1.A automatic segmentation model of bone lesion in bone SPECT/CT based on deep learning
Xueting WANG ; Weiming XIE ; Yujia MIAO ; Zhaomin YAO ; Yingxin DAI ; Fengmin LIU ; Guoxiu LU ; Guoxu ZHANG ; Zhiguo WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(11):666-671
Objective:To develop a deep learning-based segmentation model MT-UNet to automatically segment bone metastases and benign bone lesions in bone scintigraphy with SPECT/CT.Methods:A total of 93 patients (48 males and 45 females, age 28-84 years) who underwent bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from June 2023 to December 2023 were enrolled retrospectively in this study, with a total of 184 bone lesions (94 benign lesions and 90 metastatic tumors). The MT-UNet was employed to segment bone lesions in SPECT, CT and SPECT/CT images respectively. Comparative analysis with 8 segmentation models was performed. The training set and validation set were divided by using 5-fold cross-validation and transfer learning was introduced to further enhance the robustness of the model. An additional cohort of 22 patients (15 males and 7 females, age 37-87 years) who received bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from April 2023 to May 2023 were included, comprising 40 bone lesions (22 benign lesions and 18 metastatic tumors) as the test set of MT-UNet. Segmentation performance of different models was assessed using accuracy, sensitivity, specificity, AUC, intersection over union and Dice similarity coefficient (DSC). Delong test was used to compare the segmentation efficacy among different models in the test set.Results:In the validation set, MT-UNet demonstrated DSC of 0.940, 0.962, and 0.963 for SPECT, CT, and SPECT/CT bone lesion segmentation, respectively, which were outperformed other models. Following transfer learning implementation, the SPECT/CT model′s DSC was improved to 0.984. In the test set, MT-UNet maintained comparable segmentation performance to the validation set, with significant AUC differences among the three models ( Z values: from -15.42 to -9.27, all P<0.01). Compared with conventional image interpretation, MT-UNet-based segmentation reduced physician interpretation time from 164min to 102min. Conclusion:MT-UNet has shown good performance in automatic segmentation of bone metastases and benign bone lesions, and is expected to become an important part of SPECT/CT image intelligent diagnosis system for bone metastases.
2.A automatic segmentation model of bone lesion in bone SPECT/CT based on deep learning
Xueting WANG ; Weiming XIE ; Yujia MIAO ; Zhaomin YAO ; Yingxin DAI ; Fengmin LIU ; Guoxiu LU ; Guoxu ZHANG ; Zhiguo WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(11):666-671
Objective:To develop a deep learning-based segmentation model MT-UNet to automatically segment bone metastases and benign bone lesions in bone scintigraphy with SPECT/CT.Methods:A total of 93 patients (48 males and 45 females, age 28-84 years) who underwent bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from June 2023 to December 2023 were enrolled retrospectively in this study, with a total of 184 bone lesions (94 benign lesions and 90 metastatic tumors). The MT-UNet was employed to segment bone lesions in SPECT, CT and SPECT/CT images respectively. Comparative analysis with 8 segmentation models was performed. The training set and validation set were divided by using 5-fold cross-validation and transfer learning was introduced to further enhance the robustness of the model. An additional cohort of 22 patients (15 males and 7 females, age 37-87 years) who received bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from April 2023 to May 2023 were included, comprising 40 bone lesions (22 benign lesions and 18 metastatic tumors) as the test set of MT-UNet. Segmentation performance of different models was assessed using accuracy, sensitivity, specificity, AUC, intersection over union and Dice similarity coefficient (DSC). Delong test was used to compare the segmentation efficacy among different models in the test set.Results:In the validation set, MT-UNet demonstrated DSC of 0.940, 0.962, and 0.963 for SPECT, CT, and SPECT/CT bone lesion segmentation, respectively, which were outperformed other models. Following transfer learning implementation, the SPECT/CT model′s DSC was improved to 0.984. In the test set, MT-UNet maintained comparable segmentation performance to the validation set, with significant AUC differences among the three models ( Z values: from -15.42 to -9.27, all P<0.01). Compared with conventional image interpretation, MT-UNet-based segmentation reduced physician interpretation time from 164min to 102min. Conclusion:MT-UNet has shown good performance in automatic segmentation of bone metastases and benign bone lesions, and is expected to become an important part of SPECT/CT image intelligent diagnosis system for bone metastases.
3.Analysis of genetic etiology of 234 deaths in the pediatric intensive care unit with suspected genetic diseases
Yao WANG ; Yixue WANG ; Yanyan QIAN ; Suzhen XU ; Weiming CHEN ; Gangfeng YAN ; Huijun WANG ; Bingbing WU ; Guoping LU
Chinese Journal of Pediatrics 2024;62(8):741-746
Objective:To explore the genetic etiology of pediatric intensive care unit (PICU) mortality cases and summarize their clinical characteristics.Methods:This was a retrospective cohort study. The study population consisted of 234 children who died within 7 d after admitted to the PICU of Children′s Hospital of Fudan University from January 2017 to December 2021. The clinical diagnoses, laboratory test results, and genetic testing results were collected. These patients were divided into the pathogenic gene variation positive (PGVP) group and the pathogenic gene variation negative (PGVN) group according to the results of genetic testing. The Mann-Whitney U test and Pearson′s chi-square test or Fisher′s exact probability method were used to compare the clinical characteristics between the groups. Results:A total of 234 cases were enrolled, including 139 (59.4%) males and 95 (40.6%) females. The age at death was 1.0 (0.4, 3.7) years old and the length of PICU stay was 16 (6, 33) days. There were 62 cases (26.5%) PGVP, and the mutated pathogenic genes included immune genes (23 cases (37.1%)), metabolic genes (11 cases (17.7%)), neuromuscular genes (11 cases (17.7%)), cardiovascular genes (4 cases (6.5%)), and genes of other systems (13 cases (21.0%)). The age at death in PGVP cases was significantly lower than in PGVN cases (0.6 (0.3, 1.4) vs. 1.3(0.5, 4.3) years old, Z=3.85, P<0.001). Compared with the PGVN group, the PGVP group had a higher incidence of family history and chronic complex conditions (CCC) than the PGVN group (6.5% (4/62) vs. 0.6% (1/172) and 93.5% (58/62) vs. 76.2% (131/172), χ2=8.87, P=0.018 and 0.003, respectively). Children in the PGVP group were admitted with higher incidence of severe infection, decreased consciousness or coma, moderate-to-severe anemia, thrombocytopenia, protracted diarrhea, and abnormalities in muscle strength or tone than those in the PGVN group (74.2%(46/62) vs. 45.9%(79/172), 50.0%(31/62) vs. 35.5%(61/172), 32.3%(20/62) vs. 18.0%(31/172), 21.0%(13/62) vs. 10.5%(18/172), 25.8%(16/62) vs. 4.1%(7/172), 16.1%(10/62) vs. 5.2%(9/172), χ2=14.63, 4.04, 5.41, 4.37, 24.30, 7.25, all P<0.05). Pathogenic genes that occurred more than twice included IL2RG (5 cases), SMN1 (4 cases), and SH2D1A (3 cases, including 2 single gene varients and 1 copy number varient). Conclusions:Among the deceased cases in the PICU, the main genetic causes are immune-related, metabolic, and neuromuscular genetic disorders. Critically ill children with a family history, CCC, and early features such as severe infections, decreased consciousness or coma, moderate to severe anemia, thrombocytopenia, protracted diarrhea, or abnormalities in muscle strength or tone should be closely monitored and undergo early genetic testing.
4.Efficacy and safety of endoscopic retrograde appendicitis therapy for pediatric acute appendicitis
Yuanzhi WANG ; Zhenyong LIU ; Jian WU ; Guiqing LI ; Guanghuai YAO ; Weiming XIAO ; Yanbing DING
Journal of Clinical Medicine in Practice 2024;28(23):96-99
Objective To explore the efficacy and safety of endoscopic retrograde appendicitis therapy (ERAT) for pediatric acute appendicitis. Methods Thirty-five pediatric patients with acute simple appendicitis admitted between June 2021 and November 2023 were selected as study subjects. Relevant perioperative data including clinical manifestations, diagnostic and therapeutic processes, as well as treatment and follow-up outcomes were collected. Results All 35 patients successfully underwent ERAT with an operation time ranging from 24 to 75 min. Intubation of the appendiceal lumen was successful in all patients, with pus flushed out or stones removed. After contrast administration and flushing, 16 patients were found to have pus only in the appendiceal lumen with no appendicoliths, while 19 patients had both pus and visible appendicoliths with diameters ranging from 2 to 5 mm. Of 19 patients, 17 appendicoliths were loose and 2 were well-formed. Abdominal pain symptoms were alleviated within a short period, with the average VAS score decreasing from 6.6 preoperatively to 1.7 at 3 hours postoperatively and to 0.2 at 24 hours postoperatively. There was a statistically significant difference in Visual Analogue Scale(VAS) scores before and after surgery (
5.Clinical diagnostic study of Ramp lesion of medial meniscus based on knee MRI at 90° flexed position.
Yuan YAO ; Shujun LIU ; Xianxiang XIANG ; Zhiheng WEI ; Weiming WANG ; Jue GONG
Chinese Journal of Reparative and Reconstructive Surgery 2024;38(11):1346-1351
OBJECTIVE:
To evaluate the clinical diagnostic value of knee MRI at 90° flexed position for Ramp lesions of medial meniscus.
METHODS:
A total of 228 patients with knee pain as the main complaint who were admitted between September 2021 and September 2023 was selected as the research subjects, of which 51 patients met the selection criteria and were enrolled in the study. There were 31 males and 20 females with an average age of 38.6 years (range, 15-67 years). Body mass index was 17.2-28.7 kg/m 2 (mean, 23.9 kg/m 2). There were 25 cases of left knee and 36 cases of right knee. The time from injury to admission was 0.1-14.3 weeks (mean, 2.1 weeks). Preoperative knee MRI at fully extended position (knee extension position) and 90° flexed position (knee flexion position) were performed to determine the presence of irregular signs at the posterior edge of the medial meniscus, and PHMM fluid high signal [i.e. complete fluid filling between the posterior horn of the medial meniscus (PHMM) and the capsule margin]. Findings obtained under arthroscopy served as the "gold standard" to analyze the sensitivity, specificity, accuracy, positive predictive value (PPV), and negative predictive value (NPV) of MRI at knee extension and flexion positions for the two specific signs of Ramp lesion.
RESULTS:
Twenty-one patients (41.2%) were diagnosed with Ramp lesions by using arthroscopy, including 1 case of Thaunat type Ⅰ, 2 cases of type Ⅱ, 6 cases of type Ⅲ, 7 cases of type Ⅳ, and 5 cases of type Ⅴ. The positive rates of irregular signs at the posterior edge of the medial meniscus on MRI at knee extension and flexion positions were significantly different from the diagnosis of Ramp injury under arthroscopy ( P<0.05). The sensitivity, specificity, accuracy, PPV, and NPV of MRI in the diagnosis of irregular signs were 76.1%, 60.0%, 66.7%, 57.1%, and 78.3% respectively at knee extension position, and 85.7%, 73.3%, 78.4%, 69.2%, and 88.0% respectively at knee flexion position. The positive rates of PHMM fluid high signal on MRI at knee extension and flexion positions were significantly different from the diagnosis of Ramp injury under arthroscopy ( P<0.05). The sensitivity, specificity, accuracy, PPV, and NPV of MRI in diagnosing PHMM fluid high signal were 38.1%, 100%, 74.5%, 100%, and 69.8% respectively at knee extension position, and 85.7%, 100%, 94.1%, 100%, and 90.9% respectively at knee flexion position.
CONCLUSION
Knee MRI at 90° flexed position improves the diagnostic performance of the detection of medial meniscal Ramp lesions compared with MRI at fully extended position.
Humans
;
Magnetic Resonance Imaging/methods*
;
Female
;
Male
;
Tibial Meniscus Injuries/diagnostic imaging*
;
Adult
;
Menisci, Tibial/diagnostic imaging*
;
Middle Aged
;
Adolescent
;
Young Adult
;
Arthroscopy/methods*
;
Aged
;
Knee Injuries/diagnostic imaging*
;
Range of Motion, Articular
;
Knee Joint/diagnostic imaging*
;
Sensitivity and Specificity
6.Chinese expert consensus on the diagnosis and treatment of traumatic supraorbital fissure syndrome (version 2024)
Junyu WANG ; Hai JIN ; Danfeng ZHANG ; Rutong YU ; Mingkun YU ; Yijie MA ; Yue MA ; Ning WANG ; Chunhong WANG ; Chunhui WANG ; Qing WANG ; Xinyu WANG ; Xinjun WANG ; Hengli TIAN ; Xinhua TIAN ; Yijun BAO ; Hua FENG ; Wa DA ; Liquan LYU ; Haijun REN ; Jinfang LIU ; Guodong LIU ; Chunhui LIU ; Junwen GUAN ; Rongcai JIANG ; Yiming LI ; Lihong LI ; Zhenxing LI ; Jinglian LI ; Jun YANG ; Chaohua YANG ; Xiao BU ; Xuehai WU ; Li BIE ; Binghui QIU ; Yongming ZHANG ; Qingjiu ZHANG ; Bo ZHANG ; Xiangtong ZHANG ; Rongbin CHEN ; Chao LIN ; Hu JIN ; Weiming ZHENG ; Mingliang ZHAO ; Liang ZHAO ; Rong HU ; Jixin DUAN ; Jiemin YAO ; Hechun XIA ; Ye GU ; Tao QIAN ; Suokai QIAN ; Tao XU ; Guoyi GAO ; Xiaoping TANG ; Qibing HUANG ; Rong FU ; Jun KANG ; Guobiao LIANG ; Kaiwei HAN ; Zhenmin HAN ; Shuo HAN ; Jun PU ; Lijun HENG ; Junji WEI ; Lijun HOU
Chinese Journal of Trauma 2024;40(5):385-396
Traumatic supraorbital fissure syndrome (TSOFS) is a symptom complex caused by nerve entrapment in the supraorbital fissure after skull base trauma. If the compressed cranial nerve in the supraorbital fissure is not decompressed surgically, ptosis, diplopia and eye movement disorder may exist for a long time and seriously affect the patients′ quality of life. Since its overall incidence is not high, it is not familiarized with the majority of neurosurgeons and some TSOFS may be complicated with skull base vascular injury. If the supraorbital fissure surgery is performed without treatment of vascular injury, it may cause massive hemorrhage, and disability and even life-threatening in severe cases. At present, there is no consensus or guideline on the diagnosis and treatment of TSOFS that can be referred to both domestically and internationally. To improve the understanding of TSOFS among clinical physicians and establish standardized diagnosis and treatment plans, the Skull Base Trauma Group of the Neurorepair Professional Committee of the Chinese Medical Doctor Association, Neurotrauma Group of the Neurosurgery Branch of the Chinese Medical Association, Neurotrauma Group of the Traumatology Branch of the Chinese Medical Association, and Editorial Committee of Chinese Journal of Trauma organized relevant experts to formulate Chinese expert consensus on the diagnosis and treatment of traumatic supraorbital fissure syndrome ( version 2024) based on evidence of evidence-based medicine and clinical experience of diagnosis and treatment. This consensus puts forward 12 recommendations on the diagnosis, classification, treatment, efficacy evaluation and follow-up of TSOFS, aiming to provide references for neurosurgeons from hospitals of all levels to standardize the diagnosis and treatment of TSOFS.
7.A randomized controlled trial of early intervention of external diaphragmatic electrical stimulation on diaphragmatic function in mechanically ventilated children
Zhenyu ZHANG ; Yuxin LIU ; Pan LIU ; Lijia DU ; Yan DU ; Jinhao TAO ; Guoping LU ; Sujuan WANG ; Yelin YAO ; Zhengzheng ZHANG ; Weiming CHEN
Chinese Pediatric Emergency Medicine 2022;29(11):868-874
Objective:To explore the effects of external diaphragm electrical stimulation on the diaphragm thickness and function in mechanically ventilated children.Methods:A randomized controlled trial was conducted in children who were admitted to PICU at Children′s Hospital of Fudan University and received mechanical ventilation between June 2021 and April 2022.The control group was given the routine treatment of mechanical ventilation, and the intervention group was given external diaphragm electrical stimulation in the early stage of mechanical ventilation in addition to routine treatment.Diaphragm thickness was continuously measured by bedside ultrasound every day for one week after mechanical ventilation, and the changing trend of diaphragm thickness was observed, and the diaphragmatic thickening fraction (DTf) and the incidence of ventilator-induced diaphragmtic dysfunction(VIDD) were calculated at the same time.Results:A total of 32 valid samples were included, including 15 cases in intervention group (10 males) and 17 cases in control group (11 males). The median age of the patients was 33 (10, 77) months, and the median duration of mechanical ventilation was 12 (8, 21) days.The reasons for mechanical ventilation in children included respiratory insufficiency in ten cases, brain dysfunction in ten cases, heart failure in eight cases, and postoperative surgery in four cases.The diaphragm end-expiratory thickness (DTe) in intervention group and the control group showed a gradually decreasing trend from the 1st day to the 7th day.The left thickness was reduced by 11% on the 7th day compared to 1st day in intervention group, which was reduced by 18% in control group; the average daily DTe was reduced by 2% per day in intervention group and by 3% per day in control group.The trends on the right and left were similar.The DTe thickness in the intervention group was greater than that in control group, among which, the mean DTe thickness in the left side of the intervention group on the 7th day was (0.110 7±0.023 7)cm, which was greater than that in control group (0.093 5±0.016 9)cm, and the difference was statistically significant ( t=-2.372, P<0.05); On the second day, the mean DTe thickness on the right side in the intervention group was (0.1267±0.0277) cm, which was greater than that in control group (0.104 7±0.018 1)cm, and the difference was statistically significant ( t=-2.688, P<0.05). DTf in the intervention group was lower than that in control group at 7th day, but the difference was not statistically significant(left DTf: adjusted mean difference was -0.117, P=0.088; right DTf: adjusted mean difference was -0.065, P=0.277). The incidence of VIDD in the intervention group was lower than that in control group(33.3% vs.41.2%), but the difference was not statistically significant ( χ2=0.005, P=0.946). Conclusion:External diaphragmatic electrical stimulation may be helpful for alleviating diaphragmatic atrophy in mechanically ventilated children.However, whether the improvement of diaphragm atrophy is beneficial to clinical outcome still needs further study.
8.Rehabilitation for prolonged mechanical ventilation in children
Sujuan WANG ; Weiming CHEN ; Yelin YAO ; Guoping LU
Chinese Pediatric Emergency Medicine 2022;29(3):179-182
Rehabilitation and multidisciplinary team management are very important to improve the prognosis of children with prolonged mechanical ventilation(PMV). The current status of rehabilitation intervention including physical therapy, neuromuscular electrical stimulation and inspiratory muscle training in adult patients with PMV were discussed, aiming to provide some evidence for the implementation of rehabilitation in children with PMV.
9.Expert consensus on the diagnosis and treatment model of inflammatory bowel disease multidisciplinary team in China
Jie LIANG ; He ZHOU ; Hong YANG ; Yao HE ; Yufang WANG ; Qing ZHENG ; Weiming ZHU ; Minhu CHEN ; Jiaming QIAN ; Kaichun WU
Chinese Journal of Inflammatory Bowel Diseases 2021;05(4):276-283
The etiology of inflammatory bowel disease (IBD) is unclear, and its treatment is difficult. The correct diagnosis of IBD is crucial for treatment, but there is a lack of the diagnostic gold standard. A comprehensive diagnosis and analysis combined with clinical manifestations, endoscopy, imaging and histopathology is required. Therefore, the problem to be solved urgently is to develop a personalized treatment plan through a standardized multidisciplinary treatment (MDT) and the optimized combination of existing diagnosis and treatment methods, so as to improve the efficacy. Based on the current situation of IBD diagnosis and treatment, with reference to the successful experience of MDT diagnosis and treatment at home and abroad, and combined with China′s national conditions, this consensus is finally formulated by organizing multiple experts in relevant fields to conduct online voting. The significance, the institutional composition, the operating mode, the clinical practice and the MDT integrated management are discussed in detail. Through the formulation and publication of this consensus, we hope that it can promote the development of standardized IBD-MDT, improve the therapeutic efficacy of IBD in China, and strengthen the training of professionals.
10.Expert consensus on the diagnosis and treatment model of inflammatory bowel disease multidisciplinary team in China
Jie LIANG ; He ZHOU ; Hong YANG ; Yao HE ; Yufang WANG ; Qing ZHENG ; Weiming ZHU ; Minhu CHEN ; Jiaming QIAN ; Kaichun WU
Chinese Journal of Inflammatory Bowel Diseases 2021;05(4):276-283
The etiology of inflammatory bowel disease (IBD) is unclear, and its treatment is difficult. The correct diagnosis of IBD is crucial for treatment, but there is a lack of the diagnostic gold standard. A comprehensive diagnosis and analysis combined with clinical manifestations, endoscopy, imaging and histopathology is required. Therefore, the problem to be solved urgently is to develop a personalized treatment plan through a standardized multidisciplinary treatment (MDT) and the optimized combination of existing diagnosis and treatment methods, so as to improve the efficacy. Based on the current situation of IBD diagnosis and treatment, with reference to the successful experience of MDT diagnosis and treatment at home and abroad, and combined with China′s national conditions, this consensus is finally formulated by organizing multiple experts in relevant fields to conduct online voting. The significance, the institutional composition, the operating mode, the clinical practice and the MDT integrated management are discussed in detail. Through the formulation and publication of this consensus, we hope that it can promote the development of standardized IBD-MDT, improve the therapeutic efficacy of IBD in China, and strengthen the training of professionals.


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