1.Artificial intelligence in predicting pathological complete response to neoadjuvant chemotherapy for breast cancer: current advances and challenges.
Sunwei HE ; Xiujuan LI ; Yuanzhong XIE ; Jixue HOU ; Baosan HAN ; Shengdong NIE
Journal of Biomedical Engineering 2025;42(5):1076-1084
With the rising incidence of breast cancer among women, neoadjuvant chemotherapy (NAC) is becoming increasingly crucial as a preoperative treatment modality, enabling tumor downstaging and volume reduction. However, its efficacy varies significantly among patients, underscoring the importance of predicting pathological complete response (pCR) following NAC. Early research relied on statistical methods to integrate clinical data for predicting treatment outcomes. With the advent of artificial intelligence (AI), traditional machine learning approaches were subsequently employed for efficacy prediction. Deep learning emerged to dominate this field, and demonstrated the capability to automatically extract imaging features and integrate multimodal data for pCR prediction. This review comprehensively examined the applications and limitations of these three methodologies in predicting breast cancer pCR. Future efforts must prioritize the development of superior predictive models to achieve precise predictions, integrate them into clinical workflows, enhance patient care, and ultimately improve therapeutic outcomes and quality of life.
Humans
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Breast Neoplasms/pathology*
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Neoadjuvant Therapy
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Artificial Intelligence
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Female
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Machine Learning
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Deep Learning
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Chemotherapy, Adjuvant
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Treatment Outcome
2.A prospective birth cohort study on the association between gestational blood pressure and neurodevelopment in 2-year-old children
Xianhe XIAO ; Lei CHEN ; Yanlong LI ; Zhaoying XIONG ; Yuanzhong ZHOU ; Wei XIA ; Yuanyuan LI ; Shunqing XU ; Huaicai ZENG ; Hongxiu LIU
Chinese Journal of Preventive Medicine 2024;58(9):1302-1310
Objective:To investigate the association between gestational blood pressure and neurodevelopment in 2-year-old children.Methods:Based on the"Wuhan Healthy Baby Birth Cohort", 3 754 mother-infant pairs were enrolled in this study. Based on multiple blood pressure measurements during pregnancy, the mean, cumulative, and variability of blood pressure throughout the entire pregnancy and each trimester were calculated. Blood pressure variability was evaluated using standard deviation (SD), coefficient of variability (CV), and variability independent of mean (VIM). Follow-up testing of neurodevelopment in infants and young children at the age of two was conducted to obtain the Mental Development Index (MDI) and the Psychomotor Development Index (PDI). The multivariate linear regression and generalized estimation equation were used to analyze the association between gestational blood pressure data and neurodevelopmental index.Results:The age of 3 754 pregnant women was (29.1±3.6) years, with a pre-pregnancy BMI of (20.9±2.7) kg/m2 and a gestational age of (39.3±1.2) weeks. The birth weight of 3 754 children was (3 330.9±397.7) grams, and the birth length was (50.3±1.6) centimeters. The results of the multivariate linear regression analysis showed that after adjusting for relevant confounding factors, the mean blood pressure, cumulative blood pressure, standard deviation of blood pressure, coefficient of variation of blood pressure, independent blood pressure variability of systolic blood pressure, diastolic blood pressure, and pulse pressure throughout pregnancy were negatively associated with the MDI and PDI scores of 2-year-old children. The analysis results of the generalized estimation equation showed that after adjusting for relevant confounding factors, the average systolic blood pressure in the first, second, and third trimesters was negatively associated with MDI/PDI. The negative association between cumulative blood pressure and MDI/PDI was only found in the first trimester. The negative association between blood pressure variation during pregnancy and MDI/PDI was mainly concentrated in the second and third trimesters.Conclusion:There is a negative association between gestational blood pressure and the neurodevelopmental index of 2-year-old children.
3.A prospective birth cohort study on the association between gestational blood pressure and neurodevelopment in 2-year-old children
Xianhe XIAO ; Lei CHEN ; Yanlong LI ; Zhaoying XIONG ; Yuanzhong ZHOU ; Wei XIA ; Yuanyuan LI ; Shunqing XU ; Huaicai ZENG ; Hongxiu LIU
Chinese Journal of Preventive Medicine 2024;58(9):1302-1310
Objective:To investigate the association between gestational blood pressure and neurodevelopment in 2-year-old children.Methods:Based on the"Wuhan Healthy Baby Birth Cohort", 3 754 mother-infant pairs were enrolled in this study. Based on multiple blood pressure measurements during pregnancy, the mean, cumulative, and variability of blood pressure throughout the entire pregnancy and each trimester were calculated. Blood pressure variability was evaluated using standard deviation (SD), coefficient of variability (CV), and variability independent of mean (VIM). Follow-up testing of neurodevelopment in infants and young children at the age of two was conducted to obtain the Mental Development Index (MDI) and the Psychomotor Development Index (PDI). The multivariate linear regression and generalized estimation equation were used to analyze the association between gestational blood pressure data and neurodevelopmental index.Results:The age of 3 754 pregnant women was (29.1±3.6) years, with a pre-pregnancy BMI of (20.9±2.7) kg/m2 and a gestational age of (39.3±1.2) weeks. The birth weight of 3 754 children was (3 330.9±397.7) grams, and the birth length was (50.3±1.6) centimeters. The results of the multivariate linear regression analysis showed that after adjusting for relevant confounding factors, the mean blood pressure, cumulative blood pressure, standard deviation of blood pressure, coefficient of variation of blood pressure, independent blood pressure variability of systolic blood pressure, diastolic blood pressure, and pulse pressure throughout pregnancy were negatively associated with the MDI and PDI scores of 2-year-old children. The analysis results of the generalized estimation equation showed that after adjusting for relevant confounding factors, the average systolic blood pressure in the first, second, and third trimesters was negatively associated with MDI/PDI. The negative association between cumulative blood pressure and MDI/PDI was only found in the first trimester. The negative association between blood pressure variation during pregnancy and MDI/PDI was mainly concentrated in the second and third trimesters.Conclusion:There is a negative association between gestational blood pressure and the neurodevelopmental index of 2-year-old children.
4.Inhibitory effect of ZhuJing pill variant formula medicated serum on H 2O 2-induced epithelial-mesenchymal transition of human RPE cells and its mechanism
Yan SHAO ; Yuanzhong ZHANG ; Ning YANG ; Li HANG ; Chunming CHEN ; Min LI ; Xinrong XU
Chinese Journal of Experimental Ophthalmology 2022;40(11):1013-1022
Objective:To study the effect of ZhuJing pill variant formula medicated serum on hydrogen peroxide (H 2O 2)-induced epithelial-mesenchymal transition (EMT) of human retinal pigment epithelial (ARPE-19) cells and its mechanism. Methods:Thirty female SPF grade SD rats aged 2 months old were selected.The rats were randomized into blank control group and Zhujing pill variant formula group according to random number table method, with 15 in each group, which were intragastrically administered with normal saline and ZhuJing pill variant formula solution for 7 days accordingly to prepare blank control serum and medicated serum.ZhuJing pill variant formula medicated serum was prepared with SD rats.ARPE-19 cells were divided into normal control group, model control group, blank serum group as well as 2.5%, 5.0% and 10.0% medicated serum groups, SB216763 group and SB216763+ medicated serum group.Normal and blank control groups were cultured in normal culture medium, while the other six groups were cultured in blank rat serum medium, medicated serum medium of corresponding concentration, 10 μmol/L SB216763 medium and 10 μmol/L SB216763+ 10.0% medicated serum medium, respectively.Normal control group was routinely cultured, while the other groups were routinely cultured for 24 hours, and then added with H 2O 2 with the final concentration of 200 μmol/L for 24 hours.Cell viability was assessed by cell counting kit-8 (CCK-8) assay, and cell migration ability was detected by Transwell assay.Intracellular reactive oxygen species (ROS) level was detected by dichloro-dihydro-fluorescein diacetate (DCFH-DA) assay, and MDA level was identified by sulfhydryl barbituric acid assay.The expression levels of Nrf2 pathway related proteins including nuclear factor erythroid 2-related factor 2 (Nrf2), heme oxygenase-1 (HO-1), quinone oxidoreductase 1 (NQO-1) and EMT-related proteins including transforming growth factor-β2 (TGF-β2), protein kinase B (AKT), glycogen synthase kinase-3β (GSK-3β), snail family zinc finger 1 (SNAIL1), α-smooth muscle actin (α-SMA), epithelial cadherin (E-cadherin) in cells were measured by western blot assay.The use and care of animals complied with Regulations for the Administration of Affairs Concerning Experimental Animals. Results:There was no significant difference in cell survival rate among blank serum group, 2.5%, 5.0% and 10.0% medicated serum groups ( F=0.163, P>0.05). The cell survival rates were (100.50±5.91)%, (60.87±4.30)%, (73.27±4.46)%, (80.73±5.67)% and (89.90±4.97)% in normal control group, model control group, 2.5%, 5.0% and 10.0% medicated serum groups, and the number of migrating cells was (84.67±8.33), (222.33±13.58), (215.67±10.02), (174.67±10.60), (143.67±8.02) and (107.67±6.66) pcs/visual field in normal control group, model control group, blank serum group, 2.5%, 5.0% and 10.0% medicated serum groups, respectively, with significant differences among the groups ( F=26.628, 99.289; both at P<0.01). The contents of ROS and MDA in model control group were significantly increased in comparison with normal control group (both at P<0.01). The contents of ROS and MDA of 2.5%, 5.0% and 10.0% medicated serum groups were significantly decreased in comparison with model control group (all at P<0.01). The relative expression levels of SNAIL1, α-SMA, TGF-β2, p-AKT and p-GSK-3β proteins were significantly higher and the relative expression level of E-cadherin protein was significantly lower in model control group compared with normal control group, 2.5%, 5.0% and 10.0% medicated serum groups (all at P<0.05). Compared with normal control group, the relative expression level of cytoplasmic Nrf2 in model control group was decreased, while the relative expression levels of nuclear Nrf2, HO-1 and NQO-1 were increased, and the differences were statistically significant (all at P<0.05). Compared with model control group, the relative expression levels of cytoplasmic Nrf2 in 2.5%, 5.0% and 10.0% medicated serum groups were reduced, and the relative expression levels of nuclear Nrf2, HO-1 and NQO-1 were enhanced, and the differences were statistically significant (all at P<0.01). Compared with model control group, the relative expression level of cytoplasmic Nrf2 in SB216763 group was decreased, and the relative expression level of nuclear Nrf2 was increased, and the differences were statistically significant (both at P<0.05). Compared with SB216763 group, the relative expression levels of cytoplasmic Nrf2, SNAIL1 and α-SMA in SB216763+ medicated serum group were decreased, and the relative expression levels of nuclear Nrf2 and E-cadherin protein were increased, and the differences were statistically significant (both at P<0.05). Conclusions:ZhuJing pill variant formula medicated serum can inhibit H 2O 2-induced EMT in ARPE-19 cells.The mechanism may be related to the inhibition of AKT/GSK-3β pathway and the activation of Nrf2 signaling pathway.
5.New tirucallane-type triterpenoids from the resin of Boswellia carteriiand their NO inhibitory activities.
Fang-Shen LIU ; Ting-Ting ZHANG ; Jun XU ; Qin-Xue JING ; Chi GONG ; Bang-Jian DONG ; Da-Hong LI ; Xiao-Qiu LIU ; Zhan-Lin LI ; Zhong YUAN ; Hui-Ming HUA
Chinese Journal of Natural Medicines (English Ed.) 2021;19(9):686-692
Six new tirucallane-type triterpenoids (1-6), along with ten known triterpenoids, were isolated from methylene chloride extract of the resin of Boswellia carterii Birdw. By the application of the comprehensive spectroscopic data, the structures of the compounds were clarified. The experimental electronic circular dichroism spectra were compared with those calculated, which allowed to assign the absolute configurations. Compounds 5 and 6 possesed a 2, 3-seco tirucallane-type triterpenoid skeleton, which were first reported. Their inhibitory activity against NO formation in LPS-activated BV-2 cells were evaluated. Compound 9 showed appreciable inhibitory effect, with an IC
6.Incidence of unintended pregnancy within 2 years after delivery and its influencing factors in China
Caixia YANG ; Xuhong ZHAO ; Yuyan LI ; Yanfei ZHOU ; Lin'ai ZHANG ; Dong YUAN ; Wei XIA ; Jianmei WANG ; Jiandong SONG ; Wen LYU ; Yongfeng LUO ; Lifang JIANG ; Li JIANG ; Xiaochen HUANG ; Xiaoyu HU ; Xiaojing DONG ; Tongyin CHENG ; Yuanzhong ZHOU ; Yan ZHANG ; Yan CHE
Chinese Journal of Obstetrics and Gynecology 2021;56(9):616-621
Objective:To investigate the present situation of unintended pregnancy within two years postpartum and its influencing factors in China.Methods:Participants who delivered a live birth at 60 hospitals in 15 provinces in the eastern, central and western regions of China during July 2015 to June 2016 were interviewed by using structured questionnaire. Information on occurrence of unintended pregnancy within 2 years after delivery, postpartum contraceptive use, sexual resumption, breastfeeding, and women′s socio-demographic characteristics, and so on, were collected. Life-table analysis, cluster log-rank tests and a 2-level Cox regression model were used for data analysis.Results:A total of 18 045 postpartum women were investigated. The cumulative 1- and 2-year unintended pregnancy rates after delivery were 5.3% (95% CI: 4.5%-6.1%) and 13.1% (95% CI: 11.3%-14.8%), respectively. Cox regression model analysis showed that the risk of unintended pregnancy within 2 years postpartum were increased in younger women, ethnic minorities, women with abortion history, and those who had a vaginal delivery with short lactation time and late postpartum contraceptive initiation (all P<0.01). The risk of postpartum unintended pregnancy was not associated with geographic regions and hospitals where women gave a birth (all P>0.05). Conclusions:In China, the risk of unintended pregnancy within 2 years after delivery is relatively high. Service institutions and service providers should improve the quality of postpartum family planning services, promote the use of high effect contraceptive methods, and educate women to use a method at the time of their sexual resumption or even before.
7.The contribution of contrast-enhanced spectral mammography in detecting breast carcinoma of dense breasts
Lei SHENG ; Tong SUO ; Xia ZHANG ; Baojiang LI ; Daosheng LI ; Yuanzhong XIE
Chinese Journal of Radiology 2019;53(2):98-102
Objective To assess the contribution of contrast-enhanced spectral mammography (CESM) in detecting breast carcinoma of dense breasts. Methods To retrospectively analyze the imaging and clinical data of 52 female patients with breast carcinoma which were confirmed by pathology in Tai'an Central Hospital of Shandong Province from April 2017 to April 2018.All cases classified as dense or uneven dense breasts by DM examination underwent Ultrasound (US), digital mammography (DM), CESM, dynamic contrast enhanced MRI (DCE-MRI).The breast imaging report and data system (BI-RADS) and breast density classification were both evaluated using the 5th edition of BI-RADS. The efficacy of US, DM, DM+CESM, DCE-MRI in detecting breast carcinoma (BI-RADS 5) was evaluated by χ2 test. Results Histopathology confirmed that 87 lesions were malignant and 35 lesions were benign. The sensitivity of US, DM, DM +CESM, DCE-MRI were 66.67%(58/87), 64.37%(56/87), 100.00%(87/87), 100.00%(87/87) and the specificity were 94.28%(33/35), 74.28%(26/35), 85.71%(30/35), 51.43%(18/35), respectively. There was statistically significant difference in specificity (χ2=9.545, P=0.002) and BI-RADS 5 category, detection 39.08%(34/87), 22.99%(20/87), respectively (χ2=5.263, P=0.022) between the DM + CESM group and DCE-MRI group. Conclusion In dense breasts, CESM has a high application value in breast carcinoma diagnosis.
8.Relationship between obesity and serum testosterone level in 1 166 adult males
Shimin XIONG ; Fangwei LIU ; Yongjun SHI ; Na YU ; Xubo SHEN ; Honggang LI ; Chengliang XIONG ; Yuanzhong ZHOU
Chongqing Medicine 2018;47(5):580-583
Objective To explore the relationship between obesity and serum testosterone level among community adult males.Methods The stratified cluster sampling method was adopted to extract 1 166 male residents aged 20 years old and over in Zunyi City and conduct the questionnaire survey and physical examination.Fasting venous blood samples were collected for detecting the serum total testosterone(TT),sex hormone binding globulin(SHBG) and luteinizing hormone(LH).Then free testosterone index(cFT),free testosterone index(FTI) and testosterone secreting index(TSI) were calculated.Results The average levels of serum TT,SHBG,cFT,FTI,TSI and LH in 1 166 adult males were(16.83±4.90)nmol/L,(42.15 ± 20.21)nmol/L,(0.31 ±0.10)nmol/L,(0.46 ± 0.19) IU/L,(3.40 ± 2.04) IU/L and(6.77 ± 5.14) IU/L respectively;the Pearson correlation analysis showed that WHtR,BMI and WC were negatively correlated with TT,SHBG,TSI and LH,and were positively correlated with FTI,WHtR was negatively correlated with cFT,BMI and WC were negatively correlated with LH,the differences were statistically significant(P<0.05).The multivariate linear regression analysis shown that WHtR was negatively correlated with TT,SHBG,TSI and LH;and was positively correlated with FTI,the differences were statistically significant(P<0.01).Conclusion Adult male central obesity may be associated with the decrease of serum TT,SHBG,TSI and LH levels,and increase of FTI level.
9.Evaluation of the lung volume by CT three dimensional imaging in the treatment of chronic empyema
Mengjiao QIAN ; Yuanzhong LIANG ; Xuguang PENG ; Jing WANG ; Jun LI ; Sibo WANG ; Zhongyin WANG ; Jiabin LUO ; Fushun PU
Chinese Journal of Radiology 2018;52(2):103-107
Objective To compare the lung volume before and after the operation for the treatment of chronic empyema with CT 3-dimensional imaging,and to evaluate its role in the assessment of pulmonary function. Methods A total of 78 patients with chronic empyema from 2000 to 2016 in our hospital were enrolled in this study.The patients were divided into two groups according to the operational styles,with 47 cases in the decortication group and 31 cases in the catheter drainage group respectively.Reformation of the chest CT data was used to determine the lung volumes and the routine pulmonary function tests(PFT)were performed before and after the operation. The lung volumes and the PFT results before and after the operation were compared between the two groups with t test. Then multiple linear regression analysis was applied to test the relationship between the lung volumes and the values of PFT after the operation. Results The mean lung volume of catheter drainage group was(1 548±467)cm3,while it was(1 418±802) cm3for the decortication group preoperatively(t=1.665,P=0.07).After the operation,the mean lung volume of decortication group was(2 677±815)cm3,while it was(2 169±185)cm3for the catheter drainage group. There was statistically significant difference for the increase of lung volume between the two groups after operation(t=2.371,P<0.05).There was no significant difference between the two groups before the operation for the values of the PFT(t=1.467 to 1.874,P>0.05). After the operation, the values of the PFT in the decortication group were higher than those in the catheter drainage group(t=1.990 to 2.799, P<0.05). The changes of postoperative lung volume were positively correlated with the values of the PFT(β=0.312 to 0.701,P<0.05). Conclusions Decortication has a better effect on the lung volume and the pulmonary function for patients suffered from chronic empyema. CT modeling (3-dimensional-imaging) is an effective method for evaluating the pulmonary function of postoperative lung according to the lung volume measurement.
10.Teaching practice and thinking of short-term skill training in urology
Jie LI ; Xin GOU ; Siming LIANG ; Yuanzhong DENG ; Wei TANG ; Zhikang YIN
Chinese Journal of Medical Education Research 2017;16(3):318-321
With the deepening of the reform of public hospitals at the county level,as well as the development of medical technology personnel training and medical technology development in county hospitals,county hospitals should be able to make use of the latest technology to undertake the common diseases and frequently occurring diseases of county residents.So at present,the teaching hospitals affiliated to medical universities should carry out the short-term training of the latest special techniques in the training of the regular doctors.Department of Urology of the first Affiliated Hospital of Chongqing Medical University,in the 3 month training cycle,with improving the self-learning ability of the refresher doctors as the core,carried out the hand by hand teaching of small classes and introducing model teaching,which achieved good results.

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