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.Research progress of TCM functional exercises for the treatment of fatigue
Yuying SHAO ; Jing LU ; Yuanyuan QU ; Chuwen FENG ; Shuhao GUO ; Binbin LI ; Tao CHEN ; Tiansong YANG
International Journal of Traditional Chinese Medicine 2024;46(1):119-123
TCM functional exercises are the important means of TCM to prevent and cure diseases. By adjusting the bones and muscles externally, adjusting the heart and organs internally, promoting blood circulation, improving sleep disorders, enhancing metabolism and immune capacity, the aim of preventing and treating diseases, prolonging life span, and strengthening the body is achieved. TCM exercises have a significant effect on the treatment of various types of fatigue such as chronic fatigue syndrome, Exercise-induced fatigue, post-stroke fatigue, and cancer-related fatigue.
3.Review of TCM research on emotional abnormalities in chronic fatigue syndrome
Shuhao GUO ; Chuwen FENG ; Yuanyuan QU ; Tao CHEN ; Yuying SHAO ; Jing LU ; Binbin LI ; Tingting LIU ; Minghang ZHU ; Zhiying YUAN ; Tiansong YANG
International Journal of Traditional Chinese Medicine 2024;46(9):1240-1244
TCM believes that spleen deficiency is the root cause of emotional abnormalities in chronic fatigue syndrome (CFS), and clinical treatment often involves the heart, liver and kidney. TCM therapy has a significant efficacy in CFS emotional abnormalities. It is mostly treated with oral administration of TCM, acupuncture, moxibustion and massage therapy. It may play a therapeutic role by improving oxidative stress and immune inflammation, regulating nerve-endocrine, controlling energy metabolism and other ways. It is suggested to establish the syndrome differentiation standard of CFS emotional abnormality in the future, so as to improve the accuracy of syndrome differentiation and treatment; form a perfect treatment guide or expert consensus to guide the standardized application of various internal and external treatment methods; explore objective indicators based on the pathogenesis, and focus on the morphological and functional changes of disease target brain regions with the help of neuroimaging techniques, so as to improve the diagnosis and prognosis evaluation of CFS; based on the guidance of TCM theory, improve the CFS emotional abnormal animal modeling method.
4.Application Progress of Cardiovascular Magnetic Resonance in the Evaluation of Cancer Treatment-Related Cardiovascular Disease
Zhaofeng FENG ; Shuhao LI ; Haibo REN ; Lianggeng GONG
Chinese Journal of Medical Imaging 2024;32(7):736-740,746
With the development of cancer treatment,patient survival rates have substantially improved.But cancer therapies may come along with potential cardiotoxic effects resulting in cardiovascular disease with increased morbidity and mortality.Ultimately,patients may survive their malignancy but die as a result of cancer treatment.It is crucial that being able to identify cardiovascular damage early and develop strategies that may ameliorate the damage secondary.Cardiovascular magnetic resonance imaging can provide a"one-stop"assessment of cardiac architecture,cardiac function,myocardial tissue characteristics,and cardiac macrovascular hemodynamics,and it is useful in assessing cardiovascular injury,particularly early injury.The objective of this review is to review the application and progress of various cardiovascular magnetic resonance imaging methods in the evaluation of cancer treatment-related cardiovascular disease.
5.Research progress in the treatment of sleep disorder in chronic fatigue syndrome with external therapy of Traditional Chinese Medicine
Chuwen FENG ; Qingyong WANG ; Yuanyuan QU ; Zhongren SUN ; Yulin WANG ; Jing LU ; Yuying SHAO ; Binbin LI ; Tao CHEN ; Shuhao GUO ; Tiansong YANG
International Journal of Traditional Chinese Medicine 2023;45(2):248-252
Traditional Chinese Medicine (TCM) external therapy for sleep disorder of chronic fatigue syndrome (CFS) has good anti-fatigue effect and can improve sleep quality of patients. The treatment for sleep disorders of CFS with TCM external treatment mainly adopts acupuncture, moxibustion, massage, TCM bath, transcutaneous acupoint electrical stimulation and auricular point sticking, etc., or alone, or comprehensive application, or combined with oral Chinese materia medica. The appropriate treatment method can be selected according to the patients' condition and compliance, which reflects the unique advantages of TCM syndrome differentiation and treatment and the treatment according to people and time. The existing research still needs to further form a standardized and recognized diagnosis and treatment system, so as to better guide clinical popularization and application.
6.Association between preoperative hemoglobin amount and incidence of lower limb deep vein thrombosis following lower limb fracture
Shuhao LI ; Kun ZHANG ; Zhe SONG ; Lisong HENG ; Dongxu FENG ; Wei FAN ; Xiaolong WANG ; Chen WANG ; Rui QIAO ; Jiarui YANG ; Pengfei WANG ; Yangjun ZHU
Chinese Journal of Orthopaedic Trauma 2021;23(10):864-870
Objective:To study the association between preoperative hemoglobin amount and incidence of lower limb deep vein thrombosis (DVT) in patients with lower limb fracture.Methods:A retrospective study was performed of the 2, 482 patients with lower limb fracture who had been treated at Department of Orthopaedics Trauma, Honghui Hospital Affiliated to Xi'an Jiaotong University from July 2014 to August 2019. They were 1, 174 males and 1, 308 females with an age of (60.6±19.3) years. Recorded were the patients' age, gender, injury time, hemoglobin amount, D-dimer measurement, combined medical conditions, time and results of ultrasound vein examination on both lower extremities. According to the ultrasound results, the patients were divided into a thrombosis group and a thrombosis-free group. The 2 groups were compared in hemoglobin amount. Logistic regression was used to analyze the relationship between preoperative hemoglobin amount and incidence of lower limb DVT. The patients were divided into 5 groups according to the quintile of hemoglobin amount; the incidences of thrombosis were compared between the 5 groups.Results:The total incidence of DVT in this cohort was 29.53%(733/2, 482). The hemoglobin amount in the thrombosis group was (116.57±19.24) g/L, significantly lower than that in the thrombosis-free group (124.76±19.79) g/L ( P<0.05). The preoperative hemoglobin amount was a risk factor for incidence of DVT after a lower limb fracture ( OR=0.985, 95% CI: 0.980 to 0.990, P<0.001). As the quintile level of hemoglobin increased, the incidence of DVT showed a downward trend. In comparison of the group with the highest DVT incidence (40.58%) and the group with the lowest DVT incidence (17.27%), the risk increased by 2.386 times (95% CI: 1.718 to 3.315). Conclusions:The preoperative hemoglobin amount can affect the DVT incidence after a lower limb fracture, and a low hemoglobin amount may more likely lead to lower limb DVT.
7.Deep vein thrombosis after closed fracture of lower extremity and blood types ABO
Shuhao LI ; Kun ZHANG ; Zhe SONG ; Wei FAN ; Xiaolong WANG ; Chen WANG ; Dongxu FENG ; Lisong HENG ; Fan XU ; Xiao CAI ; Pengfei WANG ; Yangjun ZHU
Chinese Journal of Orthopaedic Trauma 2021;23(1):81-87
Objective:To investigate the differences in incidence of deep vein thrombosis (DVT) after closed fracture of lower extremity between patients with different blood types ABO.Methods:A retrospective study was conducted in the 1, 951 patients who had been admitted to Department of Orthopaedics Trauma, Honghui Hospital Affiliated to Xi'an Jiaotong University for lower extremity fractures from August 2014 to June 2018. They were 924 males and 1,027 females with a mean age of 63 (46, 78) years (range, from 16 to 102 years). Of them, 572 were type O, 564 type A, 609 type B and 206 type AB. Venous ultrasonography was performed on both lower extremities within 12 hours after admission. The incidences of DVT after fracture were compared between different blood types in all the patients, patients with proximal fracture of the knee, peri-knee fracture and distal fracture of the knee, and patients<60 years old and ≥60 years old.Results:The incidences of DVT were, respectively, 26.75% (153/572), 28.72% (162/564), 34.32% (209/609) and 29.61% (61/206) for patients with blood type O, type A, type B and type AB. The DVT incidence for type B was significantly higher than that for type O ( P< 0.008). The incidences of DVT were, respectively, 28.74% (98/341), 28.99% (100/345), 39.45% (144/365) and 30.97% (35/113) for blood type O, type A, type B and type AB in the patients with proximal fracture of the knee. The DVT incidence for blood type B was significantly higher than those for blood type O and blood type A ( P< 0.008). There were no significant differences in the DVT incidence between different blood types ABO in the patients with peri-knee fracture, distal fracture of the knee,<60 years old or ≥60 years old( P>0.05). The incidences of DVT were, respectively, 30.99% (97/313), 33.33% (108/324), 45.22% (156/345), 34.74% (33/95) for blood type O, type A, type B and type AB in the patients ≥60 years old. The DVT incidence for blood type B was significantly higher than those for blood type O and blood type A ( P< 0.008). Conclusions:The incidence of DVT varied with different blood types ABO after lower extremity fracture. The highest DVT incidence was found in patients with blood type B. The impact of blood type on the DVT incidence after lower extremity fracture was mainly observed in the patients with proximal fracture of the knee or an age of ≥ 60 years old.
8.Observation of dendrite osteocytes of mice at different developmental stages using Ploton silver staining and phalloidin staining.
Shuhao FENG ; Liangxiao BAO ; Gengtao QIU ; Zheting LIAO ; Zhonghao DENG ; Nachun CHEN ; Yuhao CHU ; Ziheng LUO ; Yu JIN ; Xiaoyu LI ; Yingzi YANG ; Liang ZHAO
Journal of Southern Medical University 2020;40(11):1656-1661
OBJECTIVE:
To assess the value of Ploton silver staining and phalloidin-iFlour 488 staining in observation of the morphology of osteocyte dendrites of mice at different developmental stages.
METHODS:
The humerus and femurs were harvested from mice at 0 (P0), 5 (P5), 15 (P15), 21 (P21), 28 (P28), and 35 days (P35) after birth to prepare cryo-sections and paraffin sections. HE staining of P35 mouse femur sections served as a reference for observing osteocytes in the trabecular bone and cortical bone. The humeral sections at different developmental stages were stained with Ploton silver staining to observe the morphology of osteocytes and canaliculi, and the canalicular lengths in the cortical and trabecular bones of the humerus of the mice in each developmental stage were recorded. The cryo-sections of the humerus from P10 and P15 mice were stained with phalloidin iFlour-488 to observe the morphology of osteocytes and measurement of the length of osteocyte dendrites in the cortical bone.
RESULTS:
In the trabecular bone of the humerus of P0-P15 mice, Ploton silver staining only visualized the outline of the osteocytes, and the morphology of the canaliculi was poorly defined. In P21 or older mice, Ploton silver staining revealed the morphology of the trabecular bone osteocytes and the canaliculi, which were neatly arranged and whose lengths increased significantly with age (P21
CONCLUSIONS
Mouse osteocyte dendrites elongate progressively and their arrangement gradually becomes regular with age. Ploton silver staining can clearly visualize the morphology of the osteocytes and the canaliculi in adult mice but not in mice in early stages of development. Phalloidin iFlour-488 staining for labeling the cytoskeleton can be applied for mouse osteocytes at all developmental stages and allows morphological observation of mouse osteocytes in early developmental stages.
Animals
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Bone and Bones
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Dendrites
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Mice
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Osteocytes
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Phalloidine
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Silver Staining
9.An optimized method for embedding undecalcified mouse tibias in plastic blocks.
Zhonghao DENG ; Jingde LIN ; Zheting LIAO ; Yufan CHEN ; Desheng WU ; Shuhao FENG ; Nachun CHEN ; Baohong ZHAO ; Liang ZHAO
Journal of Southern Medical University 2019;39(9):1038-1044
OBJECTIVE:
To optimize the method for embedding multiple undecalcified mouse tibias in plastic blocks, improve the efficiency and stability of plastic embedding and reduce the detachment rate of plastic slides.
METHODS:
Thirty undecalcified tibias from 15 B6 mice were used for plastic embedding after calcein labeling, fixation, dehydration and infiltration. The tibias were embedded in cylindrical plastic blocks with a diameter of 4 mm. For each bone, the 1/4 proximal tibia was cut off, and the remaining 3/4 was used for re-embedding. Five bones were embedded in a single block with each bone standing closely on the surface of a flat plate. The samples were randomized into control and experimental groups in all the processes of embedding, sectioning and staining. In the 3 groups with modified embedment, flowing CO was added into the embedding solution, embedding solution was applied to the section surface, and the slides were heated at 95 ℃ for 15 min. The polymerization time, slide detachment rate, bone formation and osteoblast parameters were analyzed.
RESULTS:
We prepared 6 plastic blocks, each containing 5 tibias, whose cross sections were on the same plane. The blocks were completely polymerized and suitable for sectioning. Flowing CO into the embedding solution reduced the polymerization time and increased the rate of complete polymerization. Application of the embedding solution on the section surface significantly reduced the detachment rate of the sections ( < 0.05) without affecting bone formation analysis ( > 0.05). Heating the slides significantly lowered the detachment rate of the sections ( < 0.05) without affecting osteoblast analysis ( > 0.05).
CONCLUSIONS
The optimized method allows effective embedding of multiple undecalcified mice tibias in the same block and can be an ideal method for histological analysis of undecalcified bones.
Animals
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Mice
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Plastics
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Staining and Labeling
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Tibia
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Tissue Embedding
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methods
10.Analysis of occurrence regularity and risk factors of deep venous thrombosis in patients with distal fractures of the knee during perioperative period
Shuhao LI ; Jianping SUN ; Chen WANG ; Shuangwei QU ; Lisong HENG ; Dongxu FENG ; Pengfei WANG ; Na YANG ; Ding TIAN ; Jun ZHANG ; Yangjun ZHU ; Kun ZHANG
International Journal of Surgery 2019;46(7):446-454
Objective To investigate the occurrence of deep venous thrombosis (DVT) in the perioperative period of patients with fracture distal to the knee,so that clinicians have a better understanding of the occurrence of DVT in the perioperative period of the fracture distal to the knee.Methods A retrospective analysis of the clinical data of 365 patients with distal knee fractures who underwent surgery in the Department of Orthopaedics Trauma,Xi'an Jiaotong University Medical College Red Cross Hospital from June 2014 to March 2018 was conducted.There were 213 males and 152 females,aged (45.05 ± 15.24) years,with an age range of 17-83 years.Classification of fracture sites:177 cases of tibiofibular shaft fracture,130 cases of ankle fracture,and 58 cases of foot fracture.According to whether thrombosis occurred or not,the patients were divided into thrombotic group and non-thrombotic group before and after operation.There were 66 patients with thrombosis before operation,299 patients without thrombosis before operation,88 patients with thrombosis after operation,and 277 patients without thrombosis after operation.The incidence of thrombosis and the location of the thrombus were recorded.The sex,age,fracture site,ASA score,operation time,the time from injury to admission,the time from injury to surgery,intraoperative tourniquet time,intraoperative blood transfusion volume,intraoperative blood loss,intraoperative transfusion volume,hemoglobin volume at admission and 1 day after operation,D-dimer level at admission and 1 day after operation,multiple injuries,chronic hepatitis and medical diseases were analyzed.The measuremernt data of normal distribution and homogeneity of variance were expressed as mean ± standard deviation (Mean ± SD),the t test was used for comparison between two groups.The comparison of count data was performed by x2 test or Fisher exact probability method,and multivariate logistic regression analysis was performed on the risk factors affecting the occurrence of DVT in both lower extremities.Results The preoperative DVT rate was 18.1% (66/365).In patients with thrombosis,distal thrombosis accounted for 93.94% (62/66),and mixed thrombosis accounted for 6.06% (4/66).The incidence of postoperative DVT was 24.1% (88/365).In patients with thrombosis,distal thrombosis accounted for 94.32% (83/88),proximal thrombosis accounted for 1.14% (1/88),and mixed thrombus accounted for 4.55% (4/88).Fracture site,ASA score,operation time,intraoperative tourniquet time,intraoperative blood transfusion volume,intraoperative blood loss,intraoperative transfusion volume were not statistically significant(P >0.05).Age ≥ 40 years (OR =2.691,95% CI:1.422-5.093,P =0.002),the time from injury to admission > 3 days (OR =1.927,95 % CI:1.072-3.463,P =0.028)were independent risk factors for DVT formation in fracture distal to the knee before operation.Age ≥ 40 years (OR =3.925,95 % CI:2.161-7.129,P =0.000),the time from injury to surgery > 5 days (OR =1.835,95 % CI:1.080-3.119,P =0.025),D-dimer level at 1 day after operation (OR =1.191,95% CI:1.096-1.293,P =0.000),combined with multiple injuries (OR =1.981,95% CI:1.006-3.902,P =0.048),combined with coronary atherosclerotic heart disease (OR =2.692,95% CI:1.112-6.517,P =0.028) were independent risk factor for DVT formation after operation for fracture distal to the knee.Conclusions The occurrence of DVT before and after the fracture of the knee is mainly caused by distal thrombosis,and proximal thrombosis also occurs.Those patients aged≥40 years,combined with multiple injuries and coronary heart disease,should focus on preventing the occurrence of DVT.After the injury,the patient is immediately admitted to the hospital for DVT screening,and when the general condition allowed,shortening the preoperative waiting time can reduce the occurrence of DVT.

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