{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,19]],"date-time":"2026-08-19T19:43:51Z","timestamp":1787168631224,"version":"build-2736575974"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2023,11,13]],"date-time":"2023-11-13T00:00:00Z","timestamp":1699833600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,11,13]],"date-time":"2023-11-13T00:00:00Z","timestamp":1699833600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100010909","name":"Young Scientists Fund","doi-asserted-by":"publisher","award":["81701760"],"award-info":[{"award-number":["81701760"]}],"id":[{"id":"10.13039\/501100010909","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005145","name":"Basic Research Program of Jiangsu Province","doi-asserted-by":"publisher","award":["BK20171086"],"award-info":[{"award-number":["BK20171086"]}],"id":[{"id":"10.13039\/501100005145","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Abdom Radiol"],"DOI":"10.1007\/s00261-023-04074-x","type":"journal-article","created":{"date-parts":[[2023,11,13]],"date-time":"2023-11-13T08:02:13Z","timestamp":1699862533000},"page":"484-491","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Preoperative evaluating early recurrence in resectable pancreatic ductal adenocarcinoma by using CT radiomics"],"prefix":"10.1007","volume":"49","author":[{"given":"Gang","family":"Wang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Weijie","family":"Lei","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shaofeng","family":"Duan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Aihong","family":"Cao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7519-5074","authenticated-orcid":false,"given":"Hongyuan","family":"Shi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2023,11,13]]},"reference":[{"key":"4074_CR1","doi-asserted-by":"publisher","first-page":"17","DOI":"10.3322\/caac.21763","volume":"73","author":"RL Siegel","year":"2023","unstructured":"Siegel RL, Miller KD, Wagle NS, et al. Cancer statistics, 2023. CA Cancer J Clin. 2023;73:17-48.","journal-title":"CA Cancer J Clin"},{"key":"4074_CR2","doi-asserted-by":"publisher","first-page":"1493","DOI":"10.1016\/S1470-2045(19)30456-5","volume":"20","author":"M Arnold","year":"2019","unstructured":"Arnold M, Rutherford MJ, Bardot A, et al. Progress in cancer survival, mortality, and incidence in seven high-income countries 1995\u20132014 (ICBP SURVMARK-2): a population-based study. Lancet Oncol 2019;20:1493-505.","journal-title":"Lancet Oncol"},{"key":"4074_CR3","doi-asserted-by":"publisher","first-page":"372","DOI":"10.1097\/SLA.0000000000000378","volume":"260","author":"RP Merkow","year":"2014","unstructured":"Merkow RP, Bilimoria KY, Tomlinson JS, et al. Postoperative complications reduce adjuvant chemotherapy use in resectable pancreatic cancer. Ann Surg 2014;260:372-7.","journal-title":"Ann Surg"},{"key":"4074_CR4","doi-asserted-by":"publisher","first-page":"2541","DOI":"10.1200\/JCO.2016.67.5553","volume":"34","author":"AA Khorana","year":"2016","unstructured":"Khorana AA, Mangu PB, Berlin J, et al. Potentially curable pancreatic cancer: American society of clinical oncology clinical practice guideline. J Clin Oncol 2016;34:2541\u201355.","journal-title":"J Clin Oncol"},{"key":"4074_CR5","doi-asserted-by":"publisher","first-page":"936","DOI":"10.1097\/SLA.0000000000002234","volume":"267","author":"VP Groot","year":"2018","unstructured":"Groot VP, Rezaee N, Wu W, et al. Patterns, timing, and predictors of recurrence following pancreatectomy for pancreatic ductal adenocarcinoma. Ann Surg 2018;267:936-45.","journal-title":"Ann Surg"},{"key":"4074_CR6","doi-asserted-by":"publisher","first-page":"1154","DOI":"10.1097\/SLA.0000000000002734","volume":"269","author":"VP Groot","year":"2019","unstructured":"Groot VP, Gemenetzis G, Blair AB, et al. Defining and predicting early recurrence in 957 patients with resected pancreatic ductal adenocarcinoma. Ann Surg 2019;269:1154-62.","journal-title":"Ann Surg"},{"key":"4074_CR7","doi-asserted-by":"publisher","first-page":"2395","DOI":"10.1056\/NEJMoa1809775","volume":"379","author":"T Conroy","year":"2018","unstructured":"Conroy T, Hammel P, Hebbar M, et al. FOLFIRINOX or gemcitabine as adjuvant therapy for pancreatic cancer. N Engl J Med 2018;379:2395-406.","journal-title":"N Engl J Med"},{"key":"4074_CR8","doi-asserted-by":"publisher","first-page":"2324","DOI":"10.1200\/JCO.2017.72.4948","volume":"35","author":"AA Khorana","year":"2017","unstructured":"Khorana AA, Mangu PB, Berlin J, et al. Potentially curable pancreatic cancer: American society of clinical oncology clinical practice guideline update. J Clin Oncol 2017;35:2324-8.","journal-title":"J Clin Oncol"},{"key":"4074_CR9","unstructured":"National Comprehensive Cancer Network. Pancreatic Adenocarcinoma, 2021. NCCN Clinical Practice Guidelines in Oncology Web site."},{"key":"4074_CR10","doi-asserted-by":"publisher","first-page":"248","DOI":"10.1148\/radiol.13131184","volume":"270","author":"MM Al-Hawary","year":"2014","unstructured":"Al-Hawary MM, Francis IR, Chari ST, et al. Pancreatic ductal adenocarcinoma radiology reporting template: consensus statement of the society of abdominal radiology and the American pancreatic association. Radiology 2014;270:248-60.","journal-title":"Radiology"},{"key":"4074_CR11","doi-asserted-by":"publisher","first-page":"285","DOI":"10.1038\/s41571-022-00612-6","volume":"5","author":"C Springfeld","year":"2022","unstructured":"Springfeld, C., Neoptolemos, J. P. The role of neoadjuvant therapy for resectable pancreatic cancer remains uncertain. Nat Rev Clin Oncol 2022;5:285-6.","journal-title":"Nat Rev Clin Oncol"},{"key":"4074_CR12","doi-asserted-by":"publisher","first-page":"4006","DOI":"10.1038\/ncomms5006","volume":"5","author":"HJ Aerts","year":"2014","unstructured":"Aerts HJ, Velazquez ER, Leijenaar RT, et al. Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach. Nat Commun 2014;5:4006.","journal-title":"Nat Commun"},{"key":"4074_CR13","doi-asserted-by":"publisher","first-page":"127","DOI":"10.3322\/caac.21552","volume":"69","author":"WL Bi","year":"2019","unstructured":"Bi WL, Hosny A, Schabath MB, et al. Artificial intelligence in cancer imaging: clinical challenges and applications. CA Cancer J Clin 2019;69:127-57.","journal-title":"CA Cancer J Clin"},{"issue":"1","key":"4074_CR14","doi-asserted-by":"publisher","first-page":"1","DOI":"10.18637\/jss.v033.i01","volume":"33","author":"J Friedman","year":"2010","unstructured":"Friedman J, Hastie T, Tibshirani R. Regularization paths for generalized linear models via coordinate descent. J Stat Softw 2010;33(1):1\u201322.","journal-title":"J Stat Softw"},{"key":"4074_CR15","doi-asserted-by":"publisher","first-page":"5512","DOI":"10.1002\/sim.3148","volume":"26","author":"E Sauerbrei","year":"2007","unstructured":"Sauerbrei E, Royston P, Binder H, Selection of important variables and determination of functional form for continuous predictors in multivariable model building. Stat Med 2007;26:5512-28.","journal-title":"Stat Med"},{"key":"4074_CR16","doi-asserted-by":"publisher","first-page":"680","DOI":"10.1016\/j.acra.2022.05.019","volume":"30","author":"M He","year":"2023","unstructured":"He M, Chen X, Wels M, et al. Computed tomography-based radiomics evaluation of postoperative local recurrence of pancreatic ductal adenocarcinoma. Acad Radiol 2023;30:680-8.","journal-title":"Acad Radiol"},{"key":"4074_CR17","doi-asserted-by":"publisher","first-page":"585","DOI":"10.1016\/j.pan.2018.05.005","volume":"18","author":"M Adamu","year":"2018","unstructured":"Adamu M, Nitschke P, Petrov P, et al. Validation of prognostic risk scores for patients undergoing resection for pancreatic cancer. Pancreatology 2018;18:585-91.","journal-title":"Pancreatology"},{"key":"4074_CR18","doi-asserted-by":"publisher","first-page":"1590","DOI":"10.1002\/bjs.11295","volume":"106","author":"M Tanaka","year":"2019","unstructured":"Tanaka M, Mihaljevic AL, Probst P, et al. Meta-analysis of recurrence pattern after resection for pancreatic cancer. Br J Surg. 2019;106:1590-1601.","journal-title":"Br J Surg"},{"key":"4074_CR19","doi-asserted-by":"publisher","first-page":"1038","DOI":"10.1001\/jamasurg.2019.3337","volume":"154","author":"RP Jones","year":"2019","unstructured":"Jones RP, Psarelli EE, JacksonR, et al. Patterns of recurrence after resection of pancreatic ductal adenocarcinoma: a secondary analysis of the ESPAC-4 randomized adjuvant chemotherapy trial. JAMA Surg. 2019;154:1038-48.","journal-title":"JAMA Surg"},{"key":"4074_CR20","doi-asserted-by":"publisher","first-page":"1523","DOI":"10.1136\/gutjnl-2022-329371","volume":"72","author":"E Karamitopoulou","year":"2023","unstructured":"Karamitopoulou E, Wenning AS, Acharjee A, et al. Spatially restricted tumour-associated and host-associated immune drivers correlate with the recurrence sites of pancreatic cancer. Gut. 2023;72:1523-33.","journal-title":"Gut"},{"key":"4074_CR21","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1148\/radiol.10100015","volume":"257","author":"JH Kim","year":"2010","unstructured":"Kim JH, Park SH, Yu ES, et al. Visually isoattenuating pancreatic adenocarcinoma at dynamic-enhanced CT: frequency, clinical and pathologic characteristics, and diagnosis at imaging examinations. Radiology 2010;257:87-96.","journal-title":"Radiology"},{"key":"4074_CR22","doi-asserted-by":"publisher","first-page":"764","DOI":"10.1148\/radiol.2243011284","volume":"224","author":"RW Prokesch","year":"2002","unstructured":"Prokesch RW, Chow LC, Beaulieu CF. et al. Isoattenuating pancreatic adenocarcinoma at multi-detector row CT: secondary signs. Radiology 2002;224:764-8.","journal-title":"Radiology"},{"key":"4074_CR23","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1016\/j.ejrad.2007.09.012","volume":"69","author":"K Ishigami","year":"2009","unstructured":"Ishigami K, Yoshimitsu K, Irie H, et al. Diagnostic value of the delayed phase image for iso-attenuating pancreatic carcinomas in the pancreatic parenchymal phase on multidetector computed tomography. Eur J Radiol 2009;69:139-46.","journal-title":"Eur J Radiol"},{"key":"4074_CR24","doi-asserted-by":"publisher","first-page":"567","DOI":"10.1016\/S1091-255X(00)80105-5","volume":"4","author":"TA Sohn","year":"2000","unstructured":"Sohn TA, Yeo CJ, Cameron JL, et al. Resected adenocarcinoma of the pancreas--616 patients: results, outcomes, and prognostic indicators. J Gastrointest Surg 2000;4:567-9.","journal-title":"J Gastrointest Surg"},{"key":"4074_CR25","doi-asserted-by":"publisher","first-page":"731","DOI":"10.1016\/j.pan.2021.02.009","volume":"21","author":"H Shi","year":"2021","unstructured":"Shi H, Wei Y, Cheng S, et al. Survival prediction after upfront surgery in patients with pancreatic ductal adenocarcinoma: Radiomic, clinic-pathologic and body composition analysis. Pancreatology. 2021;21:731-7.","journal-title":"Pancreatology"},{"key":"4074_CR26","doi-asserted-by":"publisher","first-page":"2853","DOI":"10.1007\/s00330-019-06583-0","volume":"30","author":"A Kulkarni","year":"2020","unstructured":"Kulkarni A, Carrion-Martinez I, Jiang NN, et al. Hypovascular pancreas head adenocarcinoma: CT texture analysis for assessment of resection margin status and high-risk features. Eur Radiol 2020;30:2853-60.","journal-title":"Eur Radiol"},{"key":"4074_CR27","doi-asserted-by":"publisher","first-page":"349","DOI":"10.2214\/AJR.18.20901","volume":"213","author":"LC Chu","year":"2019","unstructured":"Chu LC, S. Park, S. Kawamoto, et al. Utility of CT radiomics features in differentiation of pancreatic ductal adenocarcinoma from normal pancreatic tissue. Am. J. Roentgenol 2019;213:349-57.","journal-title":"Am J Roentgenol"},{"key":"4074_CR28","doi-asserted-by":"publisher","first-page":"541","DOI":"10.1148\/radiol.2020200281","volume":"296","author":"DW Kim","year":"2020","unstructured":"Kim DW, Lee SS, Kim SO, et al. Estimating recurrence after upfront surgery in patients with resectable pancreatic ductal adenocarcinoma by using pancreatic CT: development and validation of a risk score. Radiology 2020;296:541-51.","journal-title":"Radiology"},{"key":"4074_CR29","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1002\/jmri.27024","volume":"52","author":"TY Tang","year":"2020","unstructured":"Tang TY, Li X, Zhang Q, et al. Development of a novel multiparametric MRI radiomic nomogram for preoperative evaluation of early recurrence in resectable pancreatic cancer. J Magn Reson Imaging 2020;52:231-45.","journal-title":"J Magn Reson Imaging"},{"key":"4074_CR30","doi-asserted-by":"publisher","first-page":"1003","DOI":"10.1016\/j.surg.2020.02.013","volume":"168","author":"SW Guo","year":"2020","unstructured":"Guo SW, Shen J, Gao JH, et al. A preoperative risk model for early recurrence after radical resection may facilitate initial treatment decisions concerning the use of neoadjuvant therapy for patients with pancreatic ductal adenocarcinoma. Surgery 2020;168:1003-14.","journal-title":"Surgery"},{"key":"4074_CR31","doi-asserted-by":"publisher","first-page":"2285","DOI":"10.3390\/cancers13102285","volume":"13","author":"M Imamura","year":"2021","unstructured":"Imamura M, Nagayama M, Kyuno D, et al. Perioperative predictors of early recurrence for resectable and borderline-resectable pancreatic cancer. Cancers (Basel) 2021;13:2285","journal-title":"Cancers (Basel)"}],"container-title":["Abdominal Radiology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00261-023-04074-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00261-023-04074-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00261-023-04074-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,31]],"date-time":"2024-01-31T02:03:10Z","timestamp":1706666590000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00261-023-04074-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,11,13]]},"references-count":31,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2024,2]]}},"alternative-id":["4074"],"URL":"https:\/\/doi.org\/10.1007\/s00261-023-04074-x","relation":{},"ISSN":["2366-0058"],"issn-type":[{"value":"2366-0058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,11,13]]},"assertion":[{"value":"10 July 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 September 2023","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"25 September 2023","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 November 2023","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no conflicts of interest in association with this study.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}