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.Decision tree model of depressive symptoms among first grade students from multi ethnic middle schools in Yunnan Province
YANG Jiaxing, LI Xiaoxiao, YANG Jizong, YANG Chaoyuan, ZHANG Ming, FU Yun, YANG Wanjuan, WANG Jixue, XU Honglü ;
Chinese Journal of School Health 2024;45(2):162-167
Objective:
To understand the occurrence and predictive factors of depressive symptoms among multi ethnic middle school students in Yunnan Province, so as to provide a referential framework for schools to carry out targeted mental health education.
Methods:
From October to December 2022, 8 500 first grade students from 23 middle schools were selected from 11 minority areas in Yunnan Province by cluster random sampling method. Demographic information and data relating to the students lifestyles were collected by questionnaire, and the Children s Depression Inventory (CDI) was used to evaluate depressive symptoms. Chi square test was performed to compare differences in the detection rate of depressive symptoms among first grade middle school students for univariate analysis. A decision tree model of depressive symptoms in middle school students was established by using the Chi squared automatic interaction detector (CHAID).
Results:
The detection rate of depressive symptoms among first grade students from multi ethnic middle schools in Yunnan Province was 28.26%. The decision tree model of depressive symptoms was academic stress ( χ 2=469.08) at the first level, breakfast behaviors (low/moderate academic stress: χ 2=155.49; severe academic stress: χ 2=105.24) at the second level, and the number of close friends (low/moderate academic stress and consuming breakfast 0- 2 days weekly: χ 2=23.15; low/moderate academic stress and consuming breakfast 3-4 days weekly: χ 2=14.99; severe academic stress and consuming breakfast 0-2 days weekly: χ 2=29.26; severe academic stress and consuming breakfast 3-4 days weekly: χ 2=20.15), ethnicity ( χ 2=78.22) and drinking ( χ 2=50.36) at the third level ( P <0.01).
Conclusions
The study identifies academic stress, breakfast behaviors, number of close friends, drinking and ethnicity as predictive factors of depressive symptoms among multi ethnic middle school students in Yunnan Province. Schools should develop targeted strategies for preventing and managing depressive symptoms in middle school students, so as to reduce their occurrence.
3.Association of sugar sweetened beverage consumption with insomnia and depressive symptoms among first grade middle school students from Yunnan Province
LI Jiangli, YANG Chaoyuan, ZHANG Ming, FU Yun, YANG Wanjuan, YANG Jizong, WANG Jixue, HU Mengdie, LU Qiuan, XU Honglü ;
Chinese Journal of School Health 2024;45(2):173-177
Objective:
To investigate the association of sugar sweetened beverage (SSB) consumption with insomnia and depressive symptoms among first grade middle school students from Yunnan Province, so as to provide evidence to guide interventions for the treatment of these symptoms in this population.
Methods:
From October to December 2022, 8 500 firstgrade middle school students from 11 counties in Yunnan Province were selected by cluster random sampling. Depressive symptoms, SSB consumption, and insomnia symptoms among students were evaluated by the Child Depression Scale (CDI), dietary frequency questionnaire, and Insomnia Severity Index (ISI). A Logistic regression model was employed to analyze the relationship between SSB consumption, insomnia, depressive symptoms, and their interaction effects among students.
Results:
The detection rate of depressive symptoms was 28.3%, and having insomnia symptoms ( OR=6.07, 95%CI =5.46-6.75), consuming carbonated beverages ( OR=1.20, 95%CI =1.08-1.34), tea ( OR=1.13, 95%CI =1.02-1.25), energy drinks ( OR=1.36, 95%CI =1.23-1.50), and other beverages ( OR=1.32, 95%CI =1.19-1.45) were positively correlated with depressive symptoms among first grade middle school students ( P < 0.05). Carbonated beverages (additive effect: OR=2.96, 95%CI =2.72-3.22, multiplicative effect: OR=4.75, 95%CI =4.25- 5.32 ), fruit drinks (additive effect: OR=2.61, 95%CI =2.40-2.82; multiplicative effect: OR=4.43, 95%CI =3.94-4.97), tea (additive effect: OR=2.70, 95%CI =2.47-2.89; multiplicative effect: OR=4.34, 95%CI =3.86-4.89), energy drinks (additive effect: OR=2.82, 95%CI =2.61-3.05; multiplicative effect: OR=4.48, 95%CI =3.92-5.12), sweetened milk (additive effect: OR= 2.73, 95%CI =2.06-2.96; multiplicative effect: OR=4.61, 95%CI =4.12-5.17) and other beverages (additive effect: OR= 2.73 , 95%CI =2.53-2.95; multiplicative effect: OR=4.56, 95%CI =4.00-5.20) had both additive and multiplicative effects with insomnia, and increased the risk of depressive symptoms in first grade middle school students ( P <0.01).
Conclusions
The interaction between the consumption of SSB and insomnia symptoms may increase the risk of depressive symptoms among first grade middle school students in Yunnan Province. It is necessary to advocate middle school students to reduce SSB intake, in order to decrease the occurrence of depressive symptoms among this population.
4.Clinical analysis of 57 children with epilepsy caused by focal cortical dysplasia
Yan DONG ; He YAO ; Xinjun WANG ; Mengchun LI ; Jixue YANG ; Qiao SHAN ; Tianming JIA ; Dongming LI ; Gong'ao WU ; Haiyan WANG ; Ke ZHANG
Chinese Journal of Neuromedicine 2024;23(3):233-239
Objective:To summarize the clinical characteristics of patients with epilepsy caused by focal cortical dysplasia (FCD), and identify the influencing factors for postoperative seizure controls.Methods:Fifty-seven patients with epilepsy caused by FCD admitted to Department of Neurosurgery, Third Affiliated Hospital of Zhengzhou University from July 2019 to November 2023 were chosen; standard preoperative evaluation, surgery, postoperative management and follow-up were performed. A retrospective study of clinical data, imaging and video electroencephalogram (VEEG) data, surgical approaches, pathological findings, and follow-up data was performed; influencing factors for postoperative seizure controls were analyzed.Results:In these 57 patients with epilepsy caused by FCD, 29 were males (50.88%) and 28 were females (49.12%). Onset age was 30.00 (8.00, 74.50) months, and surgery age was 95.00 (50.00, 138.50) months. Focal to bilateral tonic-clonic seizures (42/57; 73.68%) and epileptic spasms (13/57; 22.81%) were common seizure types. Cranial MRI was positive in 34 patients (59.65%), mainly manifested as abnormal cortical gyri/sulci morphology (17/57; 29.82%). In 43 patients accepted PET-CT, hypometabolic sites were detected in 40 (93.02%), and complete agreement between PET/MRI fusion results and actual lesion sites was noted in 40 (93.02%). FCD type I was noted in 16 patients (28.07%), type II in 39 (68.42%), and type III in 2 (3.51%). By December 2023, 44 (77.19%) had Engel grading I, 4 (7.02%) had grading II, 4 (7.02%) had grading III, and 5 (8.77%) had grading IV. Children with good prognosis (Engel grading I+II) and those with poor prognosis (Engel grading III+IV) showed significant differences in terms of time from first seizure to surgery, positive/negative MRI, and regularity of postoperative ASMs ( P<0.05). Conclusions:Focal to bilateral tonic-clonic seizure is the most common seizure type in patients with epilepsy caused by FCD, and abnormal cortical gyri/sulci morphology is the most common MRI manifestation; PET/MRI fusion imaging is superior to PET-CT or MRI in identifying epileptogenic foci. Poor seizure control can be noted in patients with long onset time to surgery, with negative cranial MRI results, or with irregular postoperative ASMs.
5.Clinical study of 980 nm semiconductor laser preablation of urethra mucosa in prostatic tip in small volume benign prostatic hyperplasia laser vaporization
Binbin ZHANG ; Lingling DU ; Xiaolong HE ; Yantao DANG ; Wenshuai YAN ; Jixue GAO ; Yi LI ; Lijun MA ; Hongxiong SONG
International Journal of Surgery 2024;51(11):752-758
Objective:To investigate the effect of 980 nm semiconductor laser preablation of urethra mucosa at the prostatic tip in small volume benign prostatic hyperplasia (BPH).Methods:The case data of 120 patients diagnosed with small volume BPH in the Yan′an University Affiliated Hospital from June 2020 to June 2022 were retrospectively analyzed, and they were divided into improved group and conventional group according to different treatment methods, with 60 cases in each group. Patients in the improved group were treated with 980 nm semiconductor laser preablation of urethra mucosa at the prostatic tip, and patients in the conventional group were treated with 980 nm semiconductor laser vaporization of prostate. The sexual function of the patients was evaluated by the international erectile function index-5(IIEF-5) score, erectile hardness score (EHS) and retrograde ejaculation before surgery and 1, 3, 6, and 12 months after surgery. International prostate symptom scale (IPSS), quality of life (QOL) score, the maximum urine flow rate (Qmax) and postvoid residual urine (PVR) were used to evaluate urinary control function. The incidence of urinary incontinence, bladder neck contracture and other complications were compared between the two groups. Measurement data were expressed as mean±standard deviation ( ± s), and t-test was used for comparison between groups. The count data were expressed as cases and percentage, and Chi-square test was used for comparison between groups. Results:There was no significant difference in PVR, Qmax, IPSS score, QOL score, IIEF-5 score and EHS score between two groups ( P>0.05). In terms of PVR, Qmax, IPSS score, QOL score, IIEF-5 score and EHS score at 1, 3, 6 and 12 months after surgery, all these parameters were significantly improved compared with the preoperative, the differences were statistically significant ( P< 0.05). However, there was no significant difference between the two groups ( P> 0.05). There was no significant difference in IIEF-5 score and EHS score between the two groups during postoperative follow-up and before and after operation ( P> 0.05). The incidence of retrograde ejaculation rate in the improved group was lower than that in the conventional group during the follow-up 1, 3, 6 months after surgery, and the difference was statistically significant ( P<0.05). In the follow-up 1, 3 months after surgery, the incidence of stress urinary incontinence in the improved group was lower than that in the conventional group, the differences were statistically significant ( P< 0.05). At follow-up 6, 12 months after surgery, the rates of stress urinary incontinence were similar between the two groups, and the difference was not statistically significant ( P> 0.05). In the follow-up 12 months after surgery, there were 2 cases (3.33%) of bladder and neck contracture in the improved group, and 8 cases (13.33%) in the conventional group, the difference was statistically significant ( P<0.05). Conclusions:The effect of 980 nm semiconductor laser preablation of urethra mucosa at the prostatic tip in small volume BPH patients is similar to that of conventional vaporization, and the operation time is short. At the same time, the proximal 1 cm tissue of the verticulae and the integrity of the bladder neck are preserved, and the internal and external sphincter of the urethra are protected, thus improving the immediate postoperative urinary control rate and the incidence of retrograde ejaculation in small volume BPH patients.
6.MR lymphangiography radiomics for evaluating central conducting lymphatic anomaly
Yimeng ZHANG ; Jixue FENG ; Xiaojie ZHANG ; Haoyue LIU ; Mengke LIU ; Xingpeng LI ; Mingxia ZHANG ; Rengui WANG
Chinese Journal of Medical Imaging Technology 2024;40(11):1677-1681
Objective To observe the value of MR lymphangiography(MRL)radiomics for evaluating central conducting lymphatic anomaly(CCLA).Methods Sixty-one patients with complex lymphatic anomaly,including 41 CCLA(group A),20 non-CCLA(generalized lymphatic anomaly and Gorham-Stout disease)and 20 subjects with normal thoracic duct(group B,n=38)were retrospectively enrolled.Cervical and thoracic(combined with abdominal if necessary)MRL was acquired using three-dimensional heavily T2W fast spin echo sequence.ROI was delineated along overall thoracic duct,and radiomics features were extracted.Data sets of group A and B were divided into K subsets using 5-fold cross-validation.The union of(K-1)subset was always used as training set,while the other subsets were used as validation set.Radiomics model was constructed based on support vector machine(SVM)algorithm.Receiver operating characteristic curve was drawn,the area under the curve(AUC)was calculated to evaluate the efficacy of SVM model for assessing CCLA.Results The proportions of bifurcation,cystoid change and extension of main thoracic duct,and extension of terminal thoracic duct in group A were all higher,while of normal main and terminal thoracic duct in group A were both lower than those in group B(all P<0.05).No significant difference of proportions of multiple thoracic ducts,dextral thoracic duct,part of thoracic duct invisible,multiple terminal thoracic ducts,cystoid change of terminal thoracic duct nor terminal thoracic duct pampiniform was found between groups(all P>0.05).The sensitivity,specificity,accuracy,positive predictive,negative predictive and AUC of SVM model for evaluating CCLA in training set was 78.95%,97.56%,88.61%,96.77%,83.33%and 0.920,respectively,which in validation set was 78.95%,83.57%,82.28%,83.33%,81.40%and 0.833,respectively.Conclusion MRL radiomics could be used to effectively evaluate CCLA.
7.A clinical study of four kinds of laparoscopic treatment for the upper ureteral calculi with diameter more than 1 cm
Binbin ZHANG ; Yayong QIANG ; Wei GUO ; Yadong MA ; Xiaolong HE ; Yi LI ; Jixue GAO ; Feng WANG
Chinese Journal of Urology 2018;39(4):300-304
Objective To analyze the four types of laparoscopic operation in the treatment of upper ureteral calculi with diameter more than 1 cm.Methods From July 2012 to September 2015,150 cases of patients with upper ureteral calculi diameter more than 1cm were analyzed.According to the different surgical methods,patients were divided into four groups.There are 39 cases in URL group,32 cases in RLU group,36 cases in PCNL group and 43 cases in FURL group.The diameter of calculi in RLU group and PCNL group was much larger than those in URL group and FURL group(P < 0.05).There was no difference in terms of sex,age,stone location,stone composition,and the ESWL treatment failure rate among the four groups(P > 0.05).The operation time,postoperative hospitalization days,postoperative bowel recovery,postoperative ESWL rate,complications and postoperative calculi clearance rate were compared among the four groups.Results In RLU,PCNL,URL and FURL group,the operation time were (38.5 ± 13.0) min,(83.4 ± 6.1) min,(69.6 ± 13.0) min and (50.1 ± 6.3) min,respectively,and there were significant differences among the four groups (RLU group > PCNL group > FURL group > URL group,P < 0.05).Postoperative hospitalization days of RLU group,PCNL group,URL group and FURL group were (6.5 ± 0.6) d,(9.5 ± 0.7) d,(8.4 ± 0.7) d and (7.7 ± 0.7) d respectively,and there were significant differences in terms of hospitalization days (RLU group > PCNL group > FURL group > URL group,P < 0.05).The calculi clearance rates of RLU group,PCNL group,URL group and FURL group were 79.5%,100.0%,94.4% and 88.4% at 3 days after operation,and 82.1%,100.0%,97.2% and 95.3% at 1 month after operation.The postoperative calculi clearance rates at 3 days and 1 month in RLU group were higher than those in URL group(P < 0.05),but there was no difference between PCNL group and RLU group (P > 0.05).Postoperative ESWL rates of RLU group,PCNL group,URL group and FURL group were 12.8%,0,2.8% and 4.7%,and there was no difference among the four groups.The decreased value of RBC in PCNL group and FURL group was higher than that of URL group and RLU group(P < 0.05).One patient in PCNL group suffered from massive hemorrhage,and required blood transfusion.The complication rates in the four groups were 23.1% (9/39),9.4% (3/32),13.9% (5/36) and 9.3% (4/43) respectively,and there was no difference of complication among them(P > 0.05).Conclusions Four types of endoscopes have the advantages of safety,small wound and quick recovery for ureter calculi larger than 1 cm.The URL operation is simple,with less injury,quick recovery,but low stone clearance rate.FURL requires high level of skill for the operator,and is an effective treatment for ureteric,renal pelvic,and kidney stones which are smaller than 2 cm.FURL avoids the extra ESWL treatment,but costs much.PCNL has more injury and requires high-level surgical skills with a high stone clearance rate.RLU has a high stone clearance rate but is much difficult,which can be used as a remedy for the failure of FURL or PCNL.
9.Thoracic sympathectomy by Natural Orifice Trans Umbilical Surgery (NOTUS) for woman patients with palmar hyperhidrosis
Weisheng CHEN ; Lihuan ZHU ; Dazhou LI ; Xuegang FENG ; Jixue ZHANG ; Daoming LIU ; Wen WANG
Chinese Journal of Digestive Endoscopy 2014;31(6):301-303
Objective To investigate the clinical value of transumbilical endoscopic thoracic sympathectomy on women patients with palmar hyperhidrosis.Methods A total of 25 consecutive women patients with palmar hyperhidrosis underwent transumblical thoracic sympathectomy with ultra-thin endoscope.The operative data,including duration of operation,intra-operative and postoperative complications were recorded.Results The procedure was performed successfully in all 25 patients with a mean operative time of 64 min(58-113 min).No umbilical hernia,diaphragmatic hernia,Horner's syndrome or hemothorax were observed.Minor pneumothorax was found in postoperative chest X-ray in 3 patients,all of which were completely resolved with conservative treatment.All patients recovered to their normal life at 1 week after discharge.The scar was small and hidden in umbilical with no visible incisions.After a follow-up of 4 to 12 months,all patients' hands sweating symptoms completely disappeared,axillary sweat symptoms completely resolved in 6 patients,significantly improved in 4 and mildly improved in 1.Conclusion Transumbilical thoracic sympathectomy with ultrathin flexible endoscope is a safe and effective option for women patients with severe palmar hyperhidrosis,which provides excellent cosmetic outcomes.
10.Study on pharmacokinetics of oridonin in mice.
Haina ZHENG ; Jixue LI ; Huizhi YAO
China Journal of Chinese Materia Medica 2011;36(24):3515-3518
OBJECTIVETo develop a HPLC method for the determination of plasma concentration of oridonin (ORI) and study the pharmacokinetics of ORI in mice.
METHODBlood was sampled from mice which were injected ORI by 10 mg x kg(-1) at different time intervals, and the concentration of ORI was determined by HPLC. The pharmacokinetic parameters were accessed by 3P97.
RESULTThe calibration curve was linear (r = 0.998 7) within the range of 0.202-20.0 mg x L(-1) for ORI in plasma. The average recoveries were more than 93%. The within-day and between-day precisions were no more than 9%. After i.v. oridonin in mice, the plasma concentration-time course fitted well to two-compartment model. The pharmacokinetic equation was C = 16.192 5e(-0.554 6t) + 5.475 7e(-0.016 3t). The pharmacokinetic parameters were below: t1/2alpha 1.249 9 min, t1/2beta 42.638 4 min, K21 0.152 3 min(-1), K12 0.359 3 min(-1), K10 0.0592 min(-1), AUC 366.035 0 microg x min x mL(-1), CL 0.0273 L x min(-1) x kg(-1), V(c)0.461 5 L x kg(-1).
CONCLUSIONThe method can be used to determine the concentration and to investigate the pharmacokinetics of ORI in mice. ORI was absorbed and distributed very fast in mice. The effect of ORI was rapid. The elimination was the main process.
Animals ; Chromatography, High Pressure Liquid ; methods ; Diterpenes, Kaurane ; pharmacokinetics ; Female ; Male ; Mice


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