1.Combination of intraoperative ultrasonography for localizing insulinoma under Da Vinci robotic surgical system: experience of a single center in 50 cases.
Xianlin HAN ; Wenming WU ; Mengyi WANG ; Lin CONG ; Quan LIAO ; Menghua DAI ; Taipin ZHANG ; Yupei ZHAO
Chinese Journal of Surgery 2016;54(1):30-33
OBJECTIVETo evaluate the effect and safety of enucleation of insulinoma under the Da Vinci robotic surgical system combination with intraoperative ultrasonography(IOUS) for the localization.
METHODSThe clinical materials of 50 insulinoma cases which underwent IOUS and assisted by the robotic surgical system from September 2012 to September 2014 in Peking Union Medical College Hospital were reviewed retrospectively. The patients were followed up by outpatient review and telephone until October 2014. The diagnostic accuracy rate, operation time, blood loss, complications and cure rate were analyzed by t-test.
RESULTSThe locations of tumors were 13 in the head, 21 in the body and 13 in the tail of pancreas, 2 were multiple insulinoma, 1 was ectopic to mesenterium.The average operation time was 142 minutes; the average blood loss was 165 ml.Three(6.0%) patients were transformed to open.One patient experienced postoperative bleeding about 300 ml on the 7(th) day after operation and no infection and perioperative death.Thirty-five cases were of class A and 14 of class B according to the clinical grading of postoperative pancreatic fistula.The blood glucose 60 minutes after tumor dissection was significantly elevated than that before operation ((6.2±1.8)mmol/L vs.(3.7±1.2)mmol/L)(t=-6.89, P<0.01). The cure rate was 100% as all the patients' symptoms were disappeared during follow-up time.
CONCLUSIONSCombination IOUS is a highly sensitive method for the localization of insulinoma, which is helpful in localizing tumors precisely in insulinoma cases assisted by robotic surgical system and shortening operation time.It is safe and effective for insulinoma enucleation.
Blood Glucose ; analysis ; Humans ; Insulinoma ; diagnostic imaging ; surgery ; Operative Time ; Pancreas ; diagnostic imaging ; surgery ; Pancreatic Neoplasms ; diagnostic imaging ; surgery ; Postoperative Complications ; Retrospective Studies ; Robotic Surgical Procedures ; Ultrasonography
2.Exploration of deep learning to identify recurrent laryngeal nerve in endoscopic thyroidectomy via unilateral axillary approach
Surong HUA ; Zhihong WANG ; Junyi GAO ; Jing WANG ; Guanglin HE ; Xianlin HAN ; Ge CHEN ; Quan LIAO
Chinese Journal of Endocrine Surgery 2022;16(1):5-11
Objective:To explore whether deep learning could apply to recognize the recurrent laryngeal nerve in the video of unilateral axillary approach endoscopic thyroidectomy.Methods:Videos of endoscopic thyroidectomy via unilateral axillary approach in Peking Union Medical College Hospital from Jul. 1st, 2020 to May. 1st, 2021 were collected. Videos containing the recurrent laryngeal nerve were selected, and the outline of recurrent laryngeal nerve were marked by two senior thyroid surgeons and staffs. Data were divided into training set and test set in a ratio of 5:1, and classified into high, medium and low recognition group according to difficulty of recognizing the outline of the nerve. The neuron network was based on PSPNet combined with Resnet50. All data were analyzed by R (ver. 4.0.2) .Results:A total of 38 videos including 35,501 frames of pictures were included in this study. 29, 704 frames of 32 videos were in our training set and 5797 frames of 6 videos were in the test set. When the intersection over union (IOU) threshold is 0.1, the sensitivity and precision is 100.0%/92.1%, 95.8%/80.2% and 81.0%/80.6% in high, medium and low recognition group respectively. When the IOU threshold is 0.5, the sensitivity and precision is 92.6%/85.3%, 71.7%/60.5% and 38.1%/37.9% in high, medium and low recognition group respectively, indicating that neuron network could located the outline of recurrent laryngeal nerve in high and medium recognition group. False negatives were often due to small targets and unclear boundaries.Conclusion:Recurrent laryngeal nerve recognition based on deep learning is feasible and has potential application value in endoscopic thyroidectomy, which may help surgeons reduce the risk of accidental injury of recurrent laryngeal nerve and improve the safety of thyroidectomy.
3.Application value of machine learning algorithms for gauze detection in laparoscopic pan-creatic surgery
Surong HUA ; Zhihong WANG ; Jing WANG ; Guanglin HE ; Junyi GAO ; Qianlan YU ; Xianlin HAN ; Quan LIAO ; Wenming WU
Chinese Journal of Digestive Surgery 2021;20(12):1324-1330
Objective:To investigate the application value of machine learning algorithms for gauze detection in laparoscopic pancreatic surgery.Methods:The retrospective and descriptive study was conducted. The 80 intact laparoscopic pancreatic surgery videos from Peking Union Medical College Hospital of Chinese Academy of Medical Sciences with timing of July 2017 to July 2020 were collected. The training set was used to train the neural network, and the test set was used to test the ability of neural network for gauze detection under different difficulties. Under the supervision of two superior doctors, videos that containing gauze were selected and classified according to recognition difficulty into three difficulty level including easy, normal and hard difficulty, and further divided based on random number method into training set with 61 videos and test set with 19 videos in a ratio of 3:1 roughly. The minimum enclosing rectangle of the gauze were marked frame by frame. All images were input to the neural network model for training after normalization and preprocessing. For every image, the output of neural network is the predicted minimum enclosing rectangle of gauze. The intersection over union >0.5 was identified as positive result. Observation indicators: (1) video annotation and classification; (2) test outcomes of neural network for test set.Count data were represented as absolute numbers or percentages.Results:(1) Video annotation and classification: a total of 26 893 frames of images form 80 videos were annotated, with 61 videos including 22 564 frames of images as the training set and 19 videos including 4 329 frames of images as the test set. Of the training set, 19 videos including 5 791 frames of images were classifed as easy difficulty, 38 videos including 15 771 frames of images were classifed as normal difficulty, 4 videos including 1 002 frames of images were classifed as hard difficulty, respectively. Of the test set, 4 videos including 1 684 frames of images were classifed as easy difficulty, 6 videos including 1 016 frames of images were classifed as normal difficulty, 9 videos including 1 629 frames of images were classifed as hard difficulty, respectively. (2) Test outcomes of neural network for test set: the overall sensitivity and accuracy of gauze detection by neural network in the test set were 78.471%(3 397/4 329) and 69.811%(3 397/4 866), respectively. The sensitivity and accuracy of gauze detection by neural network were 94.478%(1 591/1 684) and 83.168%(1 591/1 913) in easy difficulty test set. The sensitivity and accuracy of gauze detection by neural network were 80.413%(817/1 016) and 70.859%(817/1 153) in normal difficulty test set, 60.712%(989/1 629) and 54.944%(989/1 800)in hard difficulty test set. The frame rate reached more than or equally to 15 fps. The overall false negative rate and false positive rate of gauze detection by neural network in the test set were 21.529%(932/4 329) and 30.189%(1 469/4 866), respectively. The false negative was mainly due to the existence of blurred images, too small gauze exposure or blood immersion of gauze. The false positive was caused by the reflection of connective tissue or body fluids.Conclusion:The machine learning algorithms for gauze detection in laparoscopic pancreatic surgery is feasible, which could help medical staff identify gauze.
4.Application of deep learning to identify recurrent laryngeal nerve in endoscopic thyroidectomy via breast approach
Surong HUA ; Zhihong WANG ; Jiayi LI ; Junyi GAO ; Jing WANG ; Guanglin HE ; Palashate YEERKENBIEKE ; Xianlin HAN ; Ge CHEN ; Quan LIAO
Chinese Journal of Endocrine Surgery 2022;16(3):287-292
Objective:To explore whether deep learning could apply to recognize the recurrent laryngeal nerve (RLN) in videos of endoscopic thyroidectomy (ETE) via breast approach.Methods:Videos of ETE via breast approach in Peking Union Medical College Hospital from Feb. 2020 to Aug. 2021 were collected. Videos containing RLN were selected, and the outline of RLN was marked by two thyroid surgeons. Then data were divided into a training set and a test set in a ratio of 5:1 and classified into the high and low difficulty group according to a senior thyroid surgeon’s opinion. Those pictures were input to D-LinkNet model. Precision, sensitivity and mean dice index was calculated.Results:A total of 46 videos including 153, 520 frames of pictures were included in this study. 131,039 frames of 39 videos were in the training set and 22,481 frames of 7 videos were in the test set. When the intersection over union threshold was 0.1, the sensitivity and precision was 92.9%/72.8% and 47.6%/54.9% in high and low recognition group, respectively. When the intersection over union threshold was 0.5, the sensitivity and precision turned to 85.8%/67.2% and 37.6%/43.5% in high and low difficulty group, respectively. Mean Dice index was 0.781 and 0.663 in high and low difficulty group, respectively.Conclusions:RLN recognition based on deep learning is feasible and has potential application value in ETE, which may help surgeons reduce the risk of accidental injury of RLN and improve the safety of thyroidectomy.
5.The 502nd case: thrombocytopenia, splenomegaly, disseminated intravascular coagulation, and spontaneous rupture of the spleen
Xianghong JIN ; Xianlin HAN ; Congwei JIA ; Junling ZHUANG ; Miao CHEN
Chinese Journal of Internal Medicine 2023;62(10):1249-1252
A young man with a history of thrombocytopenia for seven years presented with splenomegaly and fever and rapidly evolved to disseminated intravascular coagulation (DIC) and hemorrhagic shock. Spontaneous rupture of the spleen was diagnosed. The critical patient underwent an emergency splenectomy. Pathological examination revealed splenic peliosis, an extremely rare disease with unknown etiology and pathogenesis. Despite the high mortality rate due to spontaneous splenic rupture with DIC, the patient was successfully treated and the details of the case are presented in this report.
6.Single-center clinical analysis of laparoscopic pancreaticoduodenectomy and laparoscopic total pancreatectomy for treating pancreatic cancer
Mengqing SUN ; Xuesong BAI ; Jiayi LI ; Xiaodong HE ; Xianlin HAN
Chinese Journal of Pancreatology 2024;24(1):11-16
Objective:To analyze the safety and therapeutic efficacy of laparoscopic pancreaticoduodenectomy (LPD) and laparoscopic total pancreatectomy (LTP) in the treatment of pancreatic cancer.Methods:Clinical data of 87 patients with pancreatic head and neck cancer who underwent LPD or LTP in the Department of General Surgery at Peking Union Medical College Hospital from December 2018 to August 2023 were retrospectively analyzed. The surgical approach, operative time, intraoperative blood loss volume, conversion rate to open surgery, perioperative mortality, re-operative rate, rate of major postoperative complications, postoperative hospital stay, number of lymph nodes harvested, tumor pathological stage, R 0 resection rate, initiation of postoperative chemotherapy and survival outcomes were recorded. The follow-up period extended until September 2023. Results:Among the 87 patients, 78(89.7%) underwent LPD and 9(10.3%) underwent LTP. PV-SMV vascular resection and reconstruction was performed in 16 cases (18.4%), and 11 cases totally underwent laparoscopy. Five cases (5.7%) required conversion to open surgery. The mean operative time was 279.8±74.0 minutes, and the mean intraoperative blood loss volume was 520.1±743.2 ml. The overall length of hospital stay was 15.9±6.3 days, with a mean postoperative hospital stay of 11.5±6.0 days. The rate of major postoperative complications was 19.5%, including 4 cases (4.6%) of postoperative bile leakage, 6 cases (6.9%) of postoperative gastric emptying disorders, and 3 cases (3.4%) of postoperative bleeding. There was one case (1.1%) with secondary surgery and one case (1.1%) with perioperative death. Among LPD patients, 5 cases (6.4%) had postoperative grade B or higher pancreatic fistula. Advanced age (≥70 years) did not increase the incidence of perioperative complications. All patients achieved R 0 resection. The mean number of lymph nodes harvested was 25.9±11.4. The median time to initiation of postoperative chemotherapy was 2.13±1.43 months. The median overall survival was 16 months. Conclusions:In a high-volume center for pancreatic diseases, LPD and LTP are safe and feasible for the treatment of pancreatic cancer, which could achieve satisfactory anti-tumor efficacy and improve patients' prognosis.
7.Clinical analysis of intestinal fistula associated with invasive intervention for acute pancreatitis
Xiaxiao YAN ; Jingya ZHOU ; Jian CAO ; Qiang XU ; Xianlin HAN ; Shengyu ZHANG ; Dong WU
Chinese Journal of Pancreatology 2024;24(1):17-22
Objective:To analyze the clinical characteristics of invasive intervention-related intestinal fistula in patients with acute pancreatitis (AP).Methods:We retrospectively analyzed the clinical data of 177 moderately severe acute pancreatitis (MSAP) or severe acute pancreatitis (SAP) patients who received invasive intervention in Peking Union Medical College Hospital from January 2003 to December 2022. Patients were divided into fistula group and non-fistula group based on the presence or absence of fistula after or during receiving invasive interventions. The age, gender, etiology, systemic inflammatory response syndrome(SIRS), impairment of organ function, revised Atlanta classification, bedside index of severity of acute pancreatitis(BISAP), Balthazar CT classification, extra-pancreatic involvement and secondary infection of local complications, indications, timing and modalities of invasive interventions, length of hospitalization, length of intensive care and outcomes were recorded. The differences on clinical characteristics were compared between the two groups.Results:Intestinal fistulae were found in 21(11.9%) cases during or after invasive intervention, including 8 during or after percutaneous drainage and 13 during or after surgeries. 51 cases received endoscopic drainage or debridement and no intestinal fistula occurred after endoscopic management. Compared to patients without fistula, the median age was younger in the fistula group (36 vs 45 years, P=0.014), and the occurrence of SIRS (95.2% vs 59.6%, P=0.001), extra-pancreatic invasion (100.0% vs 67.3%, P=0.002), and secondary infection (71.4% vs 36.5%, P=0.002) were higher. Patients with fistula had a longer median length of hospitalization (71 vs 40 days, P=0.016) and intensive care (8 vs 0 days, P=0.002). All patients in the fistula group had peri-pancreatic, abdominal and retroperitoneal involvement seen on imaging or intraoperatively. The intestinal fistulae mainly occurred in the colon ( n=13, 61.9%) and the duodenum ( n=6, 28.6%). The confirmed diagnosis of fistulae was based on transfistula imaging ( n=11) or digestive tract imaging ( n=5). Among 13 cases with colonic fistulae, nonsurgical treatment was preferred in 9 cases, and surgeries of fistula repairmen or proximal ostomy were preferred in 4 cases. Among 8 cases with non-colonic fistulae, nonsurgical treatment was preferred in 7 cases, and only 1 case repaired the fistula immediately during the intraoperative detection. Conclusions:Intestinal fistula is an important complication of severe AP, and it is closely associated with invasive interventions. Improved invasive intervention strategies may help prevent intestinal fistula formation; timely and effective management of intestinal fistula may help avoid complications and shorten hospitalization.
8. Clinical research of HLA-haploidentical peripheral hematopoietic stem cell transplantation following reduced intensity conditioning regimen with hematological malignancy patients over 50 years old
Ying LIU ; Hailong YUAN ; Xianlin DUAN ; Jianli XU ; Jianhua QU ; Gang CHEN ; Jia SHI ; Chunxia HAN ; Linglu DING ; Ming JIANG
Chinese Journal of Hematology 2019;40(8):667-672
Objective:
To analyze the efficacy of HLA-haploidentical peripheral hematopoietic stem cell transplantation (haplo-PBSCT) following reduced intensity conditioning (RIC) regimen to treat the patients with hematological malignancies who were older than 50 years old.
Methods:
Eighteen patients with hematological malignancies over 50 years were enrolled, including 8 male and 10 female patients. The median age of all patients was 52 (range: 50–66) years. Of them, 8 patients had acute myeloid leukemia (AML) , 2 chronic myelocytic leukemia (CML) , 5 myelodysplastic syndrome (MDS) , 2 acute lymphoblastic leukemia (ALL) , and 1 aggressive natural killer cell leukemia (ANKL) . All patients received fludarabine, cytarabine and melphalan with rabbit anti-human thymocyte globulin (FAB+rATG regimen) and transplanted with high dose non-T cell-depleted peripheral hematopoietic stem cells from donors. Enhanced graft versus host disease (GVHD) prophylaxis and infection prevention were administered.
Results:
Fifteen days after transplantation, 16 patients achieved complete donor chimerism. One of them rejected the donor graft completely at thirty days after transplantation, and the other 2 patients had mixed chimerism 15 days after transplantation and converted to complete recipient chimerism at 30 days after transplantation. The cumulative incidence of acute GVHD (aGVHD) was 61.1% (95%
9. Impact of the 2016 new definition and classification system of pancreatic fistula on the evaluation of pancreatic fistula after pancreatic surgery
Xianlin HAN ; Jing XU ; Wenming WU ; Menghua DAI ; Taiping ZHANG ; Quan LIAO ; Ge CHEN ; Junchao GUO ; Weibin WANG ; Lin CONG ; Yupei ZHAO
Chinese Journal of Surgery 2017;55(7):528-531
Objective:
To discuss the impact of updated definition and classification system of pancreatic fistula published in 2016 on the postoperative classification of pancreatic fistula.
Methods:
Retrospective analysis was made on patients who underwent pancreatic surgery at ward 1 in Department of General Surgery, Peking Union Medical College Hospital from January 2015 to December 2016.A total of 408 patients were included in this retrospective study, male/female was 184/224, aged from 9 to 81 years with mean age of 51.6 years.One hundred and fifty-two cases were performed pancreaticoduodenectomy, 125 cases for distal pancreatectomy, 43 cases for spleen preservation distal pancreatectomy, 61 cases for partital pancreatectomy or enucleation, 8 cases for middle pancreatectomy, 6 cases for pancreaticojejunostomy and 13 cases for other procedures.Clinical data including postoperative drainage fluid volume, amylase concentration, duration of hospitalization and drainage were obtained, revaluated and re-analyzed, classified grounded on 2005 edition and 2016 edition, respectively.
10.Practice of relieving emergency overcrowding in Peking Union Medical College Hospital
Jihai LIU ; Xianlin HAN ; Taiping ZHANG ; Quan LIAO ; Xisheng WENG ; Huadong ZHU ; Qing CHANG ; Hui PAN ; Na GUO ; Zhanjie ZHANG ; Yafang LI ; Di SHI ; Fan LI ; Pengxia SUN ; Jun XU ; Wenming WU ; Shuyang ZHANG
Chinese Journal of Hospital Administration 2021;37(6):518-521
Peking Union Medical College Hospital, as one of the most stressful medical institutions in China, is facing the problem of emergency department overcrowding. In order to effectively alleviate the emergency overcrowding, improve the medical quality and patients′ medical experience, the hospital firmly grasped the two incremental links of " throughput" and " output" factors, established a multidisciplinary and multi-department cooperation team, constructed a close medical alliance cooperation mode, and innovated and explored a harmonious emergency overcrowding relief mode with the goal of unblocking the " exit" of patients. The practice showed that the comprehensive measures could effectively alleviate the problem of emergency overcrowding, and improve the medical environment and medical quality.