at least a billion microbial cells,dominated by lactobacilli.Here we perform metagenomic shotgun sequencing on cervical and fecal samples from a cohort of 516 Chinese women of reproductive age,as well as cervical,fecal,and salivary samples from a second cohort of 632 women.Factors such as pregnancy history,delivery history,cesarean section,and breastfeeding were all more important than menstrual cycle in shaping the microbiome,and such information would be necessary before trying to interpret differences between vagino-cervical micro-biome data.Greater proportion of Bifidobacterium breve was seen with older age at sexual debut.The relative abundance of lactobacilli especially Lactobacillus crispatus was negatively associated with pregnancy history.Potential markers for lack of menstrual regularity,heavy flow,dysmenor-rhea,and contraceptives were also identified.Lactobacilli were rare during breastfeeding or post-menopause.Other features such as mood fluctuations and facial speckles could potentially be predicted from the vagino-cervical microbiome.Gut and salivary microbiomes,plasma vitamins,metals,amino acids,and hormones showed associations with the vagino-cervical microbiome.Our results offer an unprecedented glimpse into the microbiota of the female reproductive tract and call for international collaborations to better understand its long-term health impact other than in the settings of infection or pre-term birth.
9.Clinical efficiency of holmium laser enucleation of the prostate for small-volume benign prostatic hyperplasia with severe LUTS.
Zi-Wei WEI ; Meng GU ; Yan-Bo CHEN ; Chong LIU ; Heng-Hua ZHOU ; Man-Mei LONG ; Yu-Cheng TAO ; Xiang WAN ; Qi CHEN ; Zhi-Kang CAI ; Zhong WANG
National Journal of Andrology 2021;27(9):787-792
Objective:
To evaluate the safety and clinical efficiency of holmium laser enucleation of the prostate (HoLEP) in the treatment of small-volume BPH (SBPH) complicated by severe lower urinary tract symptoms (LUTS).
METHODS:
We retrospectively analyzed the clinical data on 82 cases of SBPH with severe LUTS treated by HoLEP from January 2017 to December 2018. The patients were aged (65.5 ± 7.6) years, with a mean prostate volume of <40 ml, a total IPSS of 24.8 ± 4.6, a QOL score of 5.2 ± 0.8, the maximum urinary flow rate (Qmax) of (7.6 ± 3.7) ml/s, and a mean PSA level of (1.8 ± 1.4) μg/L.
RESULTS:
All the operations were successfully completed, the mean operation time averaging (30.2 ± 5.0) min, enucleation time (26.7 ± 5.6) min and comminution time (3.5 ± 1.1) min, and the enucleated tissue weighing (20.3 ± 4.9) g. After surgery, the bladders were irrigated for (3.5 ± 1.9) h, with (3.0 ± 1.7) L of rinse solution, and catheterization lasted (24.8 ± 9.7) h. Histopathology revealed moderate or severe lymphocytic infiltration in 69 cases (84.1%). At 6 months after operation, significant improvement was observed in the IPSS, QOL, Qmax and PSA level compared with the baseline (P < 0.05). To date, no urethral stricture-related reoperation was ever necessitated.
CONCLUSIONS
HoLEP is safe and effective for the treatment of SBPH complicated by severe LUTS and can be employed after adequate preoperative evaluation of the patient.《.
Humans
;
Lasers, Solid-State
;
Lower Urinary Tract Symptoms/surgery*
;
Male
;
Prostate/surgery*
;
Prostatic Hyperplasia/surgery*
;
Quality of Life
;
Retrospective Studies
10. Basic and clinical research progress in pulmonary alveolar microlithiasis
Zi-heng PENG ; Da-peng ZHOU ; Dan-dan SHANG
Journal of Medical Postgraduates 2018;31(10):1110-1114
Pulmonary alveolar microlithiasis (PAM) is a rare genetic disease characterized by calcifications within the alveoli in the lung. Mutations in SLC34A2 gene, which encodes a type IIb sodiumphosphate cotransporter, are responsible for PAM, leading to the intra-alveolar accumulation of phosphate which favors the formation of microliths. A "sandstorm" appearance is the typical radiographic presentation of PAM. The hallmark of this disorder is clinical-radiological dissociation, with typical imaging findings, specific pathological findings and closely correlated specific genetic mutations. The disease has an insidious onset, runs a chronic course and the prognosis is poor. There is no effective treatment except for lung transplantation. This article summarizes the epidemiology, molecular genetics and clinical features of pulmonary alveolar calculi.

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