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Published in: European Radiology 9/2022

08-04-2022 | Computed Tomography | Hepatobiliary-Pancreas

Two nomograms for differentiating mass-forming chronic pancreatitis from pancreatic ductal adenocarcinoma in patients with chronic pancreatitis

Authors: Hao Zhang, Yinghao Meng, Qi Li, Jieyu Yu, Fang Liu, Xu Fang, Jing Li, Xiaochen Feng, Jian Zhou, Mengmeng Zhu, Na Li, Jianping Lu, Chengwei Shao, Yun Bian

Published in: European Radiology | Issue 9/2022

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Abstract

Objectives

To develop and validate a CT nomogram and a radiomics nomogram to differentiate mass-forming chronic pancreatitis (MFCP) from pancreatic ductal adenocarcinoma (PDAC) in patients with chronic pancreatitis (CP).

Methods

In this retrospective study, the data of 138 patients with histopathologically diagnosed MFCP or PDAC treated at our institution were retrospectively analyzed. Two radiologists analyzed the original cross-sectional CT images based on predefined criteria. Image segmentation, feature extraction, and feature reduction and selection were used to create the radiomics model. The CT and radiomics models were developed using data from a training cohort of 103 consecutive patients. The models were validated in 35 consecutive patients. Multivariable logistic regression analysis was conducted to develop a model for the differential diagnosis of MFCP and PDAC and visualized as a nomogram. The nomograms’ performances were determined based on their differentiating ability and clinical utility.

Results

The mean age of patients was 53.7 years, 75.4% were male. The CT nomogram showed good differentiation between the two entities in the training (area under the curve [AUC], 0.87) and validation (AUC, 0.94) cohorts. The radiomics nomogram showed good differentiation in the training (AUC, 0.91) and validation (AUC, 0.93) cohorts. Decision curve analysis showed that patients could benefit from the CT and radiomics nomograms, if the threshold probability was 0.05–0.85 and > 0.05, respectively.

Conclusions

The two nomograms reasonably accurately differentiated MFCP from PDAC in patients with CP and hold potential for refining the management of pancreatic masses in CP patients.

Key Points

A CT nomogram and a computed tomography-based radiomics nomogram reasonably accurately differentiated mass-forming chronic pancreatitis from pancreatic ductal adenocarcinoma in patients with chronic pancreatitis (CP).
The two nomograms can monitor the cancer risk in patients with CP and hold promise to optimize the management of pancreatic masses in patients with CP.
Literature
1.
go back to reference Schima W, Böhm G, Rösch CS, Klaus A, Függer R, Kopf H (2020) Mass-forming pancreatitis versus pancreatic ductal adenocarcinoma: CT and MR imaging for differentiation. Cancer Imaging 20:52CrossRef Schima W, Böhm G, Rösch CS, Klaus A, Függer R, Kopf H (2020) Mass-forming pancreatitis versus pancreatic ductal adenocarcinoma: CT and MR imaging for differentiation. Cancer Imaging 20:52CrossRef
2.
go back to reference Yin Q, Zou X, Zai X et al (2015) Pancreatic ductal adenocarcinoma and chronic mass-forming pancreatitis: differentiation with dual-energy MDCT in spectral imaging mode. Eur J Radiol 84:2470–2476CrossRef Yin Q, Zou X, Zai X et al (2015) Pancreatic ductal adenocarcinoma and chronic mass-forming pancreatitis: differentiation with dual-energy MDCT in spectral imaging mode. Eur J Radiol 84:2470–2476CrossRef
3.
go back to reference Kirkegård J, Mortensen FV, Cronin-Fenton D (2017) Chronic pancreatitis and pancreatic cancer risk: a systematic review and meta-analysis. Am J Gastroenterol 112:1366–1372CrossRef Kirkegård J, Mortensen FV, Cronin-Fenton D (2017) Chronic pancreatitis and pancreatic cancer risk: a systematic review and meta-analysis. Am J Gastroenterol 112:1366–1372CrossRef
4.
go back to reference Harmsen FR, Domagk D, Dietrich CF, Hocke M (2018) Discriminating chronic pancreatitis from pancreatic cancer: contrast-enhanced EUS and multidetector computed tomography in direct comparison. Endosc Ultrasound 7:395–403CrossRef Harmsen FR, Domagk D, Dietrich CF, Hocke M (2018) Discriminating chronic pancreatitis from pancreatic cancer: contrast-enhanced EUS and multidetector computed tomography in direct comparison. Endosc Ultrasound 7:395–403CrossRef
5.
go back to reference Zakaria HM, Mohamed A, Alsebaey A, Omar H, Elazab D, Gaballa NK (2018) Prognostic factors following pancreaticoduodenectomy for pancreatic ductal adenocarcinoma. Int Surg J 5:3877–3882CrossRef Zakaria HM, Mohamed A, Alsebaey A, Omar H, Elazab D, Gaballa NK (2018) Prognostic factors following pancreaticoduodenectomy for pancreatic ductal adenocarcinoma. Int Surg J 5:3877–3882CrossRef
6.
go back to reference Aslan S, Nural MS, Camlidag I, Danaci M (2019) Efficacy of perfusion CT in differentiating of pancreatic ductal adenocarcinoma from mass-forming chronic pancreatitis and characterization of isoattenuating pancreatic lesions. Abdom Radiol (NY) 44:593–603CrossRef Aslan S, Nural MS, Camlidag I, Danaci M (2019) Efficacy of perfusion CT in differentiating of pancreatic ductal adenocarcinoma from mass-forming chronic pancreatitis and characterization of isoattenuating pancreatic lesions. Abdom Radiol (NY) 44:593–603CrossRef
7.
go back to reference Sandrasegaran K, Nutakki K, Tahir B, Dhanabal A, Tann M, Cote GA (2013) Use of diffusion-weighted MRI to differentiate chronic pancreatitis from pancreatic cancer. AJR Am J Roentgenol 201:1002–1008CrossRef Sandrasegaran K, Nutakki K, Tahir B, Dhanabal A, Tann M, Cote GA (2013) Use of diffusion-weighted MRI to differentiate chronic pancreatitis from pancreatic cancer. AJR Am J Roentgenol 201:1002–1008CrossRef
8.
go back to reference Elsherif SB, Virarkar M, Javadi S, Ibarra-Rovira JJ, Tamm EP, Bhosale PR (2020) Pancreatitis and PDAC: association and differentiation. Abdom Radiol (NY) 45:1324–1337CrossRef Elsherif SB, Virarkar M, Javadi S, Ibarra-Rovira JJ, Tamm EP, Bhosale PR (2020) Pancreatitis and PDAC: association and differentiation. Abdom Radiol (NY) 45:1324–1337CrossRef
9.
go back to reference Granata V, Grassi R, Fusco R et al (2021) Pancreatic cancer detection and characterization: state of the art and radiomics. Eur Rev Med Pharmacol Sci 25:3684–3699PubMed Granata V, Grassi R, Fusco R et al (2021) Pancreatic cancer detection and characterization: state of the art and radiomics. Eur Rev Med Pharmacol Sci 25:3684–3699PubMed
10.
go back to reference Abunahel BM, Pontre B, Kumar H, Petrov MS (2021) Pancreas image mining: a systematic review of radiomics. Eur Radiol 31:3447–3467CrossRef Abunahel BM, Pontre B, Kumar H, Petrov MS (2021) Pancreas image mining: a systematic review of radiomics. Eur Radiol 31:3447–3467CrossRef
11.
go back to reference Deng Y, Ming B, Zhou T et al (2021) Radiomics model based on MR images to discriminate pancreatic ductal adenocarcinoma and mass-forming chronic pancreatitis lesions. Front Oncol 11:620981CrossRef Deng Y, Ming B, Zhou T et al (2021) Radiomics model based on MR images to discriminate pancreatic ductal adenocarcinoma and mass-forming chronic pancreatitis lesions. Front Oncol 11:620981CrossRef
12.
go back to reference Ren S, Zhang J, Chen J et al (2019) Evaluation of texture analysis for the differential diagnosis of mass-forming pancreatitis from pancreatic ductal adenocarcinoma on contrast-enhanced CT images. Front Oncol 9:1171CrossRef Ren S, Zhang J, Chen J et al (2019) Evaluation of texture analysis for the differential diagnosis of mass-forming pancreatitis from pancreatic ductal adenocarcinoma on contrast-enhanced CT images. Front Oncol 9:1171CrossRef
13.
go back to reference Moons KG, Altman DG, Reitsma JB et al (2015) Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): explanation and elaboration. Ann Intern Med 162:W1–W73 Moons KG, Altman DG, Reitsma JB et al (2015) Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): explanation and elaboration. Ann Intern Med 162:W1–W73
14.
go back to reference Tandon RK, Sato N, Garg PK, Consensus Study G (2002) Chronic pancreatitis: Asia-Pacific consensus report. J Gastroenterol Hepatol 17:508–518CrossRef Tandon RK, Sato N, Garg PK, Consensus Study G (2002) Chronic pancreatitis: Asia-Pacific consensus report. J Gastroenterol Hepatol 17:508–518CrossRef
15.
go back to reference Watanabe H, Okada M, Kaji Y et al (2009) New response evaluation criteria in solid tumours-revised RECIST guideline (version 1.1). Gan To Kagaku Ryoho 36:2495–2501PubMed Watanabe H, Okada M, Kaji Y et al (2009) New response evaluation criteria in solid tumours-revised RECIST guideline (version 1.1). Gan To Kagaku Ryoho 36:2495–2501PubMed
16.
go back to reference Jeon SK, Lee JM, Joo I et al (2017) Nonhypervascular pancreatic neuroendocrine tumors: differential diagnosis from pancreatic ductal adenocarcinomas at MR imaging-retrospective cross-sectional study. Radiology 284:77–87CrossRef Jeon SK, Lee JM, Joo I et al (2017) Nonhypervascular pancreatic neuroendocrine tumors: differential diagnosis from pancreatic ductal adenocarcinomas at MR imaging-retrospective cross-sectional study. Radiology 284:77–87CrossRef
17.
go back to reference Eloubeidi MA, Luz LP, Tamhane A, Khan M, Buxbaum JL (2013) Ratio of pancreatic duct caliber to width of pancreatic gland by endosonography is predictive of pancreatic cancer. Pancreas 42:670–679CrossRef Eloubeidi MA, Luz LP, Tamhane A, Khan M, Buxbaum JL (2013) Ratio of pancreatic duct caliber to width of pancreatic gland by endosonography is predictive of pancreatic cancer. Pancreas 42:670–679CrossRef
18.
go back to reference Ichikawa T, Sou H, Araki T et al (2001) Duct-penetrating sign at MRCP: usefulness for differentiating inflammatory pancreatic mass from pancreatic carcinomas. Radiology 221:107–116CrossRef Ichikawa T, Sou H, Araki T et al (2001) Duct-penetrating sign at MRCP: usefulness for differentiating inflammatory pancreatic mass from pancreatic carcinomas. Radiology 221:107–116CrossRef
19.
go back to reference Fielding DI, Kurimoto N (2013) EBUS-TBNA/staging of lung cancer. Clin Chest Med 34:385–394CrossRef Fielding DI, Kurimoto N (2013) EBUS-TBNA/staging of lung cancer. Clin Chest Med 34:385–394CrossRef
20.
go back to reference van Griethuysen JJM, Fedorov A, Parmar C et al (2017) Computational radiomics system to decode the radiographic phenotype. Cancer Res 77:e104–e107CrossRef van Griethuysen JJM, Fedorov A, Parmar C et al (2017) Computational radiomics system to decode the radiographic phenotype. Cancer Res 77:e104–e107CrossRef
21.
go back to reference Chalkidou A, O'Doherty MJ, Marsden PK (2015) False discovery rates in PET and CT studies with texture features: a systematic review. PLoS One 10:e0124165CrossRef Chalkidou A, O'Doherty MJ, Marsden PK (2015) False discovery rates in PET and CT studies with texture features: a systematic review. PLoS One 10:e0124165CrossRef
22.
go back to reference Lubner MG, Smith AD, Sandrasegaran K, Sahani DV, Pickhardt PJ (2017) CT texture analysis: definitions, applications, biologic correlates, and challenges. Radiographics 37:1483–1503CrossRef Lubner MG, Smith AD, Sandrasegaran K, Sahani DV, Pickhardt PJ (2017) CT texture analysis: definitions, applications, biologic correlates, and challenges. Radiographics 37:1483–1503CrossRef
23.
go back to reference Shrout PE, Fleiss JL (1979) Intraclass correlations: uses in assessing rater reliability. Psychol Bull 86:420–428CrossRef Shrout PE, Fleiss JL (1979) Intraclass correlations: uses in assessing rater reliability. Psychol Bull 86:420–428CrossRef
24.
25.
go back to reference DeLong ER, DeLong DM, Clarke-Pearson DL (1988) Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44:837–845CrossRef DeLong ER, DeLong DM, Clarke-Pearson DL (1988) Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44:837–845CrossRef
26.
go back to reference Choueiri NE, Balci NC, Alkaade S, Burton FR (2010) Advanced imaging of chronic pancreatitis. Curr Gastroenterol Rep 12:114–120CrossRef Choueiri NE, Balci NC, Alkaade S, Burton FR (2010) Advanced imaging of chronic pancreatitis. Curr Gastroenterol Rep 12:114–120CrossRef
27.
go back to reference Wolske KM, Ponnatapura J, Kolokythas O, Burke LMB, Tappouni R, Lalwani N (2019) Chronic pancreatitis or pancreatic tumor? A problem-solving approach. Radiographics 39:1965–1982CrossRef Wolske KM, Ponnatapura J, Kolokythas O, Burke LMB, Tappouni R, Lalwani N (2019) Chronic pancreatitis or pancreatic tumor? A problem-solving approach. Radiographics 39:1965–1982CrossRef
28.
go back to reference Yadav AK, Sharma R, Kandasamy D et al (2016) Perfusion CT - can it resolve the pancreatic carcinoma versus mass forming chronic pancreatitis conundrum? Pancreatology 16:979–987CrossRef Yadav AK, Sharma R, Kandasamy D et al (2016) Perfusion CT - can it resolve the pancreatic carcinoma versus mass forming chronic pancreatitis conundrum? Pancreatology 16:979–987CrossRef
29.
go back to reference Qin WH, Yang ZS, Li M et al (2020) High serum levels of cholesterol increase antitumor functions of nature killer cells and reduce growth of liver tumors in mice. Gastroenterology 158:1713–1727CrossRef Qin WH, Yang ZS, Li M et al (2020) High serum levels of cholesterol increase antitumor functions of nature killer cells and reduce growth of liver tumors in mice. Gastroenterology 158:1713–1727CrossRef
Metadata
Title
Two nomograms for differentiating mass-forming chronic pancreatitis from pancreatic ductal adenocarcinoma in patients with chronic pancreatitis
Authors
Hao Zhang
Yinghao Meng
Qi Li
Jieyu Yu
Fang Liu
Xu Fang
Jing Li
Xiaochen Feng
Jian Zhou
Mengmeng Zhu
Na Li
Jianping Lu
Chengwei Shao
Yun Bian
Publication date
08-04-2022
Publisher
Springer Berlin Heidelberg
Published in
European Radiology / Issue 9/2022
Print ISSN: 0938-7994
Electronic ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-022-08698-3

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