1.Application of kidney sparing surgery based on Thulium laser ablation and systemic therapy in localized high-risk UTUC
Bo TANG ; Zeyu CHEN ; Xiang TU ; Xinyang LIAO ; Tianhai LIN ; Peng ZHANG ; Jiyan LIU ; Yali SHEN ; Hao ZENG ; Xiang LI ; Qiang WEI ; Yige BAO
Chinese Journal of Urology 2024;45(7):502-507
		                        		
		                        			
		                        			Objective:To investigate the efficacy and safety of kidney sparing treatment based on Thulium laser ablation and systematic therapy in localized high-risk upper urinary tract urothelial carcinoma (UTUC).Methods:The data of 10 patients with UTUC who received combined treatment based on Thulium laser and systematic treatment from January 2020 to December 2021 in West China Hospital were retrospectively analysed. There were 5 males and 5 females with a median age of 76 (range 52 to 87)years old. Three cases were renal pelvis tumor and 7 cases were ureter tumor including 5 cases in lower ureter and 2 cases in upper and middle ureter. Five cases were with positive urine cytology and 6 cases were with hydronephrosis. One case was muscular invasion UTUC confirmed by biopsy(cT 2+), 7 cases were high-grade invasive urothelial carcinoma (cT 1+), and 2 cases were high-grade papillary urothelial carcinoma (cT a). Among 10 cases, 5 patients refused radical nephroureterectomy(RUN), among whom 3 patients were too old or in poor general condition to tolerate RNU. One case had a solitary kidney and 1 case had bilateral tumours. Patients were treated with Thulium laser tumor ablation under ureteroscopy combined with systemic therapy. The perioperative systemic treatment included platinum-based chemotherapy±immunotherapy, RC48+ immunotherapy, and immunotherapy alone. The postoperative treatment was immunotherapy maintenance±local radiotherapy. Strict follow-up was conducted after the completion of treatment. Results:Nine patients received systemic therapy before ablation. Four cycles of platinum-based chemotherapy (cisplatin in 2 cases, carboplatin in 1 case) were used in 3 cases, and platinum-based chemotherapy + immunotherapy (6 cycles of cisplatin + toripalimab in 1 case, 4 cycles of cisplatin + toripalimab in 1 case, 4 cycles of carboplatin+ trelizumab in 1 case) was used in 3 cases, four cycle of RC48 + immunotherapy (toripalimab or trelizumab) were used in 2 cases, and four cycles of immunotherapy (toripalimab) were used in 1 case. The operations of 10 cases were successfully completed without serious complications during the perioperative period and the laser working time (42.4 ± 15.2) min. Of the 10 cases, 4 achieved complete ablation at the first ablation, and 6 patients had incomplete ablation. Among them, 2 patients achieved clinical complete remission after 1-2 cycles of systemic therapy, and 4 patients achieved complete ablation after Thulium laser ablation again.All the 10 patients were treated with immunotherapy for 1 year, and 2 of them received additional adjuvant radiotherapy. The patients were followed-up for median 40 months(range 26 to 53 months). Recurrence occurred in 5 cases, of which 3 cases underwent salvage nephroureterectomy and 2 cases underwent Thulium laser ablation under ureteroscopy again. Five patients had no tumor recurrence. None of the 10 patients had distant metastasis. At the last follow-up, 1 patient died of complications and 6 patients kept the affected kidney alive. Perioperative complications including macroscopic hematuria (8 cases), fever (3 cases), the long-term complications of ureter stenosis (4 cases).Conclusions:For localized high-risk UTUC, local Thulium laser ablation combined with systemic therapy can achieve good tumor control while preserving the affected kidney in selected patients, and its potential application value should be further evaluated.
		                        		
		                        		
		                        		
		                        	
2.Real World Study on Compliance of Subcutaneous Specific Immunotherapy in Patients with Allergic Rhinitis and/or Bronchial Asthma in the Pearl River Delta Region
Yu-lin JIANG ; Xin-yue WANG ; Jun TANG ; Yan-min BAO ; Gui-lan WANG ; Jun BAI ; Zhen-peng LIAO ; Ya-ting LI
Journal of Sun Yat-sen University(Medical Sciences) 2022;43(1):18-26
		                        		
		                        			
		                        			ObjectiveTo investigate the causes of discontinuation of subcutaneous allergen immunotherapy (SCIT) in patients with allergic rhinitis (AR) and / or bronchial asthma (BA) in the Pearl River Delta region, and to improve the compliance of these patients. MethodsIt was a retrospective, multi-center real world study. Patients with AR and / or BA receiving SCIT in six hospitals in the Pearl River Delta region from January 2015 to December 2020 were recruited. The clinical data of all patients were collected, and the patients with abscission were followed up by telephone. ResultsIn this study, 1 244 patients who received SCIT were included. A total of 427 patients stopped SCIT before 3 years (34.3%). Children, married patients and patients with positive family history of allergy and total immunoglobulin E (tIgE) > 200 U / mL showed relatively good compliance (P<0.05), while more patients of AR alone stopped SCIT before 3 years than patients of AR complicated with BA (P<0.05). Patients with high symptom score and drug score before treatment had better compliance (P<0.001). A total of 279 cases (65.3%) of the non-adherence group were followed by telephone. The first three reasons for discontinuing treatment were the treatment did not achieve the expected effect (115 cases, 41.2%), factors pertaining to learning and daily life (74 cases, 26.5%) and adverse reactions (29 cases, 10.4%). The number of patients stopping SCIT decreased gradually with time; the proportion of patients who discontinued treatment due to adverse reactions in the first year of treatment was higher than that in the second and third years (P<0.05). ConclusionFailure to achieve the expected effect was the primary reason for poor compliance of patients receiving SCIT and discontinuation mainly occurred on the early stage of the treatment. The supervision from family members is helpful to improve the compliance, suggesting that individualized measures need to be taken to reduce the loss of SCIT. 
		                        		
		                        		
		                        		
		                        	
3.Epidemiological investigation of tinnitus in Sichuan and Chongqing.
Jia Qiu DAI ; Ying PANG ; Zi Qi CHEN ; Si Ji WANG ; Bin PENG ; Hong XU ; Feng Hui YU ; Lin ZHU ; Xi OUYANG ; Chang Chao XIANG ; Ping LYU ; Yun HE ; Dong Bao YANG ; Qiu Tang HUANG ; Sen YANG ; Wen Xing YU ; Xia JIANG ; Hou Yong KANG
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2021;56(11):1164-1173
		                        		
		                        			
		                        			Objectives: To investigate the prevalence and associated risk factors of tinnitus in Sichuan and Chongqing. Methods: We designed a tinnitus epidemiological questionnaire. The multi-stage stratified cluster random sampling methods was applied to obtain study subjects in six areas (Nanchong, Jiangjin, Fengdu, Yunyang, Suining and Ya'an), which were selected for epidemiological investigation. Home visit completion of epidemiological questionnaires was conducted. The trained investigators guided the respondents to fill in the tinnitus epidemiological questionnaires, and the epidemiological status of six areas on prevalence and risk factor was investigated. SPSS 22.0 software was used for statistical analysis. Results: Sampling population were 10 289, in which 9 273 were valid questionnaires. There were 4 281 males and 4 992 females, with an average age of 47.3 years, among which 34.83% (3 230/9 273) had tinnitus. 3.99% (370/9 273) were diagnosed with bothersome tinnitus. In a multivariable logistic regression mod, the following factors were associated with onsetting of tinnitus: sleep disorder [Odds Ratio(OR)=3.74] and noise exposure(OR=1.99). The risk of disease was lowest in the age of 30-40 years old, while the risk of disease was higher for people under 30 and over 40. In another multivariable logistic regression mode, the following factors were associated with having bothersome tinnitus: older people were more likely to suffer from tinnitus, sleep disorders (OR=4.68) and noise exposure (OR=1.56). Conclusions: The prevalence of tinnitus in Sichuan and Chongqing is about 34.83%, but most of the tinnitus is short-lived and has low loudness, which will not affect the patients. Only a small number of patients with tinnitus (3.99%) persist and affect their health and need treatment. The occurrence and exacerbation of tinnitus may be related to sleep, age, and noise exposure.
		                        		
		                        		
		                        		
		                        			Adult
		                        			;
		                        		
		                        			Aged
		                        			;
		                        		
		                        			Female
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Logistic Models
		                        			;
		                        		
		                        			Male
		                        			;
		                        		
		                        			Middle Aged
		                        			;
		                        		
		                        			Prevalence
		                        			;
		                        		
		                        			Risk Factors
		                        			;
		                        		
		                        			Surveys and Questionnaires
		                        			;
		                        		
		                        			Tinnitus/epidemiology*
		                        			
		                        		
		                        	
4.Impact of the Timing of Traditional Chinese Medicine Therapy on the Therapeutic Effect and Prognosis of Severe Coronavirus Disease 2019.
An ZHANG ; Yan-Ping LI ; Min QIU ; Hua-Bao LIU ; Zhong-Pei CHEN ; Peng WAN ; Yang TAO ; Hui WANG ; Da-Rong WEI ; Qun-Tang LI ; Ya-Lan QIN
Acta Academiae Medicinae Sinicae 2020;42(4):521-530
		                        		
		                        			
		                        			To explore the optimal therapy time for the treatment of severe coronavirus disease 2019(COVID-19)by traditional Chinese medicine(TCM)and its influence on the therapeutic effect and prognosis. The clinical data,laboratory findings,and outcomes of 64 patients with severe COVID-19 treated with TCM and western medicine in Chongqing from January 20,2020, to March 11,2020 were retrospectively analyzed.Patients were divided into early intervention group[TCM was initiated within 3 days (including day 3) after the first diagnosis of severe type/critical type COVID-19]and late intervention group[TCM was initiated after 7 days (including day 7) after the first diagnosis of severe type /critical type COVID-19].The changes in clinical parameters during the course of disease were compared between the two groups. On day 14,the oxygenation index was 292.5(252.0,351.0)mmHg in the early intervention group,which was significantly higher than that in the late intervention group [246.0(170.0,292.5)mmHg](=0.005).The length of hospital stay [(18.56±1.11)d (24.87±1.64)d,=0.001],duration of ICU stay [(14.12±0.91)d (20.00±1.53)d,=0.000] and time to negativity [(16.77±1.04)d (22.48±1.66)d,=0.001] in the early intervention group were significantly shorter than those in the late intervention group.The intubation rate(7.3%)in the early intervention group was significantly lower than that in the late intervention group(30.4%)(=0.028). Early TCM therapy within three days after a diagnosis of severe COVID-19 can shorten the length of hospital stay,duration of ICU stay,and time to negativity and decrease intubation rate.
		                        		
		                        		
		                        		
		                        			Betacoronavirus
		                        			;
		                        		
		                        			Coronavirus Infections
		                        			;
		                        		
		                        			drug therapy
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Medicine, Chinese Traditional
		                        			;
		                        		
		                        			Pandemics
		                        			;
		                        		
		                        			Pneumonia, Viral
		                        			;
		                        		
		                        			drug therapy
		                        			;
		                        		
		                        			Prognosis
		                        			;
		                        		
		                        			Retrospective Studies
		                        			
		                        		
		                        	
5.Biomechanical study on the treatment of intertrochanteric fracture of A3.3 type with medial sustainable nail and proximal femoral anti-rotation nail.
Shao-Bo NIE ; Jian-Tao LI ; Yan-Peng ZHAO ; Zhe ZHAO ; Bao-Zhang ZHU ; Yun-Chao YAN ; Li-Cheng ZHANG ; Pei-Fu TANG
China Journal of Orthopaedics and Traumatology 2020;33(12):1161-1165
		                        		
		                        			OBJECTIVE:
		                        			A3 intertrochanteric fracture is an extremely unstable fracture, which is often treated with intramedullary nail, but the implant failure is common due to the posterior medial fragment cannot be reconstructed. A new medial sustainable nail (MSN-Ⅱ) which can reconstruct the femoral medial support by sustainable screw was introduced in this study. The mechanical effect was verified by biomechanical experiment.
		                        		
		                        			METHODS:
		                        			The loss medial support model of intertrochanteric fracture (A3) was made by artificial Sawbones model, fixed with MSN-Ⅱ and PFNA-Ⅱ, underwent axial loading and axial failure tests. The axial stiffness, yield load, displacement of head-neck fragment and torsional angle of fracture site of these nails were recorded and compared for biomechanical differences. The effect of early reconstruction of medial support with MSN-Ⅱ was determined.
		                        		
		                        			RESULTS:
		                        			The axial stiffness, yield load, the displacement of head and neck fragment when the axial load was 1 800 N and torsional angle of the fracture site after the axial failure test of MSN-Ⅱ were (222.76 ±62.46) N /mm, (4 241.71 ±847.42) N, (11.51 ±0.62) mm, (1.71 ±0.10)° respectively, while the PFNA -Ⅱ was (184.58±40.59) N /mm, (3 058.76±379.63) N, (16.15±1.36) mm, (2.52±0.26)°respectively. The difference between the two groups was statistically significant.
		                        		
		                        			CONCLUSION
		                        			The axial stiffness of MSN-Ⅱ is better than that of PFNA-Ⅱ. The MSN-Ⅱ can bear more loads when fixed A3.3 intertrochanteric fracture and has greater axial and rotational stability. It is an effective means to reconstruct the medial support of A3 intertrochanteric fracture.
		                        		
		                        		
		                        		
		                        			Biomechanical Phenomena
		                        			;
		                        		
		                        			Bone Nails
		                        			;
		                        		
		                        			Bone Screws
		                        			;
		                        		
		                        			Femur
		                        			;
		                        		
		                        			Fracture Fixation, Intramedullary
		                        			;
		                        		
		                        			Hip Fractures/surgery*
		                        			;
		                        		
		                        			Humans
		                        			
		                        		
		                        	
6.Risk factors for fatal outcome in patients with severe COVID-19: an analysis of 107 cases in Wuhan
Kai DAI ; Anyu BAO ; Peng YE ; Ming XU ; Qinran ZHANG ; Yu ZHOU ; Wanli JIANG ; Wubian JIANG ; Huimin WANG ; Mengfei ZHU ; Lingling TANG ; Chengliang ZHU ; Yuchen XIA ; Ying’an JIANG ; Xiufen ZOU ; Lanjuan LI
Chinese Journal of Clinical Infectious Diseases 2020;13(4):257-263
		                        		
		                        			
		                        			Objective:To analyze the risk factors of fatal outcome in patients with severe COVID-19.Methods:The clinical characteristics of 107 patients with severe COVID-19 admitted in Renmin Hospital of Wuhan University from February 12 to March 12, 2020 were retrospectively analyzed. During the hospitalization 49 patients died (fatal group) and 58 patients survived (survival group). The clinical characteristics, baseline laboratory findings were analyzed using R and Python statistical software. The risk factors of fatal outcome in patients with severe COVID-19 were analyzed with multivariate logistic regression.Results:Univariate analysis showed that the two groups had statistically significant differences in age, clinical classification, dry cough, dyspnea and laboratory test indicators ( P<0.05 or <0.01). The random forest model was used to rank the significance of the statistically significant variables in the univariate analysis, and the selected variables were included in the binary logistic regression model. After stepwise regression analysis, the patient’s clinical type, age, neutrophil count, and the proportion of CD3 cells are independent risk factors for death in severe COVID-19 patients. Dry cough is an independent protective factor for the death of severe COVID-19 patients. Conclusion:COVID-19 patients with fatal outcome are more likely to have suppressed immune function, secondary infection and inflammatory factor storm. These factors may work together in severe patients, leading to intractable hypoxemia and multiple organ dysfunction and resulting in fatal outcome of patients. The study indicates that timely intervention and treatment measures against above factors may be effective to save the lives of patients with severe COVID-19.
		                        		
		                        		
		                        		
		                        	
7. Kinetic Analysis of Enzymatic Reaction of Active Components from Xinshao Formula in Liver Microsomes of Sham-Operated and Cerebral Ischemia-reperfusion Injury Rats
Zhi-bao LIU ; Dan WU ; Juan TANG ; Hong SU ; Yue-ting LI ; Zi-peng GONG ; Yong HUANG ; Yong-lin WANG
Chinese Journal of Experimental Traditional Medical Formulae 2019;25(1):169-176
		                        		
		                        			
		                        			 Objective: To investigate and compare enzymatic kinetics of scutellarin,apigenin-7-O-glucronide and paeoniflorin from Xinshao fomula in liver microsomes of sham-operated rats and middle cerebral artery occlusion(MCAO) rats with focal cerebral ischemia-reperfusion injury. Method: Xinshao fomula were incubated respectively with liver microsomes of sham-operated rats and MCAO rats,UPLC-MS and substrate elimination method was employed,Michaelis constant(Km),maximum velocity of enzymatic reaction(Vmax) and intrinsic clearance(CLint) of these three components from Xinshao fomula in liver microsomes of sham-operated rats and MCAO rats were calculated,these parameters between different groups were evaluated by statistical analysis. Result: The Km values of scutellarin,apigenin-7-O-glucronide and paeoniflorin in liver microsomes of MCAO rats were (0.798±0.031),(0.213±0.017),(0.499±0.029) μmol·L-1,which were quite different to these in liver microsomes of sham-operated rats.Compared with the sham-operated group,Vmax and CLint values of scutellarin and paeoniflorin in liver microsomes of MCAO rats were significantly reduced(P<0.05,P<0.01),and Vmax of apigenin-7-O-glucronide in liver microsomes of MCAO rat was also significantly reduced(P<0.05). Conclusion: Metabolic rates of these three active components from Xinshao fomula in liver microsomes of MCAO rats with focal cerebral ischemia-reperfusion injury decrease with low elimination rate. 
		                        		
		                        		
		                        		
		                        	
8.E-cadherin Expression in Children with Acute Leukemia and Its Clinical Significance.
Bin-Xia BAO ; Xi-Zhou AN ; Peng-Fei LI ; Yong-Jing LI ; Ying-Hui CUI ; Xue TANG ; Qi-Hui LIU ; Yan-Ni HU ; Wei LIU ; Shao-Yan LIANG ; Jie YU
Journal of Experimental Hematology 2019;27(2):339-347
		                        		
		                        			OBJECTIVE:
		                        			To investigate the correlation of E-cadherin expression level with the clinical characterastics in children with acute leukemia (AL), and to explore the possible regulatory mechanism.
		                        		
		                        			METHODS:
		                        			Real-time quantitative RT-PCR was applied to detect the expression level of E-cadherin in bone marrow samples from 135 child patients diagnosed as AL, and its relevance with clinical indicators was statistically analyzed. The expression levels of E-cadherin, β-catenin, and Akt/p-Akt were detected by using Western blot. The bone marrow samples from 22 children with non-malignant hematological diseases were used as controls.
		                        		
		                        			RESULTS:
		                        			The expression level of E-cadherin significantly decreased in newly diagnosed patients with all 3 types of AL as compared with bone marrow samples from control group (P<0.01). In B-ALL group, compared with standard risk group, E-cadherin expression level significantly decreased in intermediate risk group (P<0.05). Moreover,the expression level of E-cadherin mRNA was also reduced in splenomegaly group (P<0.01). However, the correlation of E-cadherin level with clinical characteristics was not found in T-ALL and AML (P>0.05). The expression level of E-cadherin in the patients from Common-B-ALL group was higher than B-ALL patients with other immunophenotypes (P<0.01), while no significant difference was found among patients grouped by FAB classification. By the correlation analysis of measured data, lower E-cadherin expression level was found to be related with high WBC count and serum lactic dehydrogenase level (LDH) (r=-0.419, r=-0.269), but with low blood platelet count in B-ALL (r=0.335). In T-ALL, expression of E-cadherin was found to be negatively correlated with LDH and percentage of immature cells in the bone marrow (r=-0.567, r=-0.557). In addition, the lower expression of E-cadherin was also found to be related with WBC count and percentage of immature cells in the bone marrow in newly diagnosed AML patients (r=-0.368, r=-0.391). Compared with control group, the expression of E-cadherin was down-regulated significantly (P<0.01), while β-catenin, Akt significantly was up-regulated in 3 types of AL patients (P<0.01). The expression of p-Akt and p-Akt/Akt was up-regulated significantly in T-ALL (P<0.01).
		                        		
		                        			CONCLUSION
		                        			Lower expression of E-cadherin is related factor of unfavourable prognosis in children with acute leukemia. The expression deficiency or down-regulation of E-cadherin may activate Wnt/β-catenin and PI3K/ Akt signaling pathways to promote the genesis and progress of haematological malignancies, thus resulting in a series of malignant biological behaviors in cells. E-cadherin may be a new prognostic indicator for pediatric acute leukemia, thus to guide individualized hemotherapy.
		                        		
		                        		
		                        		
		                        			Acute Disease
		                        			;
		                        		
		                        			Bone Marrow
		                        			;
		                        		
		                        			Cadherins
		                        			;
		                        		
		                        			Child
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Leukemia, Myeloid, Acute
		                        			;
		                        		
		                        			Precursor Cell Lymphoblastic Leukemia-Lymphoma
		                        			
		                        		
		                        	
9.Establishment of a predictive model for inpatient sudden cardiac death in a Chinese cardiac department population: a retrospective study.
Lu-Xiang SHANG ; Xian-Hui ZHOU ; Jiang-Hua ZHANG ; Wen-Hui ZHANG ; ZuKe-La TUER-HONG ; Yang ZHAO ; Wen-Kui LYU ; Yao-Dong LI ; Bao-Peng TANG
Chinese Medical Journal 2019;132(1):17-24
		                        		
		                        			BACKGROUND:
		                        			Little is known about the risk factors for sudden cardiac death (SCD) in the overall hospitalized cardiac department population. This study was conducted to investigate the risk factors and develop a predictive model for SCD in a hospitalized cardiac department population.
		                        		
		                        			METHODS:
		                        			We conducted a retrospective study of patients admitted to the cardiac department of the First Affiliated Hospital of Xinjiang Medical University from June 2015 to February 2017. We collected the clinical data from medical records. Multiple stepwise logistic regression analysis was carried out to confirm the risk factors for SCD and develop a predictive risk model. The risk score was assessed by the area under receiver operating characteristic (AUROC) curve and the Hosmer-Lemeshow goodness-of-fit test.
		                        		
		                        			RESULTS:
		                        			A total of 262 patients with SCD and 4485 controls were enrolled in our study. Logistic regression modeling identified eight significant risk factors for in-hospital SCD: age, main admitting diagnosis, diabetes, corrected QT interval, QRS duration, ventricular premature beat burden, left ventricular ejection fraction, and estimated glomerular filtration rate. A predictive risk score including these variables showed an AUROC curve of 0.774 (95% confidence interval: 0.744-0.805). The Hosmer-Lemeshow goodness-of-fit test showed the chi-square value was 2.527 (P = 0.640). The incidence of in-hospital SCD was 1.3%, 4.1%, and 18.6% for scores of 0 to 2, 3 to 5 and ≥6, respectively (P < 0.001).
		                        		
		                        			CONCLUSIONS
		                        			Age, main admitting diagnosis, diabetes, QTc interval, QRS duration, ventricular premature beat burden, left ventricular ejection fraction, and estimated glomerular filtration rate are factors related to in-hospital SCD in a hospitalized cardiac department population. We developed a predictive risk score including these factors that could identify patients who are predisposed to in-hospital SCD.
		                        		
		                        		
		                        		
		                        			Aged
		                        			;
		                        		
		                        			Death, Sudden, Cardiac
		                        			;
		                        		
		                        			epidemiology
		                        			;
		                        		
		                        			Electrocardiography
		                        			;
		                        		
		                        			Female
		                        			;
		                        		
		                        			Glomerular Filtration Rate
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Inpatients
		                        			;
		                        		
		                        			statistics & numerical data
		                        			;
		                        		
		                        			Logistic Models
		                        			;
		                        		
		                        			Male
		                        			;
		                        		
		                        			Middle Aged
		                        			;
		                        		
		                        			Predictive Value of Tests
		                        			;
		                        		
		                        			Retrospective Studies
		                        			;
		                        		
		                        			Risk Factors
		                        			
		                        		
		                        	
10.Artificial intelligence system of faster region-based convolutional neural network surpassing senior radiologists in evaluation of metastatic lymph nodes of rectal cancer.
Lei DING ; Guang-Wei LIU ; Bao-Chun ZHAO ; Yun-Peng ZHOU ; Shuai LI ; Zheng-Dong ZHANG ; Yu-Ting GUO ; Ai-Qin LI ; Yun LU ; Hong-Wei YAO ; Wei-Tang YUAN ; Gui-Ying WANG ; Dian-Liang ZHANG ; Lei WANG
Chinese Medical Journal 2019;132(4):379-387
		                        		
		                        			BACKGROUND:
		                        			An artificial intelligence system of Faster Region-based Convolutional Neural Network (Faster R-CNN) is newly developed for the diagnosis of metastatic lymph node (LN) in rectal cancer patients. The primary objective of this study was to comprehensively verify its accuracy in clinical use.
		                        		
		                        			METHODS:
		                        			Four hundred fourteen patients with rectal cancer discharged between January 2013 and March 2015 were collected from 6 clinical centers, and the magnetic resonance imaging data for pelvic metastatic LNs of each patient was identified by Faster R-CNN. Faster R-CNN based diagnoses were compared with radiologist based diagnoses and pathologist based diagnoses for methodological verification, using correlation analyses and consistency check. For clinical verification, the patients were retrospectively followed up by telephone for 36 months, with post-operative recurrence of rectal cancer as a clinical outcome; recurrence-free survivals of the patients were compared among different diagnostic groups, by methods of Kaplan-Meier and Cox hazards regression model.
		                        		
		                        			RESULTS:
		                        			Significant correlations were observed between any 2 factors among the numbers of metastatic LNs separately diagnosed by radiologists, Faster R-CNN and pathologists, as evidenced by rradiologist-Faster R-CNN of 0.912, rPathologist-radiologist of 0.134, and rPathologist-Faster R-CNN of 0.448 respectively. The value of kappa coefficient in N staging between Faster R-CNN and pathologists was 0.573, and this value between radiologists and pathologists was 0.473. The 3 groups of Faster R-CNN, radiologists and pathologists showed no significant differences in the recurrence-free survival time for stage N0 and N1 patients, but significant differences were found for stage N2 patients.
		                        		
		                        			CONCLUSION:
		                        			Faster R-CNN surpasses radiologists in the evaluation of pelvic metastatic LNs of rectal cancer, but is not on par with pathologists.
		                        		
		                        			TRIAL REGISTRATION
		                        			www.chictr.org.cn (No. ChiCTR-DDD-17013842).
		                        		
		                        		
		                        		
		                        			Adult
		                        			;
		                        		
		                        			Aged
		                        			;
		                        		
		                        			Aged, 80 and over
		                        			;
		                        		
		                        			Artificial Intelligence
		                        			;
		                        		
		                        			Female
		                        			;
		                        		
		                        			Humans
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		                        			Lymphatic Metastasis
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		                        			Male
		                        			;
		                        		
		                        			Middle Aged
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		                        			Neoplasm Recurrence, Local
		                        			;
		                        		
		                        			Neoplasm Staging
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		                        			Neural Networks (Computer)
		                        			;
		                        		
		                        			Pathologists
		                        			;
		                        		
		                        			Radiologists
		                        			;
		                        		
		                        			Rectal Neoplasms
		                        			;
		                        		
		                        			diagnostic imaging
		                        			;
		                        		
		                        			mortality
		                        			;
		                        		
		                        			pathology
		                        			
		                        		
		                        	
            
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