1.Computed tomography and magnetic resonance imaging features of pancreatic neuroendocrine tumors
Cui FENG ; Zhen LI ; Daoyu HU ; Yaqi SHEN
Chinese Journal of Digestive Surgery 2016;15(9):933-939
Objective To investigate the features of computed tomography (CT) and magnetic resonance imaging (MRI) on pancreatic neuroendocrine tumors (pNENs).Methods The retrospective and descriptive study was adopted.The clinicopathological data of 33 patients with pNENs who were admitted to the Tongji Hospital of Tongji Medical School of Huazhong University of Science and Technology between May 2012 and February 2016 were collected.All the patients underwent plain and enhanced scans of CT and MRI.Observation indicators:(1) overall imaging findings and pathological results of pNENs,(2) imaging findings of functional pNENs,(3) imaging findings of non-functional pNENs.Main analysis indicators included tumor diameter,location,boundary,density,cystic degeneration,enhancement,signal,calcification,with or without pancreaticobiliary duct dilation,with or without surrounding tissues invasion,lymph node and distant organ metastases.Results (1) Overall imaging findings and pathological results of pNENs:of 33 patinets with pNENs,24 underwent CT examination,3 underwent MRI examination and 6 underwent CT and MRI examinations.Tumors of 33 patients were solitary with a diameter of 0.6-16.0 cm.Ten,1,13 and 9 tumors were respectively located at the head of pancreas,uncinate process of pancreas,body of pancreas and tail of pancreas.Thirty-three patients were diagnosed as pNENs by pathological examination,including 20 with functional pNENs (insulinoma) and 13 with non-functional pNENs,and G1,G2 and G3 were respectively detected in 24,7 and 2 patients.The coincidence rate between preoperative CT or MRI examination and pathological examination was 90.9% (30/33).One,1 and 1 patients were misdiagnosed as pancreatic cancer,enlargement of peripancreatic lymph nodes and duodenal gastrointestinal stromal tumor,respectively.(2) Imaging findings of functional pNENs:tumor diameter of 20 patients with functional pNENs was 0.6-3.0 cm with an average diameter of 1.5 cm.Fòur,10 and 6 tumors were respectively located at the head of pancreas,body of pancreas and tail of pancreas.Of 20 patients with functional pNENs,tumors of 19 patients showed clear boundary and 1 showed unclear boundary,and tumors of 18 patients had uniform density and 2 had uneven density with cystic degeneration,without the occurrence of calcification.Of 20 patients undergoing dynamic enhanced scans,tumors of 19 patients demonstrated obvious enhancement in arterial phase and slightly obvious enhancement or were equal to normal pancreatic tissues in portal vein phase and lag phase,and tumor of 1 patient demonstrated slight enhancement in arterial phase and was equal to or less than normal pancreatic tissues in portal vein phase and lag phase.Tumors in 3 patients undergoing MRI scans were manifested as hypointensity on T1-weighted imaging (T1WI),hyperintensity on T2WI and hyperintensity on DWI (b =1 000 s/m2),with clear imaging.Of 20 patients,1 was accompanied with atrophy of pancreatic tissues at distal tumor,pancreatic duct dilatation,multiple retention cyst and enlargement of lymph nodes around the hepatic artery.(3) Imaging findings of non-functional pNENs:tumor diameter of 13 patients with non-functional pNENs was 1.5-16.0 cm with an average diameter of 5.0 cm.Six,1,3 and 3 tumors were respectively located at the head of pancreas,uncinate process of pancreas,body of pancreas and tail of pancreas.Of 13 patients with non-functional pNENs,tumors of 11 patients showed clear boundary and 2 showed unclear boundary,tumors of 3 patients had uniform density and 10 had uneven density with cystic degeneration,and tumors of 2 patients had calcification.Of 13 patients undergoing dynamic enhanced scans,tumors of 12 patients demonstrated obvious enhancement in arterial phase,continuous enhancement in portal vein phase and lag phase and less obvious enhancement at cystic degeneration area,with marked enlargement of supplying arteries and draining veins in partial tumors.Tumor of 1 patient demonstrated slight enhancement,and its enhancement was slightly less than normal pancreatic tissues in arterial phase,portal vein phase and lag phase,with unclear boundary.Results of MRI scans in 6 patients showed that tumors of 4 patients were manifested as hypointensity on T1WI,slight hyperintensity or mixed signal on T2WI and hyperintensity on DWI (b =1 000 s/m2),and tumors of 2 patients were manifested as hypointensity on T1WI,hypointensity on T2WI and hyperintensity on DWI (b =800 s/m2).Of 13 patients with non-functional pNENs,4 had pancreaticobiliary duct dilation and 7 had local tissues invasion or distant organ metastasis (4 with liver metastasis,1 with peripanereatic lymph node metastasis,1 with liver and peripancreatic lymph node metastases and 1 with liver metastasis combined with splenic venous and arterial invasion),including 1 in G1,4 in G2 and 2 in G3.Of 5 patients with tumor diameter > 5.0 cm,4 were complicated with liver or lymph node metastases.Conclusions CT and MRI features of pNENs have a certain characteristics.For functional pNENs,benign and solid tumor is common,with clear boundary and smaller diameter.For non-functional pNENs,tumor size is bigger and cystic necrosis occurs within the tumor,with various enhancements.
2.Feasibility and accuracy of quantification of fat content using iterative decomposition of water and fat with asymmetry and least squares estimation-quantitative fat imaging:a phantom study
Xiao CHEN ; Xiaoyan MENG ; Xiaojuan LI ; Zhen LI ; Yaqi SHEN ; Daoyu HU
Chinese Journal of Radiology 2015;(9):704-707
Objective To validate the feasibility and accuracy of iterative decomposition of water and fat with asymmetry and least squares estimation-quantitative fat imaging (IDEAL-IQ) in fat quantification using fat-water model. Methods A homogeneous fat-water mixture model consisting of various known fat-fractions were described, and the fat fraction was 0.00, 0.01, 0.02, 0.04, 0.06, 0.08, 0.10, 0.14, 0.18, 0.22, 0.26, 0.30 g/ml respectively. A water-vaseline separated model was also described. IDEAL-IQ was performed. Thin slices were acquired for fat-water mixture model and repeated 3 days later. Nineteen slices of 14 mm-thick parallel to the water-vaseline boundary in 1 mm steps from vaseline to water
were acquired. The fat-fractions in 11 slices of fat-water mixture model were measured on FatFrac images. Accuracy was assessed through single sample t test or Kolmogorov-Sirmov test. Measured fat-fractions of the same known fat-fraction were assessed through independent samples t test between two scan times. Linear regression was used to assess the relationship between known fat-fractions and measured fat-fractions. Slices containing the water-vaseline boundary were measured with ROI in the middle of the FatFrac images. The relationship between measured fat-fractions and locations of scanning was exploded using curve fitting. Results (1) Fat-water mixture model: no significant difference(P>0.05) was found between measured fat-fractions and known fat-fractions when it was 0.00, 0.02, 0.06 and 0.08 g/ml with the measured fat-fractions 0.60%, (2.30 ± 0.60)%, (5.76 ± 1.40)%, (7.62 ± 1.40)% respectively for the first time. No significant difference(P>0.05) was found between measured fat-fractions and known fat-fractions when it was 0.00, 0.02, 0.10 g/ml with the measured fat-fractions 0.04%, (2.32 ± 0.60)%, (9.41 ± 1.00)%respectively for the second time. Measured fat-fraction was inlinear relation with known fat-fraction:Y=0.898X+0.224, r2=0.993, P<0.01, F=36 129.548.(2) Water-vaseline separated model: measured fat-fraction increased as scanning location changed, Y=0.045X2-0.499X-4.474, r2=0.978, P<0.05, F=350.623.Conclusions IDEAL-IQ can be used to quantify fat content with good repeatability and can accurately assess the actual fat content from the linearrelationship.
3.Incidence of pretransplant sarcopenia and its effect on prognosis in patients receiving hematopoietic stem cell transplantation: a meta-analysis
Zhiying SHEN ; Chunhong RUAN ; Chengyuan LI ; Yaqi LIU
Chinese Journal of Clinical Nutrition 2022;30(3):167-174
Objective:To evaluate the incidence of pretransplant sarcopenia and its effect on prognosis in patients receiving hematopoietic stem cell transplantation (HSCT).Methods:Several electronic databases (PubMed, Embase, Web of Science, Cochrane Library, EBSCO, CINAHL, CBM, CNKI, VIP, WanFang data) were searched from inception to March 2022. Cohort and case-control studies on the outcomes of HSCT patients with pre-transplant sarcopenia were collected, and the quality of the studies was evaluated using the Newcastle-Ottawa Scale. After literature screening, data extraction and quality evaluation, meta-analysis was performed using RevMan 5.3.Results:9 cohort studies were included, of which 6 were of high quality and 3 were of medium quality. The total sample size was 2,255 cases, including 862 cases in the sarcopenia group. The incidence of pretransplant sarcopenia in HSCT patients was 40% (95% CI: 0.35 to 0.46). Pretransplant sarcopenia was associated with decreased overall survival rate ( HR = 1.73, 95% CI: 1.38 to 2.04, P = 0.04) and increased non-relapse mortality after transplantation ( HR = 1.84,95% CI: 1.47 to 2.32, P < 0.01). There was no significant correlation between pretransplant sarcopenia and the incidence of acute graft-versus-host disease ( OR = 1.08, 95% CI: 0.84 to 1.39, P = 0.55). Sarcopenia before transplantation had no significant effect on the duration of hospital stay ( MD = 3.57, 95% CI: -0.13 to 7.26, P = 0.06). Conclusions:Pretransplant sarcopenia was associated with reduced overall survival and increased non-relapse mortality after transplantation. More attention to pretransplant sarcopenia is needed domestically and large-scale, multi-center, prospective studies assessing early screening for sarcopenia are necessary to provide guidance about prevention and treatment strategies.
4.Construction of nursing quality evaluation index system for radionuclide wards
Yaqi LU ; Xia SHEN ; Qianqian LI ; Qingbo YANG ; Xuehui NAN ; Lili WEI
Chinese Journal of Modern Nursing 2024;30(21):2890-2896
Objective:To construct the nursing quality evaluation index system for radionuclide wards, so as to provide scientific basis for monitoring the quality of nursing work in radionuclide wards.Methods:With Donabedian's "structure-process-outcome" three-dimensional quality evaluation model as the theoretical framework, literature review, Delphi method and analytic hierarchy process were used to determine the contents and weights of the evaluation index system of nursing quality in radionuclide wards. The enthusiasm of experts was expressed by the effective recovery rate of the questionnaire, the authority coefficient of experts was expressed by the authority coefficient, and the coordination degree of expert opinions was expressed by the coefficient of variation and the Kendall's harmony coefficient.Results:The effective recovery rates of the two rounds of expert correspondence questionnaires were 100.00% (15/15), the expert authority coefficients were 0.880 and 0.900, the coefficient of variation were 0.10-0.26 and 0-0.16 and the Kendall's harmony coefficients were 0.131 and 0.187 ( P<0.01). The final constructed nursing quality evaluation index system for radionuclide wards included three primary indicators, 12 secondary indicators and 56 tertiary indicators. Conclusions:The constructed nursing quality evaluation index system for radionuclide wards is scientific, reliable, practical and specialized, which is close to clinical nursing work and can provide a good evaluation method for nursing quality evaluation in radionuclide wards.
5.Prognostic value of important driver gene mutations in patients with radical resection of pancreatic cancer
Jing SHEN ; Suizhi GAO ; Huan WANG ; Xiaohan SHI ; Bo LI ; Yaqi PAN ; Shuo SHEN ; Zhuo SHAO ; Shiwei GUO ; Gang JIN
Chinese Journal of Surgery 2019;57(11):840-847
Objective To examine the prognostic value of four important driver gene mutations in patients with radical resection of pancreatic cancer. Methods The clinical data and follow‐up data of pancreatic cancer patients undergoing radical pancreatectomy and targeted sequencing from January 2016 to March 2018 at Department of Hepato‐Biliary‐Pancreatic Surgery, Changhai Hospital were retrospectively analyzed.There were 159 males and 88 females,aged of (60.8±8.7)years(range:33-83 years) and preoperative CA19‐9 of (492.4 ± 496.6)kU/L(range: 2-1 200 kU/L). One hundred and fifty nine cases of tumors were located in the head and 88 cases in the body and tail of the pancreas. After univariate analysis of clinical pathological factors (including gender, age, preoperative CA19‐9, tumor location, tumor differentiation, pathological T and N stage, Micr. perineural invasion, Micr. lympho‐vascular invasion, resection margin), the variable whose P<0.1 was included in COX regression model with four important driver gene mutations to find which mutation was related to prognosis independently. The number of gene mutations and KRAS subgroups were analyzed by Kaplan‐Meier curve.Results Among 247 patients,the number of KRAS,TP53, SMAD4 and CDKN2A mutations was 212 cases(85.8%), 160 cases(64.8%), 66 cases(26.7%) and 44 cases (17.8%),respectively.KRAS mutation was correlated with the tumor differentiation and pathological T stage (χ2=24.570/6.690, P=0.000/0.035), TP53 mutation was correlated with the tumor differentiation and the resected margin(χ2=5.500/4.620, P=0.019/0.032), and CDKN2A mutation was correlated with gender(χ2=16.574,P=0.000).COX regression model analysis showed that only KRAS mutation was an independent risk factor for disease free survival and overall survival(HR=1.776, 95%CI: 1.079-2.923, P=0.024; HR=1.923, 95%CI: 1.016-3.639, P=0.045); KRASG12D mutation was associated with shorter OS(P=0.007). Conclusion KRAS and its subgroup KRASG12D mutation can be used as a prognostic index for patients with radical resection of pancreatic cancer.
6.Prognostic value of important driver gene mutations in patients with radical resection of pancreatic cancer
Jing SHEN ; Suizhi GAO ; Huan WANG ; Xiaohan SHI ; Bo LI ; Yaqi PAN ; Shuo SHEN ; Zhuo SHAO ; Shiwei GUO ; Gang JIN
Chinese Journal of Surgery 2019;57(11):840-847
Objective To examine the prognostic value of four important driver gene mutations in patients with radical resection of pancreatic cancer. Methods The clinical data and follow‐up data of pancreatic cancer patients undergoing radical pancreatectomy and targeted sequencing from January 2016 to March 2018 at Department of Hepato‐Biliary‐Pancreatic Surgery, Changhai Hospital were retrospectively analyzed.There were 159 males and 88 females,aged of (60.8±8.7)years(range:33-83 years) and preoperative CA19‐9 of (492.4 ± 496.6)kU/L(range: 2-1 200 kU/L). One hundred and fifty nine cases of tumors were located in the head and 88 cases in the body and tail of the pancreas. After univariate analysis of clinical pathological factors (including gender, age, preoperative CA19‐9, tumor location, tumor differentiation, pathological T and N stage, Micr. perineural invasion, Micr. lympho‐vascular invasion, resection margin), the variable whose P<0.1 was included in COX regression model with four important driver gene mutations to find which mutation was related to prognosis independently. The number of gene mutations and KRAS subgroups were analyzed by Kaplan‐Meier curve.Results Among 247 patients,the number of KRAS,TP53, SMAD4 and CDKN2A mutations was 212 cases(85.8%), 160 cases(64.8%), 66 cases(26.7%) and 44 cases (17.8%),respectively.KRAS mutation was correlated with the tumor differentiation and pathological T stage (χ2=24.570/6.690, P=0.000/0.035), TP53 mutation was correlated with the tumor differentiation and the resected margin(χ2=5.500/4.620, P=0.019/0.032), and CDKN2A mutation was correlated with gender(χ2=16.574,P=0.000).COX regression model analysis showed that only KRAS mutation was an independent risk factor for disease free survival and overall survival(HR=1.776, 95%CI: 1.079-2.923, P=0.024; HR=1.923, 95%CI: 1.016-3.639, P=0.045); KRASG12D mutation was associated with shorter OS(P=0.007). Conclusion KRAS and its subgroup KRASG12D mutation can be used as a prognostic index for patients with radical resection of pancreatic cancer.
7.Role of Chemical Exchange Saturation Transfer andMagnetization Transfer MRI in Detecting Metabolicand Structural Changes of Renal Fibrosis in an AnimalModel at 3T
Anqin LI ; Chuou XU ; Ping LIANG ; Yao HU ; Yaqi SHEN ; Daoyu HU ; Zhen LI ; Ihab R. KAMEL
Korean Journal of Radiology 2020;21(5):588-597
Objective:
To investigate the value of combined chemical exchange saturation transfer (CEST) and conventional magnetizationtransfer imaging (MT) in detecting metabolic and structural changes of renal fibrosis in rats with unilateral ureteral obstruction(UUO) at 3T MRI.
Materials and Methods:
Thirty-five Sprague-Dawley rats underwent UUO surgery (n = 25) or sham surgery (n = 10). Theobstructed and contralateral kidneys were evaluated on days 1, 3, 5, and 7 after surgery. After CEST and MT examinations,18F-labeled fluoro-2-deoxyglucose positron emission tomography was performed to quantify glucose metabolism. Fibrosis wasmeasured by histology and western blots. Correlations were compared between asymmetrical magnetization transfer ratio at1.2 ppm (MTRasym(1.2ppm)) derived from CEST and maximum standard uptake value (SUVmax) and between magnetization transferratio (MTR) derived from MT and alpha-smooth muscle actin (α-SMA).
Results:
On days 3 and 7, MTRasym(1.2ppm) and MTR of UUO renal cortex and medulla were significantly different from those ofcontralateral kidneys (p < 0.05). On day 7, MTRasym(1.2ppm) and MTR of UUO renal cortex and medulla were significantly differentfrom those of sham-operated kidneys (p < 0.05). The MTRasym(1.2ppm) of UUO renal medulla was fairly negatively correlated withSUVmax (r = -0.350, p = 0.021), whereas MTR of UUO renal medulla was strongly negatively correlated with α-SMA (r = -0.744, p <0.001).
Conclusion
CEST and MT could provide metabolic and structural information for comprehensive assessment of renal fibrosisin UUO rats in 3T MRI and may aid in clinical monitoring of renal fibrosis in patients with chronic kidney disease.
8.Development of a cell-based diagnostic system for vitamin K-dependent coagulation factor deficiency 1.
Wenwen GAO ; Hongli LIU ; Gaigai SU ; Yaqi XU ; Yiyi WANG ; Longteng CUI ; Rong HUANG ; Haiping YANG ; Meng GAO ; Shoumin XI ; Guomin SHEN
Chinese Journal of Medical Genetics 2020;37(8):811-814
OBJECTIVE:
To develop a cell-based system for the diagnosis of vitamin K-dependent coagulation factor deficiency 1 (VKCFD1).
METHODS:
In HEK293 cells stably expressing the reporter gene FIX-Gla-PC, the gamma-glutamyl carboxylase (GGCX) gene was knocked out by using CRISPR/Cas9 technology. Enzyme-linked immunosorbent assay (ELISA), DNA sequencing and Western blotting were used to identify the GGCX gene knockout cells. A quickchange point variant method was used to construct the GGCX variant. ELISA was used to assess the influence of GGCX variant on the activity of reporter gene.
RESULTS:
Two monoclonal cell lines with no reporter activity by ELISA was identified. Edition and knockout of the GGCX gene was confirmed by DNA sequencing and Western blotting. The activity of the reporter gene was recovered by transfection of the wild-type GGCX gene. Thereby two monoclonal cells with GGCX knockout were obtained. By comparing the wild-type and pathogenic GGCX variants, the reporter activity was decreased in the pathogenic variants significantly.
CONCLUSION
A cell-based system for the detection of GGCX activity was successfully developed, which can be used for the diagnosis of VKCFD1 caused by GGCX variants.
9.The value of CT texture analysis in differentiating autoimmune pancreatitis from pancreatic ductal adenocarcinoma
Yuwen LIN ; Yaqi SHEN ; Xianlun ZOU ; Zhen LI ; Daoyu HU ; Cui FENG
Journal of Practical Radiology 2019;35(11):1774-1778
Objective To investigate the feasibility of the CT texture analysis (CTTA)in differentiating autoimmune pancreatitis (AIP)from pancreatic ductal adenocarcinoma (PDAC).Methods 25 patients with AIP and 31 patients with PDAC who confirmed by pathological or clinical underwent pretreatment three-phase contrast-enhanced CT were enrolled.Histogram parameters (mean CT values,median CT values,25 th,75 th percentile CT values,skewness,kurtosis,entropy and uniformity)were derived from CT images through texture analysis.The differences of histogram parameters between AIP and PDAC groups were compared.ROC and AUC were used to evaluate the diagnostic efficacy of histogram parameters in differentiating AIP from PDAC.Results The values for mean CT values,median CT values,25 th,75 th percentile CT values and uniformity of AIP were significantly higher than those of PDAC group,while the values for entropy of AIP were significantly lower than those of PDAC group in arterial phase,portal phase,and delay phases (all P<0.05). There were no significant differences in kurtosis and skewness between AIP and PDAC groups (all P>0.05).The uniformity in portal phase achieved the optimal diagnostic accuracy in differentiating AIP from PDAC (AUC=0.973 ),the cutoff value was 0.797,the corresponding sensitivity and specificity were 92% and 9 6.8%,respectively.Conclusion CTTA can be used as a quantitative analysis method for differential diagnosis between AIP and PDAC,providing a reference for clinicians to select therapeutic schedules.
10.Diagnostic efficacy for predicting intraductal papillary mucinous neoplasms of the pancreas with high grade dysplasia or invasive carcinoma based on the surgery indications in different guidelines
Bo LI ; Shiwei GUO ; Xiaohan SHI ; Shuo SHEN ; Guoxiao ZHANG ; Suizhi GAO ; Yaqi PAN ; Xiongfei XU ; Gang JIN
Chinese Journal of Surgery 2021;59(5):359-365
Objective:To evaluate the performance of the European Evidence-based Guidelines on Pancreatic Cystic Neoplasms (EEGPCN)(2018) and International Association of Pancreatology(IAP) Guideline(Version 2017) in predicting high grade dysplasia/invasive carcinoma-intraductal papillary mucinous neoplasm(HGD/INV-IPMN).Methods:A retrospective analysis of 363 patients,who underwent surgical resection in Changhai Hospital affiliated to Navy Medical University from January 2012 to December 2018 and were pathologically identified as (intraductal papillary mucinous neoplasm, IPMN),was performed. The patients,including 230 males and 133 females,aging (61.7±10.1) years(range:19 to 83 years). The proportion of HGD/INV-IPMN who met with the absolute indication(AI) of EEGPCN and high risk stigma(HRS) of IAP were compared. The binary Logistic regression analysis was used to find the independent risk factors of HGD/INV-IPMN.Eight combinations of risk factors derived from relative indication/worrisome feature or risk factors in this study,were made to evaluate the diagnostic efficacy. The area under curve(AUC) of receiver operating characteristics was used to evaluate the the cutoff value of risk factors(①CA19-9≥37 U/ml,②diameter of main pancreatic duct 5.0-9.9 mm,③enhancing mural nodule<5 mm,④(acute) pancreatiti,⑤ acyst diameter ≥40 mm,⑤ bcyst diameter ≥30 mm, ⑥thickened or enhancing cyst walls,⑦neutrophile granulocyte to lymphocyte ratio(NLR)≥2, ⑧cyst located in head, uncinate or neck,⑨carcinoembryonic antigen(CEA) ≥5 μg/L) number for predicting HGD/INV-IPMN.The accuracy,sensitivity,specificity,positive predictive value,negative predictive value,true positive,true negative,false positive,false negative,positive likelihood ratio,negative likelihood ratio,Youden index and F1 score were calculated. Results:Ninety-two patients(49.5%) of 186 ones who met AI and 85 patients(48.3%) of 176 ones who met HRS were respectively confirmed as HGD/INV-IPMN. In those patients who were not met AI,tumor location,thickened/enhancing cyst wall,CA19-9 elevated,NLR≥2 and CEA elevated were significantly ( P<0.05) correlated with HGD/INV-IPMN. And tumor location(head/uncinate/neck vs. body/tail, OR=3.284,95% CI:1.268-8.503, P=0.014),thickened/enhancement cyst wall (with vs.without, OR=2.713,95% CI:1.177-6.252, P=0.019),CA19-9(≥37 U/L vs.<37 U/L, OR=5.086,95% CI:2.05-12.62, P<0.01) and NLR(≥2 vs.<2, OR=2.380,95% CI:1.043-5.434, P=0.039) were the independent risk factors of HGD/INV-IPMN. Patients with ≥4 risk factors of 9 in combination Ⅷ(①②③④⑤ b⑥⑦⑧⑨) were diagnosed as HGD/INV-IPMN with the moderate accuracy(71.0%),moderate sensitivity (62.0%) and moderate specificity (73.0%). Patients with ≥4 risk factors of 9 in Combination Ⅶ(①②③④⑤ a⑥⑦⑧⑨) were diagnosed as HGD/INV-IPMN with the highest specificity(83.0%) and patients with ≥3 risk factors of 8 in combination Ⅵ(①②③④⑤ b⑥⑧⑨) were diagnosed as HGD/INV-IPMN with the highest sensitivity(74.0%). The AUC for diagnosis of HGD/INV-IPMN in combination Ⅵ,Ⅶ and Ⅷ were 0.72,0.75 and 0.75,respectively. Older patients and younger patients could respectively refer to combination Ⅶ and combination Ⅵ to improve the management of IPMN. Conclusions:Patients who meet AI of EEGPCN should undertake resection, otherwise the method we explored is recommended. The method of improvement for diagnosis of HGD/INV-IPMN is relatively applicable and efficient for decision-making of surgery, especially for younger patients with decreasing of missed diagnosis and elder patients with decreasing of misdiagnosis.