1.Intelligent Recognition and Segmentation of Blunt Craniocerebral Injury CT Images Based on DeepLabV3+Model
Hao-Jie QIN ; Yuan-Yuan LIU ; En-Hao FU ; Ya-Wen LIU ; Zhi-Ling TIAN ; He-Wen DONG ; Tai-Ang LIU ; Dong-Hua ZOU ; Yi-Bin CHENG ; Ning-Guo LIU
Journal of Forensic Medicine 2024;40(5):419-429
Objective To achieve intelligent recognition and segmentation of common craniocerebral inju-ries(hereinafter referred to as"segmentation")by training convolutional neural network DeepLabV3+model based on CT images of blunt craniocerebral injury(BCI),and to explore the value of deep learning in automated diagnosis of BCI in forensic medicine.Methods A total of 5 486 CT images of BCI from living persons were collected as the training set,validation set and test set for model training and performance evaluation.Another 255 CT images of BCI and 156 normal craniocerebral CT images from living persons were collected as the blind test set to evaluate the ability of the model to seg-ment the five types of craniocerebral injuries including scalp hematoma,skull fracture,epidural hema-toma,subdural hematoma,and brain contusion.Another 340 BCI and 120 normal craniocerebral CT images from cadavers were collected as the new blind test set to explore the application value of the model trained by living CT images in the segmentation of BCI in cadavers.The five types CT images of all BCI except the blind test set were manually labeled;then,each dataset was inputted into the model to train the model.The performance of the model was evaluated and optimized based on the loss function and accuracy curves of the training set and validation set,and the generalization ability was evaluated based on the Dice value of the test set.According to the accuracy,precision and F1 value of the blind test set,the segmentation performance of the model for five types of BCI was evaluated.Results After training and optimizing the model,the average Dice values of the final optimal model to scalp hematoma,skull fracture,epidural hematoma,subdural hematoma and brain contusion segmen-tation were 0.766 4,0.812 3,0.938 7,0.782 7 and 0.858 1,respectively,all greater than 0.75,meeting the expected requirements.External validation showed that the F1 values were 93.02%,89.80%,87.80%,92.93%and 86.57%in living CT images,respectively;83.92%,44.90%,76.47%,64.29%and 48.89%in cadaveric CT images,respectively.The above suggested that the model was able to accu-rately segment various types of craniocerebral injury on living CT images,while its segmentation ability was relatively poor on cadaveric CT images,but still able to accurately segment scalp hematoma,epidu-ral hematoma and subdural hematoma.Conclusion Deep learning model trained on CT images can be used for BCI segmentation.However,the direct use of living persons'BCI models for the identifica-tion of cadaveric BCI has some limitations.This study provides a new approach for intelligent segmen-tation of virtual anatomical data for BCI.
2.The impact of extended waiting time on tumor regression after neoadjuvant chemoradiotherapy for locally advanced rectal cancer.
Kuo ZHENG ; Lu JIN ; Fu SHEN ; Xian Hua GAO ; Xiao Ming ZHU ; Guan Yu YU ; Li Qiang HAO ; Zheng LOU ; Hao WANG ; En Da YU ; Chen Guang BAI ; Wei ZHANG
Chinese Journal of Surgery 2023;61(9):777-783
Objective: To investigate the influence of extending the waiting time on tumor regression after neoadjuvant chemoradiology (nCRT) in patients with locally advanced rectal cancer (LARC). Methods: Clinicopathological data from 728 LARC patients who completed nCRT treatment at the First Affiliated Hospital, Naval Medical University from January 2012 to December 2021 were collected for retrospective analysis. The primary research endpoint was the sustained complete response (SCR). There were 498 males and 230 females, with an age (M(IQR)) of 58 (15) years (range: 22 to 89 years). Logistic regression models were used to explore whether waiting time was an independent factor affecting SCR. Curve fitting was used to represent the relationship between the cumulative occurrence rate of SCR and the waiting time. The patients were divided into a conventional waiting time group (4 to <12 weeks, n=581) and an extended waiting time group (12 to<20 weeks, n=147). Comparisons regarding tumor regression, organ preservation, and surgical conditions between the two groups were made using the t test, Wilcoxon rank sum test, or χ2 test as appropriate. The Log-rank test was used to elucidate the survival discrepancies between the two groups. Results: The SCR rate of all patients was 21.6% (157/728). The waiting time was an independent influencing factor for SCR, with each additional day corresponding to an OR value of 1.010 (95%CI: 1.001 to 1.020, P=0.031). The cumulative rate of SCR occurrence gradually increased with the extension of waiting time, with the fastest increase between the 9th to <10th week. The SCR rate in the extended waiting time group was higher (27.9%(41/147) vs. 20.0%(116/581), χ2=3.901, P=0.048), and the organ preservation rate during the follow-up period was higher (21.1%(31/147) vs. 10.7%(62/581), χ2=10.510, P=0.001). The 3-year local recurrence/regrowth-free survival rates were 94.0% and 91.1%, the 3-year disease-free survival rates were 76.6% and 75.4%, and the 3-year overall survival rates were 95.6% and 92.2% for the conventional and extended waiting time groups, respectively, with no statistical differences in local recurrence/regrowth-free survival, disease-free survival and overall survival between the two groups (χ2=1.878, P=0.171; χ2=0.078, P=0.780; χ2=1.265, P=0.261). Conclusions: An extended waiting time is conducive to tumor regression, and extending the waiting time to 12 to <20 weeks after nCRT can improve the SCR rate and organ preservation rate, without increasing the difficulty of surgery or altering the oncological outcomes of patients.
3.Expert consensus on rational usage of nebulization treatment on childhood respiratory system diseases.
Han Min LIU ; Zhou FU ; Xiao Bo ZHANG ; Hai Lin ZHANG ; Yi Xiao BAO ; Xing Dong WU ; Yun Xiao SHANG ; De Yu ZHAO ; Shun Ying ZHAO ; Jian Hua ZHANG ; Zhi Min CHEN ; En Mei LIU ; Li DENG ; Chuan He LIU ; Li XIANG ; Ling CAO ; Ying Xue ZOU ; Bao Ping XU ; Xiao Yan DONG ; Yong YIN ; Chuang Li HAO ; Jian Guo HONG
Chinese Journal of Pediatrics 2022;60(4):283-290
4.Endoscopic lateral neck dissection via the breast and transoral approaches for papillary thyroid carcinoma: a report of 10 cases.
Guo Yang WU ; Jin Bo FU ; Ye Zhe LUO ; Wei YAN ; Xiao Quan HONG ; Peng Hao KUANG ; En De LIN ; Fu Sheng LIN ; Zheng Fu SONG ; Ji Yu CHEN ; Yi Long FU
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2021;56(7):751-754
Objective: To investigate the feasibility of endoscopic lateral neck dissection via the breast and transoral approaches (ELNDBTOA) for papillary thyroid carcinoma (PTC). Methods: From February 2015 to April 2019, 10 patients with PTC (cN1b) including 1 male and 9 females aged from 22 to 53 years old received ELNDBTOA in the General Surgery Department of Zhongshan Hospital, Xiamen University. Total thyroidectomy, the central lymph node dissection and the selective neck dissection (levels Ⅱ, Ⅲ and Ⅳ) were performed endoscopically via the breast approach, and then the residual lymph nodes were dissected via transoral approach. The medical records, operation time, blood loss, complications and postoperative follow-up outcomes were analyzed retrospectively. SPSS 22.0 software package was used for statistical processing of clinical data of patients. Results: All cases were successfully treated with ELNDBTOA without transfer to open surgery. The average operative time was (362.5±79.7) min, the blood loss was (23.0±14.9) ml, and the postoperative hospital stay was (5.1±1.3) days. The mean number of harvested cervical lymph nodes were (34.2±25.8), and the mean number of positive lymph nodes were (6.5±4.9). Lymph nodes were dissected by the further dissection via oral approach in 6 patients and a total of 9 lateral lymph nodes were havested from 2 of the 6 patients, with 3 positive lymph nodes. Two patients had transient skin numbness in the mandibular area and recovered within two weeks. One patient developed transient hypoparathyroidism and recovered within two months. No secondary bleeding, recurrent laryngeal nerve paralysis, chylous leakage, neck infection, permanent hypoparathyroidism or other complications were observed. The follow-up time was from 16 to 66 months with a median of 42.5 months, no tumor recurrence or metastasis occurred, and also no obvious deformity, abnormal sensation or movement in the chest, neck and mouth was observed. Conclusions: ELNBTOA is safe and feasible, with good cosmetic outcome.
Adult
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Female
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Humans
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Lymph Nodes
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Male
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Middle Aged
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Neck Dissection
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Retrospective Studies
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Thyroid Cancer, Papillary/surgery*
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Thyroid Neoplasms/surgery*
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Thyroidectomy
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Young Adult
5.Lupus anticoagulant: two cases report and literature review.
Yang LI ; Ming' en LYU ; Feng XUE ; Wenjie LIU ; Yating HAO ; Yue GUAN ; Boyang SUN ; Cuicui LYU ; Xueping GU ; Rongfeng FU ; Yueting HUANG ; Wei LIU ; Yunfei CHEN ; Xiaofan LIU ; Lei ZHANG ; Renchi YANG
Chinese Journal of Hematology 2016;37(2):130-133
OBJECTIVETo deepen the understanding of clinical manifestations and treatment of patients with positive lupus anticoagulant (LAC).
METHODSThe clinical data of 2 patients were analyzed and related literature were reviewed.
RESULTSCase 1, a 31-year-old female, diagnosed as lupus anticoagulant positive, secondary to undifferentiated connective tissue disease, was presented with menorrhagia and thrombocytopenia. Anti-nuclear antibody (ANA) was positive 1:1000 (homogeneous type) with anti-double stranded DNA positive, and dRVVT LA1/LA2 was 3.4. Coagulation function was alleviated after treatment with glucocorticoid and total glucosides of paeony. Case 2, a 59-year-old female was presented with gingival bleeding, hematuria with the level of F II:C 13%. dRVVT LA1/LA2 was 2.0. Anti-nuclear antibody (ANA) was positive 1:1000 (type of cytoplasmic granule), anti-double stranded DNA was positive. The patient was diagnosed as hypoprothrombinemia-lupus anticoagulant syndrome (LAHS) and acquired coagulation factor deficiency. The signs of hemorrhage were alleviated after treatment with methylprednisolone 40 mg/day and cyclophosphamide, while the level of F II:C was below normal.
CONCLUSIONSymptoms of patients with positive LAC are variable. The diagnosis relies on history of disease and laboratory test. Currently, there is no standardized treatment. Cases of LAHS should be thoroughly investigated for any known causes and related disorder.
Adult ; Blood Coagulation ; Cyclophosphamide ; therapeutic use ; Female ; Glucocorticoids ; therapeutic use ; Hematologic Tests ; Hemorrhage ; Humans ; Hypoprothrombinemias ; diagnosis ; Lupus Coagulation Inhibitor ; blood ; Methylprednisolone ; therapeutic use ; Middle Aged
6.Manual immunohistochemistry for detecting ALK gene fusion antibody in 519 cases of non-small lung cancer.
Xia GU ; Jie-Yu WU ; Xin-Ming HE ; Ping HE ; Xin-Ge FU ; Yun-En LIN ; Guang-Qiu LI ; Yan HAO
Journal of Southern Medical University 2015;35(10):1440-1445
OBJECTIVETo investigate the expression of anaplastic lymphoma kinase (ALK) gene fusion antibody in non-small cell lung cancer (NSCLC) and explore the clinicopathological significance.
METHODSUsing manual immunohistochemistry (IHC) with D5F3 rabbit monoclonal antibody, we detected the expression of ALK gene fusion protein in 519 cases of NSCLC. The relations of ALK fusion protein with the clinical characteristics of the patients and the histological classification of the tumors were analyzed. The expressions of ALK fusion protein were compared between surgical specimens and biopsy samples, and the consistency of manual IHC results was evaluated with the results of a fully automated IHC instrument and fluorescence in situ hybridization (FISH).
RESULTSThe positivity rate of ALK fusion protein was 11.37% (59/519) among the cases detected by manual IHC. The patients tended to have a young age of onset (P=0.048) and most of the tumors were adenocarcinoma. In the surgical specimens, ALK fusion protein was expressed mostly in invasive mucinous adenocarcinoma (P<0.01), and it was a high risk factor of lymph node metastasis [OR=2.188(95%C.I:1.161-4.122)]. No statistical difference was found in the test results of manual IHC between surgical specimens and biopsy samples. The results by manual IHC suggesting a strong expression were consistent with the results by automated IHC and FISH.
CONCLUSIONManual IHC can be reliable for screening ALK fusion arrangement in patients with NSCLC.
Adenocarcinoma ; genetics ; Antibodies ; Carcinoma, Non-Small-Cell Lung ; genetics ; Gene Fusion ; Humans ; Immunohistochemistry ; In Situ Hybridization, Fluorescence ; Lung Neoplasms ; genetics ; Receptor Protein-Tyrosine Kinases ; genetics ; immunology
7.Emergence application of colonoscopic placement of self-expandable metal stent without fluoroscopic monitoring.
Zheng LOU ; En-da YU ; Wei ZHANG ; Lian-jie LIU ; Li-qiang HAO ; Han-tao WANG ; Rong-gui MENG ; Chuan-gang FU
Chinese Journal of Gastrointestinal Surgery 2013;16(4):363-366
OBJECTIVETo evaluate the efficacy and safety of colonoscopy-guided placement of self-expandable metallic stent without fluoroscopic monitoring in the emergence management for acute malignant colorectal obstruction.
METHODSClinical data of 42 patients (24 males and 18 females with a mean age of 64.3 years) undergoing colonoscopy-guided placement of self-expandable metallic stents without fluoroscopic monitoring for acute malignant colorectal obstruction between January 2010 and June 2012 were reviewed retrospectively.
RESULTSThe obstruction was located in the rectum (n=19), sigmoid (n=9), descending colon (n=8), splenic flexure (n=1), hepatic flexure (n=3), and ascending colon (n=2). Technical success was achieved in all the 42 patients (100%). The mean time of operation was (11.8±10.4) min (range 1.1-51.0 min). No serious procedure-related complication occurred. Minor bleeding occurred in 3 cases (7.1%). One patient died on the second day after surgery because of heart failure.
CONCLUSIONSColonoscopy-guided placement of self-expandable metallic stents without fluoroscopic monitoring in emergence management for acute malignant colorectal obstruction is effective and safe with shorter operative time.
Adult ; Aged ; Aged, 80 and over ; Colonoscopy ; Colorectal Neoplasms ; complications ; Female ; Humans ; Intestinal Obstruction ; etiology ; therapy ; Male ; Middle Aged ; Retrospective Studies ; Stents
8.Association of tumor budding with clinicopathological characteristics and prognosis in T2 rectal cancer.
Jian-xiang HE ; Hao WANG ; Chuan-gang FU ; Rong-gui MENG ; Lian-jie LIU ; Wei ZHANG ; En-da YU
Chinese Journal of Gastrointestinal Surgery 2012;15(4):363-366
OBJECTIVETo demonstrate the association of tumor budding with clinicopathological features and prognosis in T2 rectal cancer.
METHODSClinicopathological data of 123 patients who underwent potentially curative resection for T2 rectal carcinoma between 2001 and 2005 at the Changhai Hospital were collected. All pathology slides were stained with hematoxylin and eosin for microscopic examinations. The maximum value of tumor buds(MV) and average value of tumor buds(AV) were calculated, which were classified as low value (≤5), median value (5 < bud value < 10), and high value (≥10).
RESULTSUnivariate analysis and multivariate analysis revealed that MV(P=0.000), AV(P=0.001), and lymphatic invasion (P=0.006) were independent predictors for lymph node metastasis in T2 rectal cancer. Neural invasion and poorly differentiation were significantly associated with MV(P<0.05). Neural invasion, vascular invasion and poorly differentiation were were significantly associated to AV (P<0.01). Disease-free survival (DFS) of patients with low AV, median AV and high AV was 110.5 months, 95.8 months, and 60.0 months respectively. There were significance differences in DFS of low AV with median and high AV(P<0.05). DFS of patients with low MV, median MV and high MV was 115.1 months, 98.5 months, and 86.0 months respectively. There were significance differences in DFS between low and high AV, and median and high MV(P<0.01 and P<0.05), while no significant difference existed between low and median MV.
CONCLUSIONTumor budding is a useful marker to indicate high invasiveness of rectal cancer and a valuable prognostic predictor.
Female ; Humans ; Lymphatic Metastasis ; Male ; Prognosis ; Rectal Neoplasms ; pathology ; surgery
9.Surgical treatment of recurrent colorectal carcinoma in the elderly.
Zheng LOU ; Wei ZHANG ; Rong-gui MENG ; Lian-jie LIU ; Li-qiang HAO ; Han-tao WANG ; En-da YU ; Chuan-gang FU
Chinese Journal of Gastrointestinal Surgery 2011;14(8):586-588
OBJECTIVETo evaluate the safety and efficacy of surgical treatment for recurrent colorectal carcinoma in the elderly.
METHODSThe clinical and follow up data of 24 elderly patients with recurrent colorectal carcinoma who were treated between January 2000 and June 2009 at the Changhai hospital of the Second Military Medical University were analyzed retrospectively.
RESULTSAmong the 24 patients there were 14 men and 10 women. The mean age of the patients was 76.9 ± 5.3 years. The local recurrence was found in 15 patients. In 9 patients, both distant metastases and local recurrence were found. A total of 24 patients received operation, including radical resection in 15 patients and palliative resection in 8 patients. One patient had laparotomy only because of diffuse metastases in the abdomen and involvement of the duodenum and common bile duct.The patient received stent placement in the common bile duct and chemotherapy after the surgery. Postoperative complication occurred in 7(29.2%) patients, which included ileus(n=1), pulmonary infection(n=1), urinary infection(n=1), wound infection(n=2), wound dehiscence(n=1), and wound fat liquefaction(n=1). There were no perioperative deaths. The median survival time was 6 months in the entire cohort. The median survival time was 33 months in patients undergoing radical resection, and the 1-, 3-, and 5-year survival rate was 71.4%, 28.6%, and 14.3%. The median survival time was 3 months in patients who underwent palliative resection, and the 1-year survival rate was 0. The difference between the two groups was statistically significant(P<0.01).
CONCLUSIONOutcomes are acceptable after radical resection for elderly patients with recurrent colorectal cancer if careful preoperative evaluation and perioperative management are performed.
Aged ; Aged, 80 and over ; Colorectal Neoplasms ; pathology ; surgery ; Female ; Humans ; Male ; Neoplasm Recurrence, Local ; surgery ; Prognosis ; Retrospective Studies ; Survival Rate
10.Lymph node metastasis and its risk factors in T1-2 staging invasive rectal carcinoma.
Hao WANG ; Chuan-Gang FU ; Rui CHAI ; Fu-Ao CAO ; En-da YU ; Wei ZHANG ; Lian-Jie LIU ; Li-Qiang HAO ; Rong-Gui MENG
Chinese Journal of Surgery 2010;48(13):968-971
OBJECTIVETo investigate the lymph node metastasis and its risk factors in T1-2 staging invasive rectal carcinoma.
METHODSThe data of 1116 patients with rectal cancer treated with total mesorectal excision (TME) technique from January 2000 to April 2009 was analyzed retrospectively. The clinicopathological factors analyzed included gender, age, primary symptom type, number of symptoms, duration of symptom, synchronous polyps, preoperative serum carcino-embryonic antigen level, preoperative serum CA19-9 level, the distance of tumor from the anal verge, tumor size, tumor morphological type, tumor circumferential extent, tumor differentiation and tumor T staging. Statistical analysis was performed by using Logistic regression analysis and Chi-square test.
RESULTSA total of 1116 patients were enrolled, and 358 cases (32.1%) were classified as with T1-2 staging tumor. Two cases (5.6%, 2/36) in patients with a T1 staging tumor were found with lymph node metastasis, and 75 cases (23.3%, 75/322) in patients with a T2 staging tumor, respectively. Compared with patients with T3-4 staging tumor, lymph node metastasis rate of the patients with T1-2 staging tumor was significantly lower [21.5% (77/358) vs. 51.6% (391/758), P < 0.05]. Only the tumor T staging was found as the independent risk factor for the lymph node metastasis in patients with T1-2 staging tumor on multivariate Logistic regression analysis (odds ratio: 5.162; 95%CI: 1.212 to 21.991; P = 0.026).
CONCLUSIONSA substantial proportion of T1-2 staging rectal cancers harbor metastatic lymph nodes and the clinicopathological features except for T staging fail to predict the lymph node metastasis. Further research is warranted to identify the risk factors and guide the clinical practice in patient with T1-2 staging tumor.
Female ; Humans ; Lymph Nodes ; pathology ; Lymphatic Metastasis ; pathology ; Male ; Middle Aged ; Neoplasm Staging ; Rectal Neoplasms ; pathology ; Retrospective Studies ; Risk Factors

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