1.Dynamic Susceptibility Contrast-Enhanced Perfusion Weighted Imaging Histogram in Predicting Chemotherapy Response of Primary Central Nervous System Lymphoma
Nan ZHANG ; Guoli LIU ; Mingxiao WANG ; Lin MA
Chinese Journal of Medical Imaging 2024;32(5):439-446,460
Purpose To investigate the value of pre-treatment relative cerebral blood flow(rCBF)and relative cerebral blood volume histogram of dynamic susceptibility contrast-enhanced perfusion weighted imaging in predicting the chemotherapy response of primary central nervous system lymphoma(PCNSL)patients.Materials and Methods Thirty-eight PCNSL patients with fifty-seven lesions treated with high-dose methotrexate chemotherapy from September 2016 to October 2023 were retrospectively involved in the study.The patients were divided into response group of 30 patients and non-response group of 8 patients.Region of interest was drawn in cerebral blood flow and cerebral blood volume images,and histogram paraments were extracted.Univariate and multivariate Logistic regression analysis were performed to identify the independent predictors for chemotherapy response in PCNSL,and then combined prediction model was constructed.The area under the receiver operating characteristic curve was used to compare the predictive performance of different paraments and combined model.Results The number of lesions(OR=9.726,95%CI 1.070-88.397,P=0.043)and rCBF90(OR=0.224,95%CI 0.072-0.704,P=0.010)were the independent predictors for chemotherapy response with the area under the curve of 0.681 and 0.798,respectively.The combined model of rCBF90 and the numbers of lesions showed the best predictive performance with the area under the curve of 0.846.Conclusion The pre-treatment quantitative parameters rCBF and relative cerebral blood volume of dynamic susceptibility contrast-enhanced perfusion weighted imaging could be used for predicting the response to high-dose methotrexate chemotherapy in PCNSL patients,and the rCBF90 is an independent predictor of chemotherapy response.
2.Multi-Parameter Magnetic Resonance Machine Learning Model in the Differential Diagnosis of Primary Central Nervous System Lymphoma and Atypical Glioblastoma
Mingxiao WANG ; Guoli LIU ; Yanhua LI ; Shuo SUN ; Lin MA
Chinese Journal of Medical Imaging 2024;32(11):1089-1096
Purpose To construct the model of differentiating primary central nervous system lymphoma(PCNSL)and atypical glioblastoma(GBM)by combining multi-parameter MRI radiomics and six machine learning algorithms,thus to compare the diagnostic efficacy of different machine learning algorithms.Materials and Methods The clinical and imaging data of 77(125 lesions)PCNSL and 90 atypical GBM(108 lesions)from PLA General Hospital and public databases were retrospectively analyzed from January 2013 to December 2023,and all patients were randomly divided into a training set(163 cases)and a validation set(70 cases)according to 7∶3.T1WI,T2WI and T1-weighted contrast-enhanced sequences were selected for tumor segmentation,and 1 132 radiomics features were extracted from each region of interest.The intraclass correlation coefficient(ICC)was used for the consistency test,and image features with ICC≥0.85 were selected.ICC and recursive feature elimination were used to select the best radiomics features.Six classifiers were used to train and verify three single sequence feature sets,three double-sequence sets and one multi-sequence set.The receiver operating characteristic curve was used to evaluate the diagnostic efficacy of the model.Results The combination model of the support vector machine of radial basis function classifier and multi-sequence feature set were the best model for differentiating PCNSL and atypical GBM.The area under the curve of the training set and the validation set were 0.969 and 0.913,respectively;and the accuracy were both 0.886.Conclusion Noninvasive extraction of multiparametric MRI features combined with machine learning algorithms can effectively differentiate PCNSL and atypical GBM,which provides support for the development of individualized treatment plans for patients.
3.Establishment of an auxiliary diagnosis system of newborn screening for inherited metabolic diseases based on artificial intelligence technology and a clinical trial
Rulai YANG ; Yanling YANG ; Ting WANG ; Weize XU ; Gang YU ; Jianbin YANG ; Qiaoling SUN ; Maosheng GU ; Haibo LI ; Dehua ZHAO ; Juying PEI ; Tao JIANG ; Jun HE ; Hui ZOU ; Xinmei MAO ; Guoxing GENG ; Rong QIANG ; Guoli TIAN ; Yan WANG ; Hongwei WEI ; Xiaogang ZHANG ; Hua WANG ; Yaping TIAN ; Lin ZOU ; Yuanyuan KONG ; Yuxia ZHOU ; Mingcai OU ; Zerong YAO ; Yulin ZHOU ; Wenbin ZHU ; Yonglan HUANG ; Yuhong WANG ; Cidan HUANG ; Ying TAN ; Long LI ; Qing SHANG ; Hong ZHENG ; Shaolei LYU ; Wenjun WANG ; Yan YAO ; Jing LE ; Qiang SHU
Chinese Journal of Pediatrics 2021;59(4):286-293
Objective:To establish a disease risk prediction model for the newborn screening system of inherited metabolic diseases by artificial intelligence technology.Methods:This was a retrospectively study. Newborn screening data ( n=5 907 547) from February 2010 to May 2019 from 31 hospitals in China and verified data ( n=3 028) from 34 hospitals of the same period were collected to establish the artificial intelligence model for the prediction of inherited metabolic diseases in neonates. The validity of the artificial intelligence disease risk prediction model was verified by 360 814 newborns ' screening data from January 2018 to September 2018 through a single-blind experiment. The effectiveness of the artificial intelligence disease risk prediction model was verified by comparing the detection rate of clinically confirmed cases, the positive rate of initial screening and the positive predictive value between the clinicians and the artificial intelligence prediction model of inherited metabolic diseases. Results:A total of 3 665 697 newborns ' screening data were collected including 3 019 cases ' positive data to establish the 16 artificial intelligence models for 32 inherited metabolic diseases. The single-blind experiment ( n=360 814) showed that 45 clinically diagnosed infants were detected by both artificial intelligence model and clinicians. A total of 2 684 cases were positive in tandem mass spectrometry screening and 1 694 cases were with high risk in artificial intelligence prediction model of inherited metabolic diseases, with the positive rates of tandem 0.74% (2 684/360 814)and 0.46% (1 694/360 814), respectively. Compared to clinicians, the positive rate of newborns was reduced by 36.89% (990/2 684) after the application of the artificial intelligence model, and the positive predictive values of clinicians and artificial intelligence prediction model of inherited metabolic diseases were 1.68% (45/2 684) and 2.66% (45/1 694) respectively. Conclusion:An accurate, fast, and the lower false positive rate auxiliary diagnosis system for neonatal inherited metabolic diseases by artificial intelligence technology has been established, which may have an important clinical value.
4.Retrospective analysis of metagenomic next-generation sequencing in the diagnosis of central nervous system infectious disease
Weili ZHAO ; Fuhong LIN ; Xiaodong QIAO ; Yingchun WANG ; Jun LU ; Jiping ZHENG ; Guoli LI ; Qifu CUI ; Hongzhi GUAN
Chinese Journal of Neurology 2020;53(12):1016-1020
Objective:To assess the clinical value of metagenomic next-generation sequencing (mNGS) of cerebrospinal fluid in pathogenic diagnosis of neurological infectious disease.Methods:Patients who were clinically diagnosed with infectious encephalitis and meningitis and treated in Department of Neurology, Affiliated Hospital of Chifeng University from March 2018 to September 2019 were retrospectively analyzed, including the clinical characteristics and data of mNGS and traditional laboratory test of pathogens.Results:Totally 104 patients with infectious encephalitis and meningitis were eligible for enrollment, and mNGS detected 22 bacterial species(22/104,21.15%), 24 viral species (24/104,23.08%), one fungal species (1/104,0.96%), one parasitic species (1/104,0.96%) and one mycoplasma species (1/104,0.96%).The three leading positive detections were varicella-zoster virus ( n=19), streptococcus ( n=7) and Mycobacterium tuberculosis ( n=4). Combined with traditional pathogen detection methods, clinical manifestations, final diagnosis and treatment results, the number of cases diagnosed by mNGS was 49 cases. The positive rate of the mNGS was 47.12% (49/104).False positives occurred in 21 (20.19%) patients. False negatives occurred in 34 (32.69%) patients. Conclusions:mNGS is more sensitive in evaluating the pathogens causing the infectious encephalitis and meningitis. It has advantages in accurate diagnosis of infectious encephalitis and meningitis.
5.Efficacy and safety of direct-acting antiviral agent regimens in a real-world cohort of adult Chinese patients with chronic hepatitis C virus infection
Wei JINYUAN ; Mei YONGYU ; Li JIANPING ; Yuan JING ; Yang XIAOHUA ; Xu ZHEN ; Lin GUOLI ; Zhang JUAN ; Zhao ZHIXIN ; Zhang XIAOHONG
Liver Research 2020;4(2):101-107
Background and aims:To investigate the safety and efficacy of direct-acting antiviral(DAA)regimens in a cohort of Chinese patients with chronic hepatitis C virus(HCV)infection. Methods:A total of 222 adult Chinese patients were enrolled and treated via DAA regimens in accor-dance with HCV management guidelines.Treatment responses were evaluated 4 weeks after treatment,at the end of treatment(EOT)and 12 weeks post-treatment.Virological responses,biochemical re-sponses,model for end-stage liver disease(MELD)and Child-Pugh(CP)scores were recorded. Results:A total of 218 patients(98.2%)achieved sustained virological response 12 weeks post-treatment and 4 patients relapsed.The combined number of rapid virological responses for all six regimens was 170/222(76.6%),and 221/222(99.6%)had achieved virological responses by the end of treatment.In decompensated cirrhosis patients the baseline mean CP score was 6.8±1.3 and the mean MELD score was 10.1±3.3.Compared with the mean CP score at baseline,the mean score is significantly lower at the end of treatment(5.7±1.3)and 12 weeks post-treatment(5.6±1.0).Estimated glomerular filtration rates did not differ significantly from baseline during the treatment or 12 weeks post-treatment.The incidence of adverse events in patients with chronic hepatitis C and compensated cirrhosis was 42/172(24.4%),and in patients with decompensated cirrhosis it was 8/22(36.4%).The most frequently reported adverse events were elevated indirect bilirubin,fatigue and rash.There were no cases of serious adverse events,death or treatment discontinuation because of adverse events. Conclusion:DAA regimens were highly effective and well tolerated irrespective of HCV genotype,cirrhosis,liver or kidney transplantation,hepatocellular carcinoma,HCV/hepatitis B virus co-infection,or renal failure.
6.Postoperative short-term complications of laparoscope-assisted transanal total mesorectal excision for rectal cancer after neoadjuvant therapy and their management: a single center report.
Xinzhi LIU ; Guoli HE ; Yingjie LI ; Qiushi DONG ; Xiao ZHANG ; Tingting SUN ; Lin WANG ; Yunfeng YAO ; Aiwen WU
Chinese Journal of Gastrointestinal Surgery 2019;22(3):255-261
OBJECTIVE:
To summarize and analyze the postoperative short-term complications of laparoscope-assisted transanal total mesorectal excision (taTME) for rectal cancer patients after neoadjuvant therapy.
METHODS:
A prospectively established database on taTME patients at Peking University Cancer Hospital was screened with the following conditions: data retrieval from June 2016 to August 2018, pathologically confirmed adenocarcinoma, receiving preoperative neoadjuvant chemoradiotherapy or chemotherapy. The transabdominal procedure and the transanal procedure were performed simultaneously in the taTME operation. Occurrence of complications during perioperative period (within postoperative 3 months) in these patients, especially anastomosis-related complications and their management were analyzed. The relevant complications were recorded according to the Clavien-Dindo (CD) grading criteria. The severity of anastomotic leakage and anastomotic stenosis was evaluated according to criteria developed by the International Rectal Cancer Research Group.
RESULTS:
A total of 29 patients were enrolled in this study. In the 29 patients, 25 (86.2%) were male and 4 (13.8%) were female, the median age was 60 (range, 30 to 72) years, the median body mass index was 25.8 (range, 19.8 to 36.4) kg/m, the median distance from the tumor to anal verge was 4 (range, 2 to 8) cm. All the patients completed laparoscope-assisted taTME operations successfully without conversion to laparotomy, intra-operative severe complication or death. The median operation time was 300 (range, 198 to 405) minutes, and the median intra-operative blood loss was 100 (range, 50 to 200) ml. All the TME specimens were complete according to the Nagtegaal standard. All the patients underwent prophylactic ileostomy. Hartmann procedure was performed in one case due to poor blood supply in the proximal bowel without the possibility of anastomosis. Anal sphincter preservation rate was 96.6% (28/29). The median postoperative exhaust time was 2 (range, 1 to 10) days, and the median postoperative hospital stay was 9 (range, 7 to 24) days. Fifteen patients (51.7%) had postoperative complications, among which serious complication (CD grade IIIb and above) accounted for 6.9% (2/29). No perioperative death was observed. Five patients (17.2%) presented anastomosis-related complications, including 2 cases of grade C anastomotic leakage due to anastomotic rupture, who underwent abdominal perineal resection 1 month after operation; 2 cases of grade B anastomotic leakage, who improved after conservative treatment; 1 case of grade A anastomotic stenosis, who improved with anal expansion 1 month after operation. The incidence of postoperative infection was 24.1% (7/29), including 6 cases of pelvic infection and 1 case of trocar site infection, all of which were CD grade II. One case had incomplete intestinal obstruction (CD grade II); 1 case had gastroplegia; 1 case had abdominal trocar hernia. All the patients were followed up for a median of 12.0 (range, 3.9 to 29.9) months. Seven cases did not undergo ileal stoma closure. The anal sphincter preservation rate was 75.9% (22/29).
CONCLUSION
Pelvic infection and anastomosis-related complications are common after laparoscope-assisted taTME surgery for rectal cancer patients following neoadjuvant chemoradiotherapy, which require active management and appropriate treatment.
Adult
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Aged
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Anal Canal
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Female
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Humans
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Middle Aged
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Neoadjuvant Therapy
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Rectal Neoplasms
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therapy
7.Observation of mirabilite-bag navel nursing in improvement of gastrointestinal dysfunction in patients after surgery of colon cancer
Guoli XU ; Yiping LU ; Lin LIU ; Hong HE
Chinese Journal of Practical Nursing 2018;34(31):2422-2425
Objective To observe the clinic effects of mirabilite- bag navel nursing in gastrointestinal dysfunction patients after surgery for colon cancer. Methods During Janurary 2013 to Janurary 2016, 80 hospitalized patients with gastrointestinal dysfunction after surgery for colon cancer were randomly allocated to the observation group and the control group, with 40 cases in each group. On the basis of routine nursing, the patients in the control group accepted traditional abdominal bandage nursing, patients in the observation group accepted mirabilite-bag navel nursing. Time to recovery of bowel sound and anal exhaust within 72 hours after surgery, main symptoms within 14 days after surgery such as abdominal pain, abdominal distention, loss of appetite and inflammatory marker C-react protein were observed. Results Within 72 hours after surgery: time to recovery of bowel sound and anal exhaust in the observation group were (26.2±3.3) h and (39.1±8.6) h, respectively, they were significantly shorter than the control group (35.6±6.7) h and ( 65.7±10.9) h, respectively (t=9.42, 11.67, P<0.01). And there was a higher total effective rate of 90.0% (36/40) in the observation group compared with the total effective rate of 52.5% (21/40) in the control group (χ2=12.14, P<0.01).Within 14 days after surgery: the total effective rats of improving main symptoms such as abdominal pain, abdominal distention and loss of appetite in the observation group were 90.0%(36/40), 95.0%(38/40), 90.0%(36/40), respectively, all of which were superior to those of the control group, 52.5% (21/40), 40.0% (16/40), 50.0% (20/40), respectively, χ2=12.14, 16.82, 12.75, P<0.01). Under the nursing interventions, patients′ CRP level in both group were lessened, in the observation group, from (76.91 ± 7.23) mg/L before the intervention to (19.73±5.68)mg/L after the intervention (t=28.43, P<0.05); in the control group, from (77.12±8.09) mg/L before the intervention to (60.33 ± 6.21) mg/L after the intervention (t=6.79, P<0.05). The difference between the two groups also showed statistical significance (t=23.085, P<0.05). Conclusion Mirabilite-bag navel nursing can promote the recovery of gastrointestinal function, lessen inflammatory reaction, improve the main symptoms in patients after surgery of colon cancer.
8.Short-term outcome of transanal total mesorectal excision for male low rectal cancer patients with "difficult pelvis" : a single center report from Peking University Cancer Hospital.
Aiwen WU ; Guoli HE ; Lin WANG ; Qiushi DONG ; Xinzhi LIU ; Yingjie LI ; Jiahua LENG ; Xiao ZHANG ; Tingting SUN ; Yue ZHANG ; Yunfeng YAO
Chinese Journal of Gastrointestinal Surgery 2018;21(6):646-653
OBJECTIVETo explore the applicable value of transanal total mesorectal excision (taTME) in male low rectal cancer patients with narrow pelvis-"difficult pelvis", which remains difficult for both open and laparoscopic sphincter-saving operations.
METHODSClinical data of male low rectal cancer patients diagnosed by pathology undergoing taTME between June 2016 and January 2018 at Peking University Cancer Hospital were collected. A retrospective cohort study was performed. Patients were selected according to the following criteria: (1) low rectal cancer, the distance between inferior margin of tumor and anal verge ≤5 cm; (2) the distance between two sciatic tubercles <5 cm; (3) body mass index (BMI) >25 kg/m; (4) tumor horizontal diameter ≤4 cm. Operation time, intraoperative blood loss, postoperative hospital stay, postoperative complications and anal function were analyzed.
RESULTSA total of 20 patients were included in this study. All the patients received preoperative neoadjuvant chemoradiation and hybrid transabdominal and transanal surgery. The median BMI was 27.7(26.2-36.4) kg/m; the median distance between two sciatic tubercles was 92.5 (78-100) mm; the median distance between the inferior margin of tumor to the anal verge was 4 (2-5) cm; the median operation time was 302 (215-402) min; the median intraoperative blood loss was 100 (50-200) ml; the median postoperative hospital stay was 9 (5-15) d. Postoperative complications occurred in 5 patients (25%), including 3 pelvic infection, 1 intestinal obstruction, 1 anastomotic leakage receiving sigmoid colostomy. There was no perioperative death. Sphincter-preservation rate was 100%. Nineteen patients received anal manometry 1 month after operation with normal resting pressure (41.5±8.6) mmHg and squeeze pressure (121.0±11.6) mmHg. All the patients were followed up to March 2018, and the median follow-up time was 4.5 months. Only 1 patient had supraclavicular lymph node metastasis and no local recurrence was found.
CONCLUSIONSThe safety of transanal total mesorectal excision for male patients with low rectal cancer and difficult pelvis is acceptable. TaTME is helpful to preserve the anal sphincter.
Adult ; Anal Canal ; surgery ; Humans ; Laparoscopy ; Male ; Neoplasm Recurrence, Local ; Pelvis ; surgery ; Postoperative Complications ; Rectal Neoplasms ; surgery ; Retrospective Studies ; Treatment Outcome ; Universities
9.Establishment of male rat models for fertility after liver transplantation
Xiaolong CHEN ; Genshu WANG ; Junbin ZHANG ; Guoli LIN ; Zhiying FENG ; Hai JIN ; Jianxu YANG
Organ Transplantation 2017;8(3):200-204
Objective To establish male rat models for fertility following liver transplantation. Methods Male Sprague-Dawley (SD) rats were used as the donors and recipients of liver transplantation. The donor liver was transplanted with two-cuff technique. Liver transplantation was performed in 15 male SD rats. At 3 weeks after liver transplantation, 5 rats were randomly sacrificed for detection of sperm deformity rate. The remaining male rats were mixed bred and mated with healthy female SD rats at a ratio of 1︰2. General conditions of the rats undergoing liver transplantation were recorded. Liver function parameters were detected after liver transplantation. Postoperative sperm deformity rate was observed. The pregnant status of female rats and health situation of their offsprings was monitored. Results All 15 rats (100%) underwent liver transplantation successfully. Nine rats (9/10) survived longer than 8 weeks. Liver function parameters were normal in male rats following liver transplantation. The sperm deformity rate was ranged from 0.5% to 1.3%. Ten male rats undergoing liver transplantation were mixed bred with female rats at a ratio of 1︰2 for 1 week. All female rats were successfully mated and delivered their offsprings after 3 weeks. The offsprings had no evident physiological deformity. Conclusions Male rat models for fertility are successfully established after liver transplantation, which serve as an animal model to evaluate the fertility performance in male patients undergoing liver transplantation.
10. Clinical analysis of intestinal lymphangiectasia in 47 children
Shu GUO ; Lin SONG ; Dexiu GUAN ; Tianlu MEI ; Jin ZHOU ; Feihong YU ; Guoli WANG ; Jing ZHANG ; Huiqing SHEN ; Xiwei XU
Chinese Journal of Pediatrics 2017;55(12):937-941
Objective:
To analyze the clinical manifestations, diagnosis, treatment and prognosis of intestinal lymphangiectasia (IL) in children in order to improve the skills of diagnosis and treatment of IL.
Method:
Clinical manifestations, laboratory findings, gastroscopic findings, histopathological examinations and lymphatic radionuclide imaging assessments were analyzed retrospectively among 47 IL patients who were hospitalized in the Gastroenterology Department of Beijing Children's Hospital Affiliated to Capital Medical University from June 2007 to December 2015. All patients were followed up by telephone. According to the various causes, the patients were divided into the primary intestinal lymphangiectasia (PIL) group and secondary IL group, and their clinical manifestations were compared by

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