1.ResNet-Vision Transformer based MRI-endoscopy fusion model for predicting treatment response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer: A multicenter study.
Junhao ZHANG ; Ruiqing LIU ; Di HAO ; Guangye TIAN ; Shiwei ZHANG ; Sen ZHANG ; Yitong ZANG ; Kai PANG ; Xuhua HU ; Keyu REN ; Mingjuan CUI ; Shuhao LIU ; Jinhui WU ; Quan WANG ; Bo FENG ; Weidong TONG ; Yingchi YANG ; Guiying WANG ; Yun LU
Chinese Medical Journal 2025;138(21):2793-2803
BACKGROUND:
Neoadjuvant chemoradiotherapy followed by radical surgery has been a common practice for patients with locally advanced rectal cancer, but the response rate varies among patients. This study aimed to develop a ResNet-Vision Transformer based magnetic resonance imaging (MRI)-endoscopy fusion model to precisely predict treatment response and provide personalized treatment.
METHODS:
In this multicenter study, 366 eligible patients who had undergone neoadjuvant chemoradiotherapy followed by radical surgery at eight Chinese tertiary hospitals between January 2017 and June 2024 were recruited, with 2928 pretreatment colonic endoscopic images and 366 pelvic MRI images. An MRI-endoscopy fusion model was constructed based on the ResNet backbone and Transformer network using pretreatment MRI and endoscopic images. Treatment response was defined as good response or non-good response based on the tumor regression grade. The Delong test and the Hanley-McNeil test were utilized to compare prediction performance among different models and different subgroups, respectively. The predictive performance of the MRI-endoscopy fusion model was comprehensively validated in the test sets and was further compared to that of the single-modal MRI model and single-modal endoscopy model.
RESULTS:
The MRI-endoscopy fusion model demonstrated favorable prediction performance. In the internal validation set, the area under the curve (AUC) and accuracy were 0.852 (95% confidence interval [CI]: 0.744-0.940) and 0.737 (95% CI: 0.712-0.844), respectively. Moreover, the AUC and accuracy reached 0.769 (95% CI: 0.678-0.861) and 0.729 (95% CI: 0.628-0.821), respectively, in the external test set. In addition, the MRI-endoscopy fusion model outperformed the single-modal MRI model (AUC: 0.692 [95% CI: 0.609-0.783], accuracy: 0.659 [95% CI: 0.565-0.775]) and the single-modal endoscopy model (AUC: 0.720 [95% CI: 0.617-0.823], accuracy: 0.713 [95% CI: 0.612-0.809]) in the external test set.
CONCLUSION
The MRI-endoscopy fusion model based on ResNet-Vision Transformer achieved favorable performance in predicting treatment response to neoadjuvant chemoradiotherapy and holds tremendous potential for enabling personalized treatment regimens for locally advanced rectal cancer patients.
Humans
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Rectal Neoplasms/diagnostic imaging*
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Magnetic Resonance Imaging/methods*
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Male
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Female
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Middle Aged
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Neoadjuvant Therapy/methods*
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Aged
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Adult
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Chemoradiotherapy/methods*
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Endoscopy/methods*
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Treatment Outcome
2.A randomized controlled trial on the efficacy of compound polyethylene glycol electrolyte powder com-bined with linaclotide for bowel preparation in elderly constipated patients before colonoscopy
Jianjun ZHANG ; Haipeng WANG ; Guangfeng DONG ; Ming CHEN ; Jinqi LIU ; Hao ZHANG ; Mingjuan SUN ; Meng LU ; Huizhuan ZHAI ; Xingguang HUANG ; Zengjun LI ; Dongyang WANG
The Journal of Practical Medicine 2025;41(19):2967-2971
Objective To evaluate the efficacy and safety of polyethylene glycol electrolyte powder(PEG)combined with linaclotide(Lin)for bowel preparation in elderly constipated patients before colonoscopy.Methods In this prospective,randomized controlled trial,90 elderly patients with constipation undergoing colonoscopy were recruited at our hospital from June 2022 to December 2023.Participants were randomly assigned to three groups(n=30 each):PEG-3L alone,PEG-3L+Lin,and PEG-2L+Lin.Primary outcome was Boston Bowel Preparation Scale(BBPS)score and secondary outcomes included adverse event rates,colonoscopy completion rate,withdrawal time,and polyp detection rate.Statistical analysis was performed using independent t-tests and chi-square tests.Results The PEG-3L+Lin group achieved significantly higher BBPS scores than both PEG-3L alone and PEG-2L+Lin groups did(both P<0.001).The PEG-2L+Lin group also outperformed the PEG-3L alone group in cleansing efficacy(90.0%vs.76.7%,P=0.008).The PEG-2L+Lin group demonstrated the best tolerability and lowest adverse event rate,the PEG-3L group had the longest withdrawal time(P<0.05),but the three groups showed no significant difference in polyp detection rates.Conclusion PEG combined with linaclotide significantly improves bowel cleansing in elderly constipated patients.PEG-2L+Lin regimen provides optimal balance between efficacy,safety,and tolerability,making it a preferable choice for this population.
3.Efficacy of high-flow nasal cannula oxygen therapy for lumbosacral plexus block combined with intravenous anesthesia for hip replacement in elderly patients
Bin LIU ; Jie LI ; Mingjuan LIU ; Lin GAO ; Yixuan ZHU ; Kang DENG
Chinese Journal of Anesthesiology 2025;45(2):189-193
Objective:To evaluate the efficacy of high-flow nasal cannula oxygen therapy for lumbosacral plexus block combined with intravenous anesthesia for hip replacement in elderly patients.Methods:Twenty-two elderly patients of either sex, aged 65-89 yr, with a body mass index of 18-28 kg/m 2, of American Society of Anesthesiologists Physical Status classification Ⅰ-Ⅲ, scheduled for elective lateral approach to unilateral hip replacement, capable of cooperating to complete the Mini-Mental State Examination with a score of ≥25, were included. Preoperative lumbosacral plexus block was performed on the affected side under ultrasound guidance. Sufentanil 0.1 μg/kg was intravenously injected at 5 min before skin incision, and propofol was given by target-controlled infusion at a plasma target concentration of 1.0-2.0 μg/ml. During the operation, spontaneous breathing was preserved and high-flow nasal cannula oxygen therapy was performed. FiO 2 was set at 60%, gas flow rate at 60 L/min, temperature at 37 ℃, humidity at 100%. The values of Bispectral Index were 60 -75, and the Surgical Pleth Index value was 30-60. If the Surgical Pleth Index value > 60, an additional sufentanil 0.05 μg/kg was added. PaO 2, FiO 2 and PaCO 2 were recorded immediately before nerve block (T 1), immediately after the start of surgery (T 2), 30 min after the start of surgery (T 3), 90 min after the start of surgery (T 4), immediately after the end of surgery (T 5) and immediately after leaving postanesthesia care unit (T 6). Lung ultrasound scores were recorded at T 1 and T 6. The development of intraoperative hypotension, bradycardia and hypoxemia and occurrence of postoperative nausea and vomiting, new pulmonary infection, delirium and cognitive dysfunction were recorded. Results:Nerve block was completed within 15 min in all the patients, and all the patients underwent surgery successfully. PaO 2/FiO 2 increased at T 4 and T 5, while at T 6 it decreased to the level observed at T 1 ( P<0.05); PaCO 2 increased at T 2-T 6 and reached the peak value at T 2 ( P<0.05). There was no significant difference in lung ultrasound scores at all time points ( P>0.05). There were 8 patients (36%) with hypotension and 2 patients (9%) with bradycardia, and no hypoxemia was found during operation. Postoperative nausea and vomiting occurred in 2 cases (9%) and delirium in 2 cases (9%), and no new pulmonary infection or cognitive dysfunction was found after operation. Conclusions:High-flow nasal cannula oxygen therapy can be safely and effectively used in elderly patients undergoing hip replacement with lumbosacral plexus block combined with intravenous anesthesia.
4.Efficacy of high-flow nasal cannula oxygen therapy for lumbosacral plexus block combined with intravenous anesthesia for hip replacement in elderly patients
Bin LIU ; Jie LI ; Mingjuan LIU ; Lin GAO ; Yixuan ZHU ; Kang DENG
Chinese Journal of Anesthesiology 2025;45(2):189-193
Objective:To evaluate the efficacy of high-flow nasal cannula oxygen therapy for lumbosacral plexus block combined with intravenous anesthesia for hip replacement in elderly patients.Methods:Twenty-two elderly patients of either sex, aged 65-89 yr, with a body mass index of 18-28 kg/m 2, of American Society of Anesthesiologists Physical Status classification Ⅰ-Ⅲ, scheduled for elective lateral approach to unilateral hip replacement, capable of cooperating to complete the Mini-Mental State Examination with a score of ≥25, were included. Preoperative lumbosacral plexus block was performed on the affected side under ultrasound guidance. Sufentanil 0.1 μg/kg was intravenously injected at 5 min before skin incision, and propofol was given by target-controlled infusion at a plasma target concentration of 1.0-2.0 μg/ml. During the operation, spontaneous breathing was preserved and high-flow nasal cannula oxygen therapy was performed. FiO 2 was set at 60%, gas flow rate at 60 L/min, temperature at 37 ℃, humidity at 100%. The values of Bispectral Index were 60 -75, and the Surgical Pleth Index value was 30-60. If the Surgical Pleth Index value > 60, an additional sufentanil 0.05 μg/kg was added. PaO 2, FiO 2 and PaCO 2 were recorded immediately before nerve block (T 1), immediately after the start of surgery (T 2), 30 min after the start of surgery (T 3), 90 min after the start of surgery (T 4), immediately after the end of surgery (T 5) and immediately after leaving postanesthesia care unit (T 6). Lung ultrasound scores were recorded at T 1 and T 6. The development of intraoperative hypotension, bradycardia and hypoxemia and occurrence of postoperative nausea and vomiting, new pulmonary infection, delirium and cognitive dysfunction were recorded. Results:Nerve block was completed within 15 min in all the patients, and all the patients underwent surgery successfully. PaO 2/FiO 2 increased at T 4 and T 5, while at T 6 it decreased to the level observed at T 1 ( P<0.05); PaCO 2 increased at T 2-T 6 and reached the peak value at T 2 ( P<0.05). There was no significant difference in lung ultrasound scores at all time points ( P>0.05). There were 8 patients (36%) with hypotension and 2 patients (9%) with bradycardia, and no hypoxemia was found during operation. Postoperative nausea and vomiting occurred in 2 cases (9%) and delirium in 2 cases (9%), and no new pulmonary infection or cognitive dysfunction was found after operation. Conclusions:High-flow nasal cannula oxygen therapy can be safely and effectively used in elderly patients undergoing hip replacement with lumbosacral plexus block combined with intravenous anesthesia.
5.A randomized controlled trial on the efficacy of compound polyethylene glycol electrolyte powder com-bined with linaclotide for bowel preparation in elderly constipated patients before colonoscopy
Jianjun ZHANG ; Haipeng WANG ; Guangfeng DONG ; Ming CHEN ; Jinqi LIU ; Hao ZHANG ; Mingjuan SUN ; Meng LU ; Huizhuan ZHAI ; Xingguang HUANG ; Zengjun LI ; Dongyang WANG
The Journal of Practical Medicine 2025;41(19):2967-2971
Objective To evaluate the efficacy and safety of polyethylene glycol electrolyte powder(PEG)combined with linaclotide(Lin)for bowel preparation in elderly constipated patients before colonoscopy.Methods In this prospective,randomized controlled trial,90 elderly patients with constipation undergoing colonoscopy were recruited at our hospital from June 2022 to December 2023.Participants were randomly assigned to three groups(n=30 each):PEG-3L alone,PEG-3L+Lin,and PEG-2L+Lin.Primary outcome was Boston Bowel Preparation Scale(BBPS)score and secondary outcomes included adverse event rates,colonoscopy completion rate,withdrawal time,and polyp detection rate.Statistical analysis was performed using independent t-tests and chi-square tests.Results The PEG-3L+Lin group achieved significantly higher BBPS scores than both PEG-3L alone and PEG-2L+Lin groups did(both P<0.001).The PEG-2L+Lin group also outperformed the PEG-3L alone group in cleansing efficacy(90.0%vs.76.7%,P=0.008).The PEG-2L+Lin group demonstrated the best tolerability and lowest adverse event rate,the PEG-3L group had the longest withdrawal time(P<0.05),but the three groups showed no significant difference in polyp detection rates.Conclusion PEG combined with linaclotide significantly improves bowel cleansing in elderly constipated patients.PEG-2L+Lin regimen provides optimal balance between efficacy,safety,and tolerability,making it a preferable choice for this population.
6.Analysis of dyslipidemia and its influencing factors in patients with Wilson's disease
Mingjuan FANG ; Yayun XU ; Lisheng LIU
Journal of Clinical Neurology 2024;37(3):201-206
Objective To analyze the characteristics of blood lipid metabolism in patients with Wilson's disease(WD)and understand the influencing factors of abnormal blood lipid.Methods The clinical data of 170 patients with WD and 59 healthy people were collected from June 2021 to March 2023,the blood lipids of the two groups were compared.To compare the characteristics of blood lipid metabolism in WD patients with different gender,age,body mass index(BMI)and disease types.According to whether the blood lipid was abnormal or not,WD patients were divided into normal blood lipid group and abnormal blood lipid group,and the biochemical indexes of the two groups were compared.The general situation and biochemical indicators were included in the single factor regression analysis,and the related factors that might affect blood lipid metabolism were screened out.The related factors of single factor screening were included in multivariate Logistic regression analysis to determine the abnormal factors affecting blood lipid.Results The triglyceride(TG)level of WD patients was lower than that of healthy controls,the difference was statistically significant(P<0.05).The rate of dyslipidemia in WD patients was 40.59%.Low density liporotein cholestrol in female WD patients was significantly lower than that in male WD patients(P<0.05).The values of BMI,alanine aminotransferase(ALT)and uric acid(UA)in dyslipidemia group of WD patients were significantly higher than those in normal group(all P<0.05).Multivariate Logistic regression analysis showed that BMI 24~28(OR=4.526,P<0.05),BMI>28(OR=6.360,P<0.05),UA(OR=1.006,P<0.01)and hyaluronic acid(HA)(OR=1.003,P<0.01)were associated with the high risk of dyslipidemia,with statistical significance.Conclusions WD patients have a high incidence of abnormal lipid metabolism,mainly with low high density liporotein cholestrol and high TG.The dyslipidemia in WD patients is affected by many factors.BMI,UA and HA are independent risk factors for dyslipidemia in WD patients.
7.Quantitative determination and optimun extraction technique of nine compounds of .
Yihan FENG ; Lei YIN ; Yuanrong LIU ; Lujing CAO ; Ning ZHENG ; Mingjuan LI ; Shuyu ZHAN
Journal of Zhejiang University. Medical sciences 2020;49(3):356-363
OBJECTIVE:
To establish the optimum extraction technique and high performance liquid chromatographic (HPLC) method to simultaneously quantify nine compounds of gallic acid, hydroxy-paeoniflorin, catechin, albiflorin, paeoniflorin, pentagalloylglucose, benzoic acid, benzoylpaeoniflorin and paeonol in .
METHODS:
Linear gradient elution was applied using water containing 0.1%phosphoric acid and acetonitrile as the mobile phase with a flow rate of 0.8 mL/min, column temperature of 30℃ and wavelength of 230 nm. The method of ultrasound extraction was used. Methanol and ethanol were used as extraction solvents, and three factors and three levels of orthogonal experiments was designed using L (3 ) table to investigate the effects of solvent concentration, ratio of liquid to material and extraction time on the total content of nine components of .
RESULTS:
HPLC method was verified to have high specificity, sensitivity and accuracy through methodological validation, and it could be used for simultaneous quantitative analysis of nine components of . The results showed that the optimum extraction technology of nine components of was using 70%ethanol as extraction solvent, ratio of liquid to material was 200 mL/g and ultrasound extraction time was 30 min.
CONCLUSIONS
HPLC method for the simultaneous determination of nine components of is established, and the optimum extraction technology is confirmed.
Chromatography, High Pressure Liquid
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Drugs, Chinese Herbal
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Paeonia
8.Prenatal MRI diagnosis of fetal midline dural sinus malformation
Yang PENG ; Haoqin ZHANG ; Jian GUAN ; Huanjun WANG ; Liu DU ; Mingjuan LIU ; Yan GUO
Chinese Journal of Medical Imaging Technology 2018;34(3):391-394
Objective To explore prenatal MRI findings of fetal midline dural sinus malformation(DSM).Methods Eleven fetuses of midline DSM were collected.Abnormalities in the fetal occipital or cerebellar area were found from 21 to 27 weeks of gestation.Then MR scanning in the following week was performed.Of all 11 fetuses,9 were pathologically proved to be midline DSM,and the other 2 were followed up and proved after birth.The imaging findings and pathological features were analyzed.Results MRI of 11 fetuses showed cystic dilation of the occipital cranium of torcular herophili area,with the size of 10 mm× 15 mm to 35 mm× 55 mm,and the adjacent sinuses were also dilated.On axial or coronal images,the lesions were cuneiform,while on sagittal images,the lesions were spindle-or crescent-shaped.The lesions displayed isointensity or slightly hyperintensity on T1WI,while slightly hypointensity,isointensity or slightly hyperintensity on T2WI.In 9 of the 11 fetuses,class round or bar thrombosis on the side wall of the cystic mass were observed,which were hyperintensity on T1WI and isointensity and hypointensity,isointensity or hyperintensity on T2WI.Hemosiderin deposition was observed around the thrombi in 6 fetuses.Lesion diameters in 2 fetuses were more than 30 mm,and the adjacent brain tissue was significantly dislocated.Nine fetuses of postmortem pathology after induced labor showed deformed and dilated venous sinuses,in which eccentric thrombi were seen in 7 fetuses with side branches around them.Normal brain development was observed in 2 live birth newborns.Conclusion Prenatal MRI can accurately diagnose fetal midline dural sinus malformation,and estimate the development of fetal brain,which may be helpful to prognosis prediction.
9.Imaging diagnosis of uterus duplication combined with renal dysplasia
Haoqin ZHANG ; Huanjun WANG ; Jian GUAN ; Weibin PAN ; Xiaoling ZHANG ; Mingjuan LIU ; Yan GUO
Chinese Journal of Medical Imaging Technology 2018;34(5):723-728
Objective To observe imaging features of uterus duplication combined with mesonephric duct dysplasia related abnormalities.Methods Imaging data of 17 female with uterus duplication and renal dysplasia were retrospectively analyzed.Seven patients underwent CT and 10 patients underwent MR scanning.Results The basic abnormalities in 17 patients were uterus duplication combined with unilateral renal-ureter dysplasia with/without other associated malformation which were further classified as follows:①7 patients presented as basic abnormalities without other associated malformations,include 5 (CT diagnosed 1,MR diagnosed 4) with uterus duplex and unilateral renal-ureter agenesis,2 (CT 1,MR 1) with uterus bifidus and unilateral renal-ureter dysplasia;②2 patients (CT 1,MR 1) presented as basic abnormalities accompanied with ectopic ureter orifice,uterus duplex and unilateral renal dysplasia with ectopic ureter orifice opening in vagina;③5 patients (CT 3,MR 2) of Herlyn-Werner-Wunderlich syndrome presented as uterus duplication,oblique vagina septum as well as unilateral renal-ureter dysplasia,which shown as uterus duplex,oblique vaginal septum with hematocolpos,also unilateral renal-ureter agenesis;④2 patients presented as basic abnormalities accompanied with mesonephric residual cyst,CT showed one with uterus duplex and unilateral renal-ureter agenesis with ipsilateral mesonephric residual cyst,MRI showed as the other one with Herlyn-Werner-Wunderlich syndrome combined with mesonephric residual cyst opening in vagina;⑤MRI showed 1 patient with basic abnormalities and a nephrogenic adenoma,which demonstrated as uterus duplex combined with left renal-ureter agenesis,and a tumor on the left wall of bladder accompanied with endometriosis.Conclusion Further classification into 5 types from simple to complex based on uterus duplication combined with unilateral renal-ureter dysplasia with/without other associated malformations is helpful to the diagnosis and treatment of these abnormalities.
10.Imaging findings of female Skene gland disease
Huanjun WANG ; Jian GUAN ; Haoqin ZHANG ; Mingjuan LIU ; Yan GUO
Chinese Journal of Radiology 2017;51(11):834-838
Objective To investigate the imaging characteristics of female Skene-gland (periurethral glands) disease. Methods A retrospective analysis of preoperative imaging findings was performed in 15 female patients with surgical-pathological proven Skene gland disease. MRI scans were performed in 8 cases, CT scans were performed in 5 cases, both CT and MRI were performed in 2 cases. Imaging characteristics were observed and summarized.Results There were 3 types of diseases,including:(1) Skene gland cyst (n=3), located in the distal and posterolateral urethra or close to the proximity of urethra, presenting as cystic lesions with teardrop shape on sagittal images, which appeared as hypo-attenuation on non-enhanced CT, and hypo-intensity on T1WI, hyper-intensity on T2WI, and without enhancement. One case complicated with infection presented as hyper-intensity on T1WI and gaseous intensity inside,with thickened cystic wall and enhancement.(2)Urethral diverticulum communicating with Skene gland (n=10), located in the middle or distal and posterolateral urethra, presented as a horseshoe shaped cystic lesion partially surrounding the urethral(n=3)or spoke wheel-like cystic lesion with multiple septum completely surrounding the urethra (n=7). They appeared as fluid attenuation on unenhanced CT, and hypo-intensity on T1WI, hyper-intensity on T2WI and without enhancement. Heterogenous signal or attenuation and enhanced septum or cystic wall were found in 6 cases complicated with infection. (3) Malignant tumor (n=2, one adenocarcinoma and one neuroendocrine carcinoma), presented as cystic-solid mass surrounding the urethral, showing heterogenous low attenuation on nonenhanced CT and iso-to hyper-intensity on T2WI and hypo-to iso-intensity on T1WI with significant enhancement.Conclusions Female Skene-gland disease has specific occurrence location and imaging characteristics.

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