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Erschienen in: European Radiology 1/2024

28.07.2023 | Hepatobiliary-Pancreas

Preoperative prediction of disease-free survival in pancreatic ductal adenocarcinoma patients after R0 resection using contrast-enhanced CT and CA19-9

verfasst von: Dengfeng Li, Qing Peng, Leyao Wang, Wei Cai, Meng Liang, Siyun Liu, Xiaohong Ma, Xinming Zhao

Erschienen in: European Radiology | Ausgabe 1/2024

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Abstract

Objectives

To investigate the efficiency of a combination of preoperative contrast-enhanced computed tomography (CECT) and carbohydrate antigen 19–9 (CA19-9) in predicting disease-free survival (DFS) after R0 resection of pancreatic ductal adenocarcinoma (PDAC).

Methods

A total of 138 PDAC patients who underwent curative R0 resection were retrospectively enrolled and allocated chronologically to training (n = 91, January 2014–July 2019) and validation cohorts (n = 47, August 2019–December 2020). Using univariable and multivariable Cox regression analyses, we constructed a preoperative clinicoradiographic model based on the combination of CECT features and serum CA19-9 concentrations, and validated it in the validation cohort. The prognostic performance was evaluated and compared with that of postoperative clinicopathological and tumor-node-metastasis (TNM) models. Kaplan–Meier analysis was conducted to verify the preoperative prognostic stratification performance of the proposed model.

Results

The preoperative clinicoradiographic model included five independent prognostic factors (tumor diameter on CECT > 4 cm, extrapancreatic organ infiltration, CECT-reported lymph node metastasis, peripheral enhancement, and preoperative CA19-9 levels > 180 U/mL). It better predicted DFS than did the postoperative clinicopathological (C-index, 0.802 vs. 0.787; p < 0.05) and TNM (C-index, 0.802 vs. 0.711; p < 0.001) models in the validation cohort. Low-risk patients had significantly better DFS than patients at the high-risk, defined by the model preoperatively (p < 0.001, training cohort; p < 0.01, validation cohort).

Conclusions

The clinicoradiographic model, integrating preoperative CECT features and serum CA19-9 levels, helped preoperatively predict postsurgical DFS for PDAC and could facilitate clinical decision-making.

Clinical relevance statement

We constructed a simple model integrating clinical and radiological features for the prediction of disease-free survival after curative R0 resection in patients with pancreatic ductal adenocarcinoma; this novel model may facilitate preoperative identification of patients at high risk of recurrence and metastasis that may benefit from neoadjuvant treatments.

Key Points

• Existing clinicopathological predictors for prognosis in pancreatic ductal adenocarcinoma (PDAC) patients who underwent R0 resection can only be ascertained postoperatively and do not allow preoperative prediction.
• We constructed a clinicoradiographic model, using preoperative contrast-enhanced computed tomography (CECT) features and preoperative carbohydrate antigen 19–9 (CA19-9) levels, and presented it as a nomogram.
• The presented model can predict disease-free survival (DFS) in patients with PDAC better than can postoperative clinicopathological or tumor-node-metastasis (TNM) models.
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Literatur
1.
Zurück zum Zitat Sung H, Ferlay J, Siegel RL et al (2021) Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin 71(3):209–249PubMedCrossRef Sung H, Ferlay J, Siegel RL et al (2021) Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin 71(3):209–249PubMedCrossRef
2.
Zurück zum Zitat Rahib L, Smith BD, Aizenberg R et al (2014) Projecting cancer incidence and deaths to 2030: the unexpected burden of thyroid, liver, and pancreas cancers in the United States. Can Res 74(11):2913–2921CrossRef Rahib L, Smith BD, Aizenberg R et al (2014) Projecting cancer incidence and deaths to 2030: the unexpected burden of thyroid, liver, and pancreas cancers in the United States. Can Res 74(11):2913–2921CrossRef
3.
Zurück zum Zitat Neoptolemos JP, Palmer DH, Ghaneh P et al (2017) Comparison of adjuvant gemcitabine and capecitabine with gemcitabine monotherapy in patients with resected pancreatic cancer (ESPAC-4): a multicentre, open-label, randomised, phase 3 trial. Lancet 389(10073):1011–1024PubMedCrossRef Neoptolemos JP, Palmer DH, Ghaneh P et al (2017) Comparison of adjuvant gemcitabine and capecitabine with gemcitabine monotherapy in patients with resected pancreatic cancer (ESPAC-4): a multicentre, open-label, randomised, phase 3 trial. Lancet 389(10073):1011–1024PubMedCrossRef
4.
Zurück zum Zitat Conroy T, Hammel P, Hebbar M et al (2018) FOLFIRINOX or gemcitabine as adjuvant therapy for pancreatic cancer. N Engl J Med 379(25):2395–2406PubMedCrossRef Conroy T, Hammel P, Hebbar M et al (2018) FOLFIRINOX or gemcitabine as adjuvant therapy for pancreatic cancer. N Engl J Med 379(25):2395–2406PubMedCrossRef
5.
6.
Zurück zum Zitat Groot VP, Rezaee N, Wu W et al (2018) Patterns, timing, and predictors of recurrence following pancreatectomy for pancreatic ductal adenocarcinoma. Ann Surg 267(5):936–945PubMedCrossRef Groot VP, Rezaee N, Wu W et al (2018) Patterns, timing, and predictors of recurrence following pancreatectomy for pancreatic ductal adenocarcinoma. Ann Surg 267(5):936–945PubMedCrossRef
7.
Zurück zum Zitat Versteijne E, Suker M, Groothuis K et al (2020) Preoperative chemoradiotherapy versus immediate surgery for resectable and borderline resectable pancreatic cancer: results of the dutch randomized phase III PREOPANC trial. J Clin Oncol 38(16):1763–1773PubMedPubMedCentralCrossRef Versteijne E, Suker M, Groothuis K et al (2020) Preoperative chemoradiotherapy versus immediate surgery for resectable and borderline resectable pancreatic cancer: results of the dutch randomized phase III PREOPANC trial. J Clin Oncol 38(16):1763–1773PubMedPubMedCentralCrossRef
8.
Zurück zum Zitat Versteijne E, van Dam JL, Suker M et al (2022) Neoadjuvant chemoradiotherapy versus upfront surgery for resectable and borderline resectable pancreatic cancer: long-term results of the Dutch randomized PREOPANC trial. J Clin Oncol 40(11):1220–1230PubMedCrossRef Versteijne E, van Dam JL, Suker M et al (2022) Neoadjuvant chemoradiotherapy versus upfront surgery for resectable and borderline resectable pancreatic cancer: long-term results of the Dutch randomized PREOPANC trial. J Clin Oncol 40(11):1220–1230PubMedCrossRef
9.
Zurück zum Zitat National Comprehensive Cancer Network. Pancreatic Adenocarcinoma, Vesion 1.2022. NCCN clinical practice guidelines in oncology website. https://www.nccn.org/ professionals/physician gls/pdf/pancreatic.pdf. Updated February 24, 2022. Accessed 10 May 2022 National Comprehensive Cancer Network. Pancreatic Adenocarcinoma, Vesion 1.2022. NCCN clinical practice guidelines in oncology website. https://​www.​nccn.​org/​ professionals/physician gls/pdf/pancreatic.pdf. Updated February 24, 2022. Accessed 10 May 2022
10.
Zurück zum Zitat Al-Hawary MM, Francis IR, Chari ST et al (2014) Pancreatic ductal adenocarcinoma radiology reporting template: consensus statement of the Society of Abdominal Radiology and the American Pancreatic Association. Radiology 270(1):248–260PubMedCrossRef Al-Hawary MM, Francis IR, Chari ST et al (2014) Pancreatic ductal adenocarcinoma radiology reporting template: consensus statement of the Society of Abdominal Radiology and the American Pancreatic Association. Radiology 270(1):248–260PubMedCrossRef
11.
Zurück zum Zitat Zaky AM, Wolfgang CL, Weiss MJ et al (2017) Tumor-vessel relationships in pancreatic ductal adenocarcinoma at multidetector CT: different classification systems and their influence on treatment planning. Radiographics 37(1):93–112PubMedCrossRef Zaky AM, Wolfgang CL, Weiss MJ et al (2017) Tumor-vessel relationships in pancreatic ductal adenocarcinoma at multidetector CT: different classification systems and their influence on treatment planning. Radiographics 37(1):93–112PubMedCrossRef
12.
Zurück zum Zitat Lee S, Kim SH, Park HK et al (2018) Pancreatic ductal adenocarcinoma: rim enhancement at MR imaging predicts prognosis after curative resection. Radiology 288(2):456–466PubMedCrossRef Lee S, Kim SH, Park HK et al (2018) Pancreatic ductal adenocarcinoma: rim enhancement at MR imaging predicts prognosis after curative resection. Radiology 288(2):456–466PubMedCrossRef
13.
Zurück zum Zitat Strijker M, Chen JW, Mungroop TH et al (2019) Systematic review of clinical prediction models for survival after surgery for resectable pancreatic cancer. Br J Surg 106(4):342–354PubMedCrossRef Strijker M, Chen JW, Mungroop TH et al (2019) Systematic review of clinical prediction models for survival after surgery for resectable pancreatic cancer. Br J Surg 106(4):342–354PubMedCrossRef
14.
Zurück zum Zitat Hwang SH, Kim HY, Lee EJ et al (2019) Preoperative clinical and computed tomography (CT)-based nomogram to predict oncologic outcomes in patients with pancreatic head cancer resected with curative intent: a retrospective study. J Clin Med 8(10):1749PubMedPubMedCentralCrossRef Hwang SH, Kim HY, Lee EJ et al (2019) Preoperative clinical and computed tomography (CT)-based nomogram to predict oncologic outcomes in patients with pancreatic head cancer resected with curative intent: a retrospective study. J Clin Med 8(10):1749PubMedPubMedCentralCrossRef
15.
Zurück zum Zitat Li D, Wang L, Cai W et al (2022) Prognostic stratification in patients with pancreatic ductal adenocarcinoma after curative resection based on preoperative pancreatic contrast-enhanced CT findings. Eur J Radiol 151:110313PubMedCrossRef Li D, Wang L, Cai W et al (2022) Prognostic stratification in patients with pancreatic ductal adenocarcinoma after curative resection based on preoperative pancreatic contrast-enhanced CT findings. Eur J Radiol 151:110313PubMedCrossRef
16.
Zurück zum Zitat Yoon JK, Park MS, Kim SS et al (2022) Regional lymph node metastasis detected on preoperative CT and/or FDG-PET may predict early recurrence of pancreatic adenocarcinoma after curative resection. Sci Rep 12(1):17296PubMedPubMedCentralCrossRef Yoon JK, Park MS, Kim SS et al (2022) Regional lymph node metastasis detected on preoperative CT and/or FDG-PET may predict early recurrence of pancreatic adenocarcinoma after curative resection. Sci Rep 12(1):17296PubMedPubMedCentralCrossRef
17.
Zurück zum Zitat Poruk KE, Gay DZ, Brown K et al (2013) The clinical utility of CA 19–9 in pancreatic adenocarcinoma: diagnostic and prognostic updates. Curr Mol Med 13(3):340–351PubMedPubMedCentral Poruk KE, Gay DZ, Brown K et al (2013) The clinical utility of CA 19–9 in pancreatic adenocarcinoma: diagnostic and prognostic updates. Curr Mol Med 13(3):340–351PubMedPubMedCentral
18.
Zurück zum Zitat Berger AC, Meszoely IM, Ross EA et al (2004) Undetectable preoperative levels of serum CA 19–9 correlate with improved survival for patients with resectable pancreatic adenocarcinoma. Ann Surg Oncol 11(7):644–649PubMedCrossRef Berger AC, Meszoely IM, Ross EA et al (2004) Undetectable preoperative levels of serum CA 19–9 correlate with improved survival for patients with resectable pancreatic adenocarcinoma. Ann Surg Oncol 11(7):644–649PubMedCrossRef
19.
Zurück zum Zitat Ferrone CR, Finkelstein DM, Thayer SP et al (2006) Perioperative CA19-9 levels can predict stage and survival in patients with resectable pancreatic adenocarcinoma. J Clin Oncol 24(18):2897–2902PubMedCrossRef Ferrone CR, Finkelstein DM, Thayer SP et al (2006) Perioperative CA19-9 levels can predict stage and survival in patients with resectable pancreatic adenocarcinoma. J Clin Oncol 24(18):2897–2902PubMedCrossRef
20.
21.
Zurück zum Zitat Hartwig W, Strobel O, Hinz U et al (2013) CA19-9 in potentially resectable pancreatic cancer: perspective to adjust surgical and perioperative therapy. Ann Surg Oncol 20(7):2188–2196PubMedCrossRef Hartwig W, Strobel O, Hinz U et al (2013) CA19-9 in potentially resectable pancreatic cancer: perspective to adjust surgical and perioperative therapy. Ann Surg Oncol 20(7):2188–2196PubMedCrossRef
22.
Zurück zum Zitat Hartwig W, Vollmer CM, Fingerhut A et al (2014) Extended pancreatectomy in pancreatic ductal adenocarcinoma: definition and consensus of the International Study Group for Pancreatic Surgery (ISGPS). Surgery 156(1):1–14PubMedCrossRef Hartwig W, Vollmer CM, Fingerhut A et al (2014) Extended pancreatectomy in pancreatic ductal adenocarcinoma: definition and consensus of the International Study Group for Pancreatic Surgery (ISGPS). Surgery 156(1):1–14PubMedCrossRef
23.
Zurück zum Zitat Kim KS, Kwon J, Kim K et al (2017) Impact of resection margin distance on survival of pancreatic cancer: a systematic review and meta-analysis. Cancer Res Treat 49(3):824–833PubMedCrossRef Kim KS, Kwon J, Kim K et al (2017) Impact of resection margin distance on survival of pancreatic cancer: a systematic review and meta-analysis. Cancer Res Treat 49(3):824–833PubMedCrossRef
24.
Zurück zum Zitat Allen PJ, Kuk D, Castillo CF et al (2017) Multi-institutional validation study of the american joint commission on cancer (8th edition) changes for T and N staging in patients with pancreatic adenocarcinoma. Ann Surg 265(1):185–91PubMedCrossRef Allen PJ, Kuk D, Castillo CF et al (2017) Multi-institutional validation study of the american joint commission on cancer (8th edition) changes for T and N staging in patients with pancreatic adenocarcinoma. Ann Surg 265(1):185–91PubMedCrossRef
25.
Zurück zum Zitat Eisenhauer EA, Therasse P, Bogaerts J et al (2009) New response evaluation criteria in solid tumours: revised RECIST guideline (version 1.1). Eur J Cancer 45(2):228–47PubMedCrossRef Eisenhauer EA, Therasse P, Bogaerts J et al (2009) New response evaluation criteria in solid tumours: revised RECIST guideline (version 1.1). Eur J Cancer 45(2):228–47PubMedCrossRef
26.
Zurück zum Zitat Kim JH, Park SH, Yu ES et al (2010) Visually isoattenuating pancreatic adenocarcinoma at dynamic-enhanced CT: frequency, clinical and pathologic characteristics, and diagnosis at imaging examinations. Radiology 257(1):87–96PubMedCrossRef Kim JH, Park SH, Yu ES et al (2010) Visually isoattenuating pancreatic adenocarcinoma at dynamic-enhanced CT: frequency, clinical and pathologic characteristics, and diagnosis at imaging examinations. Radiology 257(1):87–96PubMedCrossRef
27.
Zurück zum Zitat Li Y, Liang L, Dai W et al (2016) Prognostic impact of programed cell death-1 (PD-1) and PD-ligand 1 (PD-L1) expression in cancer cells and tumor infiltrating lymphocytes in colorectal cancer. Mol Cancer 15(1):55PubMedPubMedCentralCrossRef Li Y, Liang L, Dai W et al (2016) Prognostic impact of programed cell death-1 (PD-1) and PD-ligand 1 (PD-L1) expression in cancer cells and tumor infiltrating lymphocytes in colorectal cancer. Mol Cancer 15(1):55PubMedPubMedCentralCrossRef
28.
Zurück zum Zitat Bland JM, Altman DG (1999) Measuring agreement in method comparison studies. Stat Methods Med Res 8(2):135–160PubMedCrossRef Bland JM, Altman DG (1999) Measuring agreement in method comparison studies. Stat Methods Med Res 8(2):135–160PubMedCrossRef
29.
Zurück zum Zitat Wasif N, Ko CY, Farrell J et al (2010) Impact of tumor grade on prognosis in pancreatic cancer: should we include grade in AJCC staging? Ann Surg Oncol 17(9):2312–2320PubMedPubMedCentralCrossRef Wasif N, Ko CY, Farrell J et al (2010) Impact of tumor grade on prognosis in pancreatic cancer: should we include grade in AJCC staging? Ann Surg Oncol 17(9):2312–2320PubMedPubMedCentralCrossRef
30.
Zurück zum Zitat Rochefort MM, Ankeny JS, Kadera BE et al (2013) Impact of tumor grade on pancreatic cancer prognosis: validation of a novel TNMG staging system. Ann Surg Oncol 20(13):4322–4329PubMedCrossRef Rochefort MM, Ankeny JS, Kadera BE et al (2013) Impact of tumor grade on pancreatic cancer prognosis: validation of a novel TNMG staging system. Ann Surg Oncol 20(13):4322–4329PubMedCrossRef
31.
Zurück zum Zitat Kim N, Han IW, Ryu Y et al (2020) Predictive nomogram for early recurrence after pancreatectomy in resectable pancreatic cancer: risk classification using preoperative clinicopathologic factors. Cancers 12(1):137PubMedPubMedCentralCrossRef Kim N, Han IW, Ryu Y et al (2020) Predictive nomogram for early recurrence after pancreatectomy in resectable pancreatic cancer: risk classification using preoperative clinicopathologic factors. Cancers 12(1):137PubMedPubMedCentralCrossRef
32.
Zurück zum Zitat Kim DW, Lee SS, Kim SO et al (2020) Estimating recurrence after upfront surgery in patients with resectable pancreatic ductal adenocarcinoma by using pancreatic CT: development and validation of a risk score. Radiology 296(3):541–551PubMedCrossRef Kim DW, Lee SS, Kim SO et al (2020) Estimating recurrence after upfront surgery in patients with resectable pancreatic ductal adenocarcinoma by using pancreatic CT: development and validation of a risk score. Radiology 296(3):541–551PubMedCrossRef
33.
Zurück zum Zitat Hattori Y, Gabata T, Zen Y et al (2010) Poorly enhanced areas of pancreatic adenocarcinomas on late-phase dynamic computed tomography: comparison with pathological findings. Pancreas 39(8):1263–1270PubMedCrossRef Hattori Y, Gabata T, Zen Y et al (2010) Poorly enhanced areas of pancreatic adenocarcinomas on late-phase dynamic computed tomography: comparison with pathological findings. Pancreas 39(8):1263–1270PubMedCrossRef
34.
Zurück zum Zitat Kim H, Kim DH, Song IH et al (2022) Identification of intratumoral fluid-containing area by magnetic resonance imaging to predict prognosis in patients with pancreatic ductal adenocarcinoma after curative resection. Eur Radiol 32(4):2518–2528PubMedCrossRef Kim H, Kim DH, Song IH et al (2022) Identification of intratumoral fluid-containing area by magnetic resonance imaging to predict prognosis in patients with pancreatic ductal adenocarcinoma after curative resection. Eur Radiol 32(4):2518–2528PubMedCrossRef
35.
Zurück zum Zitat Kim H, Kim DH, Song IH et al (2022) Survival prediction after curative resection of pancreatic ductal adenocarcinoma by imaging-based intratumoral necrosis. Cancers 14(22):5671PubMedPubMedCentralCrossRef Kim H, Kim DH, Song IH et al (2022) Survival prediction after curative resection of pancreatic ductal adenocarcinoma by imaging-based intratumoral necrosis. Cancers 14(22):5671PubMedPubMedCentralCrossRef
36.
Zurück zum Zitat Berger AC, Garcia M Jr, Hoffman JP et al (2008) Postresection CA 19–9 predicts overall survival in patients with pancreatic cancer treated with adjuvant chemoradiation: a prospective validation by RTOG 9704. J Clin Oncol 26(36):5918–5922PubMedPubMedCentralCrossRef Berger AC, Garcia M Jr, Hoffman JP et al (2008) Postresection CA 19–9 predicts overall survival in patients with pancreatic cancer treated with adjuvant chemoradiation: a prospective validation by RTOG 9704. J Clin Oncol 26(36):5918–5922PubMedPubMedCentralCrossRef
37.
Zurück zum Zitat Kondo N, Murakami Y, Uemura K et al (2010) Prognostic impact of perioperative serum CA 19–9 levels in patients with resectable pancreatic cancer. Ann Surg Oncol 17(9):2321–2329PubMedCrossRef Kondo N, Murakami Y, Uemura K et al (2010) Prognostic impact of perioperative serum CA 19–9 levels in patients with resectable pancreatic cancer. Ann Surg Oncol 17(9):2321–2329PubMedCrossRef
38.
Zurück zum Zitat Uesaka K, Boku N, Fukutomi A et al (2016) Adjuvant chemotherapy of S-1 versus gemcitabine for resected pancreatic cancer: a phase 3, open-label, randomised, non-inferiority trial (JASPAC 01). Lancet 388(10041):248–257PubMedCrossRef Uesaka K, Boku N, Fukutomi A et al (2016) Adjuvant chemotherapy of S-1 versus gemcitabine for resected pancreatic cancer: a phase 3, open-label, randomised, non-inferiority trial (JASPAC 01). Lancet 388(10041):248–257PubMedCrossRef
39.
Zurück zum Zitat Peng C, Zhou D, Meng L et al (2019) The value of combined vein resection in pancreaticoduodenectomy for pancreatic head carcinoma: a meta-analysis. BMC Surg 19(1):84PubMedPubMedCentralCrossRef Peng C, Zhou D, Meng L et al (2019) The value of combined vein resection in pancreaticoduodenectomy for pancreatic head carcinoma: a meta-analysis. BMC Surg 19(1):84PubMedPubMedCentralCrossRef
40.
Zurück zum Zitat Staerkle RF, Vuille-Dit-Bille RN, Soll C et al (2021) Extended lymph node resection versus standard resection for pancreatic and periampullary adenocarcinoma. The Cochrane database of systematic reviews 1(1):Cd011490PubMed Staerkle RF, Vuille-Dit-Bille RN, Soll C et al (2021) Extended lymph node resection versus standard resection for pancreatic and periampullary adenocarcinoma. The Cochrane database of systematic reviews 1(1):Cd011490PubMed
41.
Zurück zum Zitat Collins GS, Reitsma JB, Altman DG et al (2015) Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement. BMJ 350:g7594 Collins GS, Reitsma JB, Altman DG et al (2015) Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement. BMJ 350:g7594
42.
Zurück zum Zitat Bonnett LJ, Snell KIE, Collins GS et al (2019) Guide to presenting clinical prediction models for use in clinical settings. BMJ 365:l737 Bonnett LJ, Snell KIE, Collins GS et al (2019) Guide to presenting clinical prediction models for use in clinical settings. BMJ 365:l737
43.
Zurück zum Zitat Tseng DS, van Santvoort HC, Fegrachi S et al (2014) Diagnostic accuracy of CT in assessing extra-regional lymphadenopathy in pancreatic and peri-ampullary cancer: a systematic review and meta-analysis. Surg Oncol 23(4):229–235PubMedCrossRef Tseng DS, van Santvoort HC, Fegrachi S et al (2014) Diagnostic accuracy of CT in assessing extra-regional lymphadenopathy in pancreatic and peri-ampullary cancer: a systematic review and meta-analysis. Surg Oncol 23(4):229–235PubMedCrossRef
44.
Zurück zum Zitat Loch FN, Asbach P, Haas M et al (2020) Accuracy of various criteria for lymph node staging in ductal adenocarcinoma of the pancreatic head by computed tomography and magnetic resonance imaging. World J Surg Oncol 18(1):213PubMedPubMedCentralCrossRef Loch FN, Asbach P, Haas M et al (2020) Accuracy of various criteria for lymph node staging in ductal adenocarcinoma of the pancreatic head by computed tomography and magnetic resonance imaging. World J Surg Oncol 18(1):213PubMedPubMedCentralCrossRef
45.
Zurück zum Zitat Joo I, Lee JM, Lee DH et al (2017) Preoperative assessment of pancreatic cancer with FDG PET/MR imaging versus FDG PET/CT plus contrast-enhanced multidetector CT: a prospective preliminary study. Radiology 282(1):149–159PubMedCrossRef Joo I, Lee JM, Lee DH et al (2017) Preoperative assessment of pancreatic cancer with FDG PET/MR imaging versus FDG PET/CT plus contrast-enhanced multidetector CT: a prospective preliminary study. Radiology 282(1):149–159PubMedCrossRef
46.
Zurück zum Zitat An C, Li D, Li S et al (2022) Deep learning radiomics of dual-energy computed tomography for predicting lymph node metastases of pancreatic ductal adenocarcinoma. Eur J Nucl Med Mol Imaging 49(4):1187–1199PubMedCrossRef An C, Li D, Li S et al (2022) Deep learning radiomics of dual-energy computed tomography for predicting lymph node metastases of pancreatic ductal adenocarcinoma. Eur J Nucl Med Mol Imaging 49(4):1187–1199PubMedCrossRef
47.
Zurück zum Zitat Bian Y, Zheng Z, Fang X et al (2022) Artificial intelligence to predict lymph node metastasis at CT in pancreatic ductal adenocarcinoma. Radiology 306(1):160–169PubMedCrossRef Bian Y, Zheng Z, Fang X et al (2022) Artificial intelligence to predict lymph node metastasis at CT in pancreatic ductal adenocarcinoma. Radiology 306(1):160–169PubMedCrossRef
Metadaten
Titel
Preoperative prediction of disease-free survival in pancreatic ductal adenocarcinoma patients after R0 resection using contrast-enhanced CT and CA19-9
verfasst von
Dengfeng Li
Qing Peng
Leyao Wang
Wei Cai
Meng Liang
Siyun Liu
Xiaohong Ma
Xinming Zhao
Publikationsdatum
28.07.2023
Verlag
Springer Berlin Heidelberg
Erschienen in
European Radiology / Ausgabe 1/2024
Print ISSN: 0938-7994
Elektronische ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-023-09980-8

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