1.Radiomics based on machine learning in predicting the long-term prognosis for triple-negative breast cancer after neoadjuvant chemotherapy
Bingqing XIA ; Cuiping LI ; Zhaoxia QIAN ; Qin XIAO ; He WANG ; Weimin CHAI ; Yajia GU
Chinese Journal of Radiology 2021;55(10):1059-1064
Objective:To explore the value of different radiomics models based on machine learning in predicting the risk of distant recurrence and metastasis of triple-negative breast cancer after neoadjuvant therapy.Methods:The clinical and imaging data of 150 patients with triple-negative breast cancer (TNBC) confirmed by histopathology were retrospectively analyzed. All patients underwent neoadjuvant chemotherapy and surgical resection from August 2011 to May 2017 in Fudan University Shanghai Cancer Center and Ruijin Hospital, Shanghai Jiao Tong University School of Medicine. One hundred and nine patients from Shanghai Fudan University Shanghai Cancer Center were used as the training group, and 41 patients from Ruijin Hospital, Shanghai Jiao Tong University School of Medicine were used as the validation group. The features were extracted from dynamic contrast-enhanced MRI (DCE-MRI) before treatment and were added with time domain features innovatively. Least absolute shrinkage and selection operator cross validation and recursive feature elimination were applied to select features. Six different supervised machine learning algorithms (logistic regression, linear discriminant analysis, k-nearest neighbor, naive bayesian, decision tree, support vector machine) were used to predict the prognosis. ROC curve, accuracy and F1 measure were used to evaluate the performance of the six algorithms, and also verified by the validation group.Results:The support vector machine algorithm had the best predictive effect in the recurrence and metastasis model based on 15 features, with the highest area under curve (training group was 0.917, validation group was 0.859), and the highest accuracy rate (training group was 87.5%, validation group was 82.9%) and the highest F1 measure (training group was 0.800, validation group was 0.741). In addition, of the 15 imaging features, 12 were the time domain features and 3 were spatial features.Conclusion:With the help of the time domain features and machine learning algorithms, radiomics signatures based on preoperative DCE-MRI can help predict the distant prognosis for TNBC after neoadjuvant chemotherapy and provide support for clinical decision making and follow-up management.
2.Curcumin inhibits Toll-like receptor 4/high mobility group box 1 pathway to protect lipopolysaccharide-induced acute lung injury
Zhen QIN ; Bo WANG ; Zhaoxia TAN ; Shuhua LUO
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2020;27(06):685-688
Objective To investigate the protective effect and mechanism of curcumin on lipopolysaccharide (LPS)-induced acute lung injury. Methods Totally 24 SD rats were randomly divided into a control group, a LPS group and a LPS+curcumin group (n=8 in each group). The degree of lung injury (oxygen partial pressure, wet/dry ratio, pathological scores) and inflammatory levels [tumor necrosis factor (TNF)-α, interleukin (IL)-6, monocyte chemotactic protein (MCP)-1, Toll-like receptor 4 (TLR4), mobility group box 1 protein (HMGB1) expression] of the lung were detected in different groups. Results Oxygen partial pressure was significantly lower in the LPS group than that in the control group (P<0.05), while wet/dry ratio, pathological scores and expression levels of TNF-α, IL-6, MCP-1, TLR4 and HMGB1 were significantly higher in the LPS group than those in the control group (P<0.05). Compared with the LPS group, curcumin significantly reduced wet/dry ratio, pathological scores and expression levels of TNF-α, IL-6, MCP-1, TLR4 and HMGB1 in the LPS+curcumin group (P<0.05), while it significantly improved oxygen partial pressure (P<0.05). Conclusion Curcumin might protect LPS-induced acute lung injury through inhibition of TLR4-HMGB1-inflammation pathway.
3.Passive pulmonary hypertension after cardiac surgery: from bench to bedside
TAN Zhaoxia ; LUO Nanfu ; QIN Zhen ; DU Lei
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2019;26(6):601-605
In left heart disease, pulmonary artery pressure would increase due to the elevated left atrial pressure. This type of pulmonary hypertension (PH) is belonged to type Ⅱ as a passive PH (pPH) in its classification. The essential cause of pPH is excessive blood volume. Recently, we have identified another type of pPH, which is induced by vasopressors. Vasopressor-induced pPH shares similar pathophysiological manifestations with left heart disease-induced pPH. pPH would, therefore, be aggressive if vasopressors were applied in patients with left heart disease, which may be common after cardiac surgery, because heart undergoing surgical trauma may require support of vasopressors. Unfortunately, pPH after cardiac surgery is often ignored because of the difficulty in diagnosis. To improve the understanding of pPH and its effect on outcomes, here we highlight the mechanisms of interaction between vasopressor-induced and left heart failure-induced pPH, and provide insights into its therapeutic options.
4. Heterogeneous phenotypes, genotypes, treatment and prevention of 1 003 patients with methylmalonic acidemia in the mainland of China
Yi LIU ; Yupeng LIU ; Yao ZHANG ; Jinqing SONG ; Hong ZHENG ; Hui DONG ; Yanyan MA ; Tongfei WU ; Qiao WANG ; Xiyuan LI ; Yuan DING ; Dongxiao LI ; Ying JIN ; Mengqiu LI ; Zhaoxia WANG ; Yun YUAN ; Haixia LI ; Jiong QIN ; Yanling YANG
Chinese Journal of Pediatrics 2018;56(6):414-420
Objective:
To analyz the current situation of the diagnosis, treatment and prevention of methylmalonic acidemia, the phenotypes, biochemical features and genotypes of the patients in the mainland of China, were investigated.
Methods:
Tottally 1 003 patients of methylmalonic acidemia from 26 provinces and municipalities of the mainland of China were enrolled. The clinical data, biochemical features and gene mutations were studied. Blood aminoacids and acylcarnitines, urine organic acids, and plasma total homocysteine were determined for the biochemical diagnosis. Gene analyses were performed for the genetic study of 661 patients. The patients were treated with individual intervention and long-term follow up. Prenatal diagnoses were carried out for 165 fetuses of the families.
Results:
Among 1 003 patients (580 boys and 423 girls), 296 cases (29.5%) had isolated methylmalonic acidemia; 707 cases (70.5%) had combined homocysteinemia; 59 patients (5.9%) were detected by newborn screening; 944 patients (94.1%) had the onset at the ages from several minutes after birth to 25 years and diagnosed at 3 days to 25 years of age. The main clinical presentations were psychomotor retardation and metabolic crisis. Multi-organ damage, including hematological abnormalities, pulmonary hypertension, kidney damage, were found. MMACHC, MUT, MMAA, MMAB, HCFC1, SUCLG1, SUCLA2 mutations were found in 631 patients (96.6%) out of 661 patients who accepted gene analysis. MMACHC mutations were detected in 460 patients (94.7%) out of 486 cases of methylmalonic acidemia combined with homocysteinemia. MUT mutations were found in 158 (90.3%) out of 169 cases of isolated methylmalonic acidemia. The development of 59 patients detected by newborn screening were normal; 918 cases (97.2%) were diagnosed after onset accepted the treatment. Forty-five of them completely recovered with normal development. Twenty-six patients (2.7%) died; 873 (92.5%) patients had mild to severe psychomotor retardation. Methylmalonic acidemia were found in 35 out of 165 fetuses by metabolites assay of amniotic fluid and amniocytes gene analysis.
Conclusion
Combined methylmalonic acidemia and homocysteinemia is the common type of methylmalonic acidemia in the mainland of China. CblC defect due to MMACHC mutations is the most common type of methylmalonic acidemia combined with homocysteinemia. MUT gene mutations are frequent in the patients with isolated methylmalonic acidemia. Newborn screening is key for the early diagnosis and the better outcome. Combined diagnosis of biochemical assays and gene analysis are reliable for the prenatal diagnosis of methylmalonic acidemia.
5.Study on effect of Dl-3n-butylphthalide in treating with delayed encephalopathy after severe carbon monoxide poisoning
Jing CHEN ; Zhaoxia QIN ; Weiguo LI ; Aijun LI
Clinical Medicine of China 2015;31(12):1099-1101
Objective To evaluate the prevention and treatment effect of butylphthalide injection in delayed encephalopathy after severe carbon monoxide poisoning(DESCMP).Methods One hundred and fiftyeight cases with severe carbon monoxide poisoning (SCMP) were randomly assigned to 2 groups.Observation group (n =83), butylphthalide treatment when SCMP was diagnosed;Control group (n =75), with no butylphthalide therapy.Incidence rate in 3 month, drug amount and the clinical effects of butylphthalide were observed.Results Observation group occurred 5 DEACMP, with the incidence rate of 6.58%, and control group occurred 14 cases,with the incidence rate of 18.67% ,significant difference was observed in two groups(x2 =154.204,P<0.05).There were also significant differences in the glasgow coma scale(14.00±1.89 vs.13.00 ±3.30,t =1.780, P< 0.05) and mini-mental state examination (26.20± 2.89 vs.19.57 ± 7.12, t =2.003, P<0.05) between the two groups.Conclusion Early treatment with butylphthalide can decrease the incidence rate of DEACMP.
6.Efficacy of oral fludarabine in patients with chronic lymphocytic leukemia/small lymphocytic lymphoma.
Yan ZHU ; Qun QIN ; Zhaoxia XIE
Journal of Central South University(Medical Sciences) 2013;38(3):221-224
OBJECTIVE:
To investigate the efficacy and safety of oral fludarabine in patients with chronic lymphocytic leukemia/small lymphocytic lymphoma (CLL/SLL).
METHODS:
The patients received oral fludarabine 40 mg/(m2.d) for 5 consecutive days, each treatment lasting 4 weeks. The efficacy was assessed with National Comprehensive Cancer Network (NCCN) criteria for response.
RESULTS:
Twenty-two patients received the treatment, a median of 4 cycles per patient. The rate of complete response (CR), partial response (PR), and overall response (OR) was 40.9% (9/22), 45.5% (10/22), and 86.4% (19/22), respectively. Among the 17 previously untreated patients, 7 (41.2%) achieved CR and 8 (47.0%) achieved PR. Two of the 5 pre-treated patients achieved CR and the other 2 achieved PR. During a median observation of 24 months, the overall survival rate was 81.8%. The main adverse reactions were myelosuppression and infection. Grade 1 to 3 granulocytopenia was found in 7 (31.8%) patients, and infection in 3 (13.6%) patients. Nonhematologic toxicity was mild. All the adverse reactions were reversible.
CONCLUSION
The oral fludarabine is effective, safe, and well-tolerated in the patients with CLL/ SLL.
Aged
;
Antineoplastic Agents
;
adverse effects
;
therapeutic use
;
Female
;
Humans
;
Leukemia, Lymphocytic, Chronic, B-Cell
;
drug therapy
;
Male
;
Middle Aged
;
Treatment Outcome
;
Vidarabine
;
adverse effects
;
analogs & derivatives
;
therapeutic use
7.Synergistic effect of hyperthermia and neferine on reverse multidrug resistance in adriamycin-resistant SGC7901/ADM gastric cancer cells.
Chenghui, HUANG ; Yaping, LI ; Peiguo, CAO ; Zhaoxia, XIE ; Zhiqiang, QIN
Journal of Huazhong University of Science and Technology (Medical Sciences) 2011;31(4):488-96
Multidrug resistance (MDR) plays a major obstacle to successful gastric cancer chemotherapy. The purpose of this study was to investigate the MDR reversal effect and mechanisms of hyperthermia in combination with neferine (Nef) in adriamycin (ADM) resistant human SGC7901/ADM gastric cancer cells. The MDR cells were heated at 42°C and 45°C for 30 min alone or combined with 10 μg/mL Nef. The cytotoxic effect of ADM was evaluated by MTT assay. Cellular plasma membrane lipid fluidity was detected by fluorescence polarization technique. Intracellular accumulation of ADM was monitored with high performance liquid chromatography. Mdr-1 mRNA, P-glycoprotein (P-gp), γH2AX expression and γH2AX foci formation were determined by real-time PCR, Western blot and immunocytochemical staining respectively. It was found that different heating methods induced different cytotoxic effects. Water submerged hyperthermia had the strongest cytotoxicity of ADM and Nef combined with hyperthermia had a synergistic cytotoxicity of ADM in the MDR cells. The water submerged hyperthermia increased the cell membrane fluidity. Both water submerged hyperthermia and Nef increased the intracellular accumulation of ADM. The water submerged hyperthermia and Nef down-regulated the expression of mdr-1 mRNA and P-gp. The water submerged hyperthermia could damage DNA and increase the γH2AX expression of SGC7901/ADM cells. The higher temperature was, the worse effect was. Our results show that combined treatment of hyperthermia with Nef can synergistically reverse MDR in human SGC7901/ADM gastric cancer cells.
8.Synergistic Effect of Hyperthermia and Neferine on Reverse Multidrug Resistance in Adriamycin-resistant SGC7901/ADM Gastric Cancer Cells
HUANG CHENGHUI ; LI YAPING ; CAO PEIGUO ; XIE ZHAOXIA ; QIN ZHIQIANG
Journal of Huazhong University of Science and Technology (Medical Sciences) 2011;31(4):488-496
Multidrug resistance (MDR) plays a major obstacle to successful gastric cancer chemotherapy.The purpose of this study was to investigate the MDR reversal effect and mechanisms of hyperthermia in combination with neferine (Nef) in adriamycin (ADM) resistant human SGC7901/ADM gastric cancer cells.The MDR cells were heated at 42℃ and 45℃ for 30 min alone or combined with 10 μg/mL Nef.The cytotoxic effect of ADM was evaluated by MTT assay.Cellular plasma membrane lipid fluidity was detected by fluorescence polarization technique.Intracellular accumulation of ADM was monitored with high performance liquid chromatography.Mdr-1 mRNA,P-glycoprotein (P-gp),γH2AX expression and γH2AX foci formation were determined by real-time PCR,Western blot and immunocytochemical staining respectively.It was found that different heating methods induced different cytotoxic effects.Water submerged hyperthermia had the strongest cytotoxicity of ADM and Nef combined with hyperthermia had a synergistic cytotoxicity of ADM in the MDR cells.The water submerged hyperthermia increased the cell membrane fluidity.Both water submerged hyperthermia and Nef increased the intracellular accumulation of ADM.The water submerged hyperthermia and Nef down-regulated the expression of mdr-1 mRNA and P-gp.The water submerged hyperthermia could damage DNA and increase the γH2AX expression of SGC7901/ADM cells.The higher temperature was,the worse effect was.Our results show that combined treatment of hyperthermia with Nef can synergistically reverse MDR in human SGC7901/ADM gastric cancer cells.
9.Effect of neferine combined with mdr-1shRNA on the expression of mdr-1/P-gp in K562/A02 cell line.
Qun QIN ; Xibin XIAO ; Zhaoxia XIE
Journal of Central South University(Medical Sciences) 2010;35(5):445-450
OBJECTIVE:
To determine the effect of neferine (Nef) combined with mdr-1shRNA on the expression of mdr/P-gp in K562/A02 cell line.
METHODS:
MTT assay was used to observe the cell proliferation. The expression level of P-gp was determined by Western blot and the transcription of mdr-1 gene was detected by semi-quantitative RT-PCR.
RESULTS:
After K562/A02 cells were treated by Nef or mdr-1shRNA alone or both for 24 h, the proliferation of K562/A02 cells was significantly higher in the Nef combined with mdr-1shRNA treatment group than that of Nef or mdr-1shRNA alone group (P<0.01).The expression of mdr-1/P-gp in the Nef with mdr-1 shRNA group was significantly lower than that of Nef or mdr-1shRNA alone group.
CONCLUSION
Nef enhances the inhibition of mdr-1shRNA expression vector on K562/A02 cell proliferation and on P-gp protein to effectively reverse multidrug resistance induced by mdr-1 gene encoding P-gp.
ATP Binding Cassette Transporter, Subfamily B
;
ATP Binding Cassette Transporter, Subfamily B, Member 1
;
genetics
;
metabolism
;
Benzylisoquinolines
;
pharmacology
;
Drug Resistance, Multiple
;
drug effects
;
Drug Resistance, Neoplasm
;
drug effects
;
Drug Synergism
;
Drugs, Chinese Herbal
;
pharmacology
;
Humans
;
K562 Cells
;
RNA, Small Interfering
;
genetics
;
pharmacology
10.Imaging screening of breast cancer: primary results in 5307 cases
Qin XIAO ; Guangyu LIU ; Xiaojing ZHENG ; Xiaohong WANG ; Quan LIU ; Zhaoxia JIANG ; Linghui XU ; Weijun PENG ; Danting HU ; Cai CHANG ; Zhimin SHAO ; Kunwei SHEN ; Yufang WANG ; Chao HAN ; Yajia GU
Chinese Journal of Radiology 2008;42(12):1266-1270
Objective To discuss the values of three screening methods for the detection of early breast cancer,and to analyze the features of the screening cancer.Methods The first screening of breast cancer were performed in 5307 women who aged from 20 to 76 years with median age of 49 years.The three screening methods included physical examination with ultrasound and mammography,physical examination with mammography and mammography only.The rate of recall,biopsy,cancer detection of three methods were analyzed and the mammographic findings were reviewed Chi-square test or Fisher's exact test were used for the statistics.Results The recall rates were 4.90% (49/1001),6.90%(166/2407)and 4.48% (85/1899) in three methods respectively,the biopsy rates were 1.60% (16/1001),1.04% (25/2407) and 0.63%(12/1899),the cancer detection rates were 0.50% (5/1001),0.17% (4/2407) and 0 (0/1899).There were statistical differences among the three groups (X2=12.99,6.264,8.764,P < 0.05).Physical examination with ultrasound and mammnography had the highest cancer detection rate,ten breast cancers were detected and 8 were early stage breast cancer.Of seven cancers detected by mammography,only two were found by ultrasound.A cluster of calcifications were found in 2 cases,linear calcifications in 2 cases.One case presented as a asymmetric density,one as a asymmetric density with calcifications,one as multiple nodules with a duster of calcifications.Two breast cancers presented as asymmetric density were missed on mammography and diagnosed correctly after retrospective review.Conclusion Physical examination with ultrasound and mammography is the best method for breast cancer screening.The breast cancer can be detected by mammography earlier than other methods.


Result Analysis
Print
Save
E-mail