Skip to main content

Advertisement

Log in

Therapeutic response assessment in pancreatic ductal adenocarcinoma: society of abdominal radiology review paper on the role of morphological and functional imaging techniques

  • Review
  • Published:
Abdominal Radiology Aims and scope Submit manuscript

Abstract

Pancreatic ductal adenocarcinoma (PDA) is the third leading cause of cancer-related death in the United States and is projected to be the second by 2030. Systemic combination chemotherapy is considered an essential first-line treatment for the majority of patients with PDA, in both the neoadjuvant and palliative settings. In addition, a number of novel therapies are being tested in clinical trials for patients with advanced PDA. In all cases, accurate and timely assessment of treatment response is critical to guide therapy, reduce drug toxicities and cost from a failing therapy, and aid adaptive clinical trials. Conventional morphological imaging has significant limitations, especially in the context of determining primary tumor response and resectability following neoadjuvant therapies. In this article, we provide an overview of current therapy options for PDA, highlight several morphological imaging findings that may be helpful to reduce over-staging following neoadjuvant therapy, and discuss a number of emerging imaging, and non-imaging, tools that have shown promise in providing a more precise quantification of disease burden and treatment response in PDA.

Graphic Abstract

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10

Similar content being viewed by others

References

  1. Rahib L, Smith BD, Aizenberg R, Rosenzweig AB, Fleshman JM, Matrisian LM. Projecting cancer incidence and deaths to 2030: the unexpected burden of thyroid, liver, and pancreas cancers in the United States. Cancer research. 2014;74(11):2913-21. doi: 10.1158/0008-5472.CAN-14-0155. PubMed PMID: 24840647.

  2. Siegel RL, Miller KD, Jemal A. Cancer statistics, 2019. CA Cancer J Clin. 2019;69(1):7-34. Epub 2019/01/09. https://doi.org/10.3322/caac.21551. PubMed PMID: 30620402.

  3. Jemal A, Bray F, Center MM, Ferlay J, Ward E, Forman D. Global cancer statistics. CA Cancer J Clin. 2011;61(2):69-90. Epub 2011/02/08. https://doi.org/10.3322/caac.20107. PubMed PMID: 21296855.

  4. Siegel R, Naishadham D, Jemal A. Cancer statistics, 2012. CA Cancer J Clin. 2012;62(1):10-29. Epub 2012/01/13. https://doi.org/10.3322/caac.20138. PubMed PMID: 22237781.

  5. Tempero MA, Malafa MP, Chiorean EG, Czito B, Scaife C, Narang AK, et al. Pancreatic Adenocarcinoma, Version 1.2019. J Natl Compr Canc Netw. 2019;17(3):202-10. Epub 2019/03/14. https://doi.org/10.6004/jnccn.2019.0014. PubMed PMID: 30865919.

  6. Von Hoff DD, Ervin T, Arena FP, Chiorean EG, Infante J, Moore M, et al. Increased survival in pancreatic cancer with nab-paclitaxel plus gemcitabine. N Engl J Med. 2013;369(18):1691-703. Epub 2013/10/18. https://doi.org/10.1056/nejmoa1304369. PubMed PMID: 24131140; PubMed Central PMCID: PMCPMC4631139.

  7. Conroy T, Desseigne F, Ychou M, Bouche O, Guimbaud R, Becouarn Y, et al. FOLFIRINOX versus gemcitabine for metastatic pancreatic cancer. N Engl J Med. 2011;364(19):1817-25. Epub 2011/05/13. https://doi.org/10.1056/nejmoa1011923. PubMed PMID: 21561347.

  8. Mahaseth H, Brutcher E, Kauh J, Hawk N, Kim S, Chen Z, et al. Modified FOLFIRINOX regimen with improved safety and maintained efficacy in pancreatic adenocarcinoma. Pancreas. 2013;42(8):1311-5. Epub 2013/10/25. https://doi.org/10.1097/mpa.0b013e31829e2006. PubMed PMID: 24152956.

  9. Krishnan S, Chadha AS, Suh Y, Chen HC, Rao A, Das P, et al. Focal Radiation Therapy Dose Escalation Improves Overall Survival in Locally Advanced Pancreatic Cancer Patients Receiving Induction Chemotherapy and Consolidative Chemoradiation. International journal of radiation oncology, biology, physics. 2016;94(4):755-65. Epub 2016/03/15. https://doi.org/10.1016/j.ijrobp.2015.12.003. PubMed PMID: 26972648; PubMed Central PMCID: PMCPMC4792191.

  10. Rudra S, Jiang N, Rosenberg SA, Olsen JR, Roach MC, Wan L, et al. Using adaptive magnetic resonance image-guided radiation therapy for treatment of inoperable pancreatic cancer. Cancer Med. 2019;8(5):2123-32. Epub 2019/04/02. https://doi.org/10.1002/cam4.2100. PubMed PMID: 30932367; PubMed Central PMCID: PMCPMC6536981.

  11. Golan T, Hammel P, Reni M, Van Cutsem E, Macarulla T, Hall MJ, et al. Maintenance Olaparib for Germline BRCA-Mutated Metastatic Pancreatic Cancer. The New England journal of medicine. 2019;381(4):317-27. Epub 2019/06/04. https://doi.org/10.1056/nejmoa1903387. PubMed PMID: 31157963; PubMed Central PMCID: PMCPMC6810605.

  12. Ramanathan RK, McDonough SL, Philip PA, Hingorani SR, Lacy J, Kortmansky JS, et al. Phase IB/II Randomized Study of FOLFIRINOX Plus Pegylated Recombinant Human Hyaluronidase Versus FOLFIRINOX Alone in Patients With Metastatic Pancreatic Adenocarcinoma: SWOG S1313. J Clin Oncol. 2019;37(13):1062-9. Epub 2019/03/01. https://doi.org/10.1200/jco.18.01295. PubMed PMID: 30817250; PubMed Central PMCID: PMCPMC6494359.

  13. Kumar V, Boucher Y, Liu H, Ferreira D, Hooker J, Catana C, et al. Noninvasive Assessment of Losartan-Induced Increase in Functional Microvasculature and Drug Delivery in Pancreatic Ductal Adenocarcinoma. Transl Oncol. 2016;9(5):431-7. Epub 2016/10/19. https://doi.org/10.1016/j.tranon.2016.07.004. PubMed PMID: 27751347; PubMed Central PMCID: PMCPMC5067928.

  14. Chauhan VP, Martin JD, Liu H, Lacorre DA, Jain SR, Kozin SV, et al. Angiotensin inhibition enhances drug delivery and potentiates chemotherapy by decompressing tumour blood vessels. Nat Commun. 2013;4:2516. Epub 2013/10/03. https://doi.org/10.1038/ncomms3516. PubMed PMID: 24084631; PubMed Central PMCID: PMCPMC3806395.

  15. Murphy JE, Wo JY, Ryan DP, Clark JW, Jiang W, Yeap BY, et al. Total Neoadjuvant Therapy With FOLFIRINOX in Combination With Losartan Followed by Chemoradiotherapy for Locally Advanced Pancreatic Cancer: A Phase 2 Clinical Trial. JAMA Oncol. 2019;5(7):1020-7. Epub 2019/05/31. https://doi.org/10.1001/jamaoncol.2019.0892. PubMed PMID: 31145418; PubMed Central PMCID: PMCPMC6547247.

  16. Johansson H, Andersson R, Bauden M, Hammes S, Holdenrieder S, Ansari D. Immune checkpoint therapy for pancreatic cancer. World J Gastroenterol. 2016;22(43):9457-76. Epub 2016/12/07. https://doi.org/10.3748/wjg.v22.i43.9457. PubMed PMID: 27920468; PubMed Central PMCID: PMCPMC5116591.

  17. Hu ZI, Shia J, Stadler ZK, Varghese AM, Capanu M, Salo-Mullen E, et al. Evaluating Mismatch Repair Deficiency in Pancreatic Adenocarcinoma: Challenges and Recommendations. Clin Cancer Res. 2018;24(6):1326-36. Epub 2018/01/26. https://doi.org/10.1158/1078-0432.ccr-17-3099. PubMed PMID: 29367431; PubMed Central PMCID: PMCPMC5856632.

  18. Bailey P, Chang DK, Nones K, Johns AL, Patch AM, Gingras MC, et al. Genomic analyses identify molecular subtypes of pancreatic cancer. Nature. 2016;531(7592):47-52. Epub 2016/02/26. https://doi.org/10.1038/nature16965. PubMed PMID: 26909576.

  19. Ren X, Wei X, Ding Y, Qi F, Zhang Y, Hu X, et al. Comparison of neoadjuvant therapy and upfront surgery in resectable pancreatic cancer: a meta-analysis and systematic review. Onco Targets Ther. 2019;12:733-44. Epub 2019/02/19. https://doi.org/10.2147/ott.s190810. PubMed PMID: 30774360; PubMed Central PMCID: PMCPMC6348975.

  20. Oettle H, Neuhaus P, Hochhaus A, Hartmann JT, Gellert K, Ridwelski K, et al. Adjuvant chemotherapy with gemcitabine and long-term outcomes among patients with resected pancreatic cancer: the CONKO-001 randomized trial. JAMA. 2013;310(14):1473-81. Epub 2013/10/10. https://doi.org/10.1001/jama.2013.279201. PubMed PMID: 24104372.

  21. Ma SJ, Oladeru OT, Miccio JA, Iovoli AJ, Hermann GM, Singh AK. Association of Timing of Adjuvant Therapy With Survival in Patients With Resected Stage I to II Pancreatic Cancer. JAMA Netw Open. 2019;2(8):e199126. Epub 2019/08/15. https://doi.org/10.1001/jamanetworkopen.2019.9126. PubMed PMID: 31411712; PubMed Central PMCID: PMCPMC6694394.

  22. Ducreux M, Cuhna AS, Caramella C, Hollebecque A, Burtin P, Goere D, et al. Cancer of the pancreas: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann Oncol. 2015;26 Suppl 5:v56-68. Epub 2015/09/01. https://doi.org/10.1093/annonc/mdv295. PubMed PMID: 26314780.

  23. Murphy JE, Wo JY, Ryan DP, Jiang W, Yeap BY, Drapek LC, et al. Total Neoadjuvant Therapy With FOLFIRINOX Followed by Individualized Chemoradiotherapy for Borderline Resectable Pancreatic Adenocarcinoma: A Phase 2 Clinical Trial. JAMA Oncol. 2018;4(7):963-9. Epub 2018/05/26. https://doi.org/10.1001/jamaoncol.2018.0329. PubMed PMID: 29800971; PubMed Central PMCID: PMCPMC6145728.

  24. Ballehaninna UK, Chamberlain RS. The clinical utility of serum CA 19-9 in the diagnosis, prognosis and management of pancreatic adenocarcinoma: An evidence based appraisal. J Gastrointest Oncol. 2012;3(2):105-19. Epub 2012/07/20. https://doi.org/10.3978/j.issn.2078-6891.2011.021. PubMed PMID: 22811878; PubMed Central PMCID: PMCPMC3397644.

  25. Aldakkak M, Christians KK, Krepline AN, George B, Ritch PS, Erickson BA, et al. Pre-treatment carbohydrate antigen 19-9 does not predict the response to neoadjuvant therapy in patients with localized pancreatic cancer. HPB (Oxford). 2015;17(10):942-52. Epub 2015/08/11. https://doi.org/10.1111/hpb.12448. PubMed PMID: 26255895; PubMed Central PMCID: PMCPMC4571763.

  26. Ko AH, Hwang J, Venook AP, Abbruzzese JL, Bergsland EK, Tempero MA. Serum CA19-9 response as a surrogate for clinical outcome in patients receiving fixed-dose rate gemcitabine for advanced pancreatic cancer. British journal of cancer. 2005;93(2):195-9. doi: 10.1038/sj.bjc.6602687. PubMed PMID: 15999098; PubMed Central PMCID: PMCPMC2361548.

  27. Dabritz J, Preston R, Hanfler J, Oettle H. K-ras mutations in the plasma correspond to computed tomographic findings in patients with pancreatic cancer. Pancreas. 2012;41(2):323-5. doi: 10.1097/MPA.0b013e3182289118. PubMed PMID: 22044911.

  28. Locker GY, Hamilton S, Harris J, Jessup JM, Kemeny N, Macdonald JS, et al. ASCO 2006 update of recommendations for the use of tumor markers in gastrointestinal cancer. J Clin Oncol. 2006;24(33):5313-27. Epub 2006/10/25. https://doi.org/10.1200/jco.2006.08.2644. PubMed PMID: 17060676.

  29. Katz MH, Fleming JB, Bhosale P, Varadhachary G, Lee JE, Wolff R, et al. Response of borderline resectable pancreatic cancer to neoadjuvant therapy is not reflected by radiographic indicators. Cancer. 2012;118(23):5749-56. Epub 2012/05/19. https://doi.org/10.1002/cncr.27636. PubMed PMID: 22605518.

  30. Cassinotto C, Cortade J, Belleannee G, Lapuyade B, Terrebonne E, Vendrely V, et al. An evaluation of the accuracy of CT when determining resectability of pancreatic head adenocarcinoma after neoadjuvant treatment. European journal of radiology. 2013;82(4):589-93. Epub 2013/01/05. https://doi.org/10.1016/j.ejrad.2012.12.002. PubMed PMID: 23287712.

  31. Ferrone CR, Marchegiani G, Hong TS, Ryan DP, Deshpande V, McDonnell EI, et al. Radiological and surgical implications of neoadjuvant treatment with FOLFIRINOX for locally advanced and borderline resectable pancreatic cancer. Ann Surg. 2015;261(1):12-7. Epub 2015/01/20. https://doi.org/10.1097/sla.0000000000000867. PubMed PMID: 25599322; PubMed Central PMCID: PMCPMC4349683.

  32. Cassinotto C, Mouries A, Lafourcade JP, Terrebonne E, Belleannee G, Blanc JF, et al. Locally advanced pancreatic adenocarcinoma: reassessment of response with CT after neoadjuvant chemotherapy and radiation therapy. Radiology. 2014;273(1):108-16. Epub 2014/06/25. https://doi.org/10.1148/radiol.14132914. PubMed PMID: 24960211.

  33. Zins M, Matos C, Cassinotto C. Pancreatic Adenocarcinoma Staging in the Era of Preoperative Chemotherapy and Radiation Therapy. Radiology. 2018;287(2):374-90. Epub 2018/04/19. https://doi.org/10.1148/radiol.2018171670. PubMed PMID: 29668413.

  34. Kim YE, Park MS, Hong HS, Kang CM, Choi JY, Lim JS, et al. Effects of neoadjuvant combined chemotherapy and radiation therapy on the CT evaluation of resectability and staging in patients with pancreatic head cancer. Radiology. 2009;250(3):758-65. Epub 2009/01/24. https://doi.org/10.1148/radiol.2502080501. PubMed PMID: 19164113.

  35. Marchegiani G, Todaro V, Boninsegna E, Negrelli R, Sureka B, Bonamini D, et al. Surgery after FOLFIRINOX treatment for locally advanced and borderline resectable pancreatic cancer: increase in tumour attenuation on CT correlates with R0 resection. Eur Radiol. 2018;28(10):4265-73. Epub 2018/04/22. https://doi.org/10.1007/s00330-018-5410-6. PubMed PMID: 29679211.

  36. Levy P, Menzelxhiu A, Paillot B, Bretagne JF, Flejou JF, Bernades P. Abdominal radiotherapy is a cause for chronic pancreatitis. Gastroenterology. 1993;105(3):905-9. Epub 1993/09/01. https://doi.org/10.1016/0016-5085(93)90911-u. PubMed PMID: 8359658.

  37. Kanda M, Fujii T, Nagai S, Kodera Y, Kanzaki A, Sahin TT, et al. Pattern of lymph node metastasis spread in pancreatic cancer. Pancreas. 2011;40(6):951-5. Epub 2011/03/29. https://doi.org/10.1097/mpa.0b013e3182148342. PubMed PMID: 21441841.

  38. Hempel S, Plodeck V, Mierke F, Distler M, Aust DE, Saeger HD, et al. Para-aortic lymph node metastases in pancreatic cancer should not be considered a watershed for curative resection. Sci Rep. 2017;7(1):7688. Epub 2017/08/11. https://doi.org/10.1038/s41598-017-08165-w. PubMed PMID: 28794500; PubMed Central PMCID: PMCPMC5550512.

  39. Imai H, Doi R, Kanazawa H, Kamo N, Koizumi M, Masui T, et al. Preoperative assessment of para-aortic lymph node metastasis in patients with pancreatic cancer. Int J Clin Oncol. 2010;15(3):294-300. Epub 2010/03/17. https://doi.org/10.1007/s10147-010-0066-5. PubMed PMID: 20232101.

  40. Oh JG, Choi SY, Lee MH, Lee JE, Yi BH, Kim SS, et al. Differentiation of hepatic abscess from metastasis on contrast-enhanced dynamic computed tomography in patients with a history of extrahepatic malignancy: emphasis on dynamic change of arterial rim enhancement. Abdom Radiol (NY). 2019;44(2):529-38. Epub 2018/09/10. https://doi.org/10.1007/s00261-018-1766-y. PubMed PMID: 30196363.

  41. Molina V, Visa L, Conill C, Navarro S, Escudero JM, Auge JM, et al. CA 19-9 in pancreatic cancer: retrospective evaluation of patients with suspicion of pancreatic cancer. Tumour Biol. 2012;33(3):799-807. Epub 2011/12/29. https://doi.org/10.1007/s13277-011-0297-8. PubMed PMID: 22203495.

  42. Motosugi U, Ichikawa T, Morisaka H, Sou H, Muhi A, Kimura K, et al. Detection of pancreatic carcinoma and liver metastases with gadoxetic acid-enhanced MR imaging: comparison with contrast-enhanced multi-detector row CT. Radiology. 2011;260(2):446-53. Epub 2011/06/23. https://doi.org/10.1148/radiol.11103548. PubMed PMID: 21693662.

  43. Kim HW, Lee JC, Paik KH, Kang J, Kim YH, Yoon YS, et al. Adjunctive role of preoperative liver magnetic resonance imaging for potentially resectable pancreatic cancer. Surgery. 2017;161(6):1579-87. Epub 2017/02/27. https://doi.org/10.1016/j.surg.2016.12.038. PubMed PMID: 28237643.

  44. Von Hoff DD, Ramanathan RK, Borad MJ, Laheru DA, Smith LS, Wood TE, et al. Gemcitabine plus nab-paclitaxel is an active regimen in patients with advanced pancreatic cancer: a phase I/II trial. Journal of clinical oncology : official journal of the American Society of Clinical Oncology. 2011;29(34):4548-54. doi: 10.1200/JCO.2011.36.5742. PubMed PMID: 21969517; PubMed Central PMCID: PMCPMC3565012.

  45. Rahib L, Fleshman JM, Matrisian LM, Berlin JD. Evaluation of Pancreatic Cancer Clinical Trials and Benchmarks for Clinically Meaningful Future Trials: A Systematic Review. JAMA Oncol. 2016;2(9):1209-16. doi: 10.1001/jamaoncol.2016.0585. PubMed PMID: 27270617.

  46. Chiorean EG, Von Hoff DD, Reni M, Arena FP, Infante JR, Bathini VG, et al. CA19-9 decrease at 8 weeks as a predictor of overall survival in a randomized phase III trial (MPACT) of weekly nab-paclitaxel plus gemcitabine versus gemcitabine alone in patients with metastatic pancreatic cancer. Ann Oncol. 2016;27(4):654-60. Epub 2016/01/24. https://doi.org/10.1093/annonc/mdw006. PubMed PMID: 26802160; PubMed Central PMCID: PMCPMC4803454.

  47. Wang ZJ, Behr S, Consunji MV, Yeh BM, Ohliger MA, Gao K, et al. Early Response Assessment in Pancreatic Ductal Adenocarcinoma Through Integrated PET/MRI. AJR Am J Roentgenol. 2018;211(5):1010-9. Epub 2018/08/01. https://doi.org/10.2214/ajr.18.19602. PubMed PMID: 30063366.

  48. Gillies RJ, Kinahan PE, Hricak H. Radiomics: Images Are More than Pictures, They Are Data. Radiology. 2016;278(2):563-77. Epub 2015/11/19. https://doi.org/10.1148/radiol.2015151169. PubMed PMID: 26579733; PubMed Central PMCID: PMCPMC4734157.

  49. Koay EJ, Baio FE, Ondari A, Truty MJ, Cristini V, Thomas RM, et al. Intra-tumoral heterogeneity of gemcitabine delivery and mass transport in human pancreatic cancer. Phys Biol. 2014;11(6):065002. Epub 2014/11/27. https://doi.org/10.1088/1478-3975/11/6/065002. PubMed PMID: 25427073; PubMed Central PMCID: PMCPMC4266401.

  50. Koay EJ, Lee Y, Cristini V, Lowengrub JS, Kang Y, Lucas FAS, et al. A Visually Apparent and Quantifiable CT Imaging Feature Identifies Biophysical Subtypes of Pancreatic Ductal Adenocarcinoma. Clin Cancer Res. 2018;24(23):5883-94. Epub 2018/08/08. https://doi.org/10.1158/1078-0432.ccr-17-3668. PubMed PMID: 30082477; PubMed Central PMCID: PMCPMC6279613.

  51. Khalvati F, Zhang Y, Baig S, Lobo-Mueller EM, Karanicolas P, Gallinger S, et al. Prognostic Value of CT Radiomic Features in Resectable Pancreatic Ductal Adenocarcinoma. Sci Rep. 2019;9(1):5449. Epub 2019/04/02. https://doi.org/10.1038/s41598-019-41728-7. PubMed PMID: 30931954; PubMed Central PMCID: PMCPMC6443807.

  52. Nasief H, Zheng C, Schott D, Hall W, Tsai S, Erickson B, et al. A machine learning based delta-radiomics process for early prediction of treatment response of pancreatic cancer. NPJ Precis Oncol. 2019;3:25. Epub 2019/10/12. https://doi.org/10.1038/s41698-019-0096-z. PubMed PMID: 31602401; PubMed Central PMCID: PMCPMC6778189.

  53. Nasief H, Hall W, Zheng C, Tsai S, Wang L, Erickson B, et al. Improving Treatment Response Prediction for Chemoradiation Therapy of Pancreatic Cancer Using a Combination of Delta-Radiomics and the Clinical Biomarker CA19-9. Front Oncol. 2019;9:1464. Epub 2020/01/24. https://doi.org/10.3389/fonc.2019.01464. PubMed PMID: 31970088; PubMed Central PMCID: PMCPMC6960122.

  54. Borhani AA, Dewan R, Furlan A, Seiser N, Zureikat AH, Singhi AD, et al. Assessment of Response to Neoadjuvant Therapy Using CT Texture Analysis in Patients With Resectable and Borderline Resectable Pancreatic Ductal Adenocarcinoma. AJR Am J Roentgenol. 2020;214(2):362-9. Epub 2019/12/05. https://doi.org/10.2214/ajr.19.21152. PubMed PMID: 31799875.

  55. Agrawal MD, Pinho DF, Kulkarni NM, Hahn PF, Guimaraes AR, Sahani DV. Oncologic applications of dual-energy CT in the abdomen. Radiographics. 2014;34(3):589-612. doi: 10.1148/rg.343135041. PubMed PMID: 24819783.

  56. Bhosale P, Le O, Balachandran A, Fox P, Paulson E, Tamm E. Quantitative and Qualitative Comparison of Single-Source Dual-Energy Computed Tomography and 120-kVp Computed Tomography for the Assessment of Pancreatic Ductal Adenocarcinoma. J Comput Assist Tomogr. 2015;39(6):907-13. Epub 2015/08/22. https://doi.org/10.1097/rct.0000000000000295. PubMed PMID: 26295192; PubMed Central PMCID: PMCPMC4644464.

  57. Patel BN, Thomas JV, Lockhart ME, Berland LL, Morgan DE. Single-source dual-energy spectral multidetector CT of pancreatic adenocarcinoma: optimization of energy level viewing significantly increases lesion contrast. Clin Radiol. 2013;68(2):148-54. doi: 10.1016/j.crad.2012.06.108. PubMed PMID: 22889459.

  58. Kawamoto S, Fuld MK, Laheru D, Huang P, Fishman EK. Assessment of iodine uptake by pancreatic cancer following chemotherapy using dual-energy CT. Abdom Radiol (NY). 2018;43(2):445-56. doi: 10.1007/s00261-017-1338-6. PubMed PMID: 29473093.

  59. Noda Y, Goshima S, Miyoshi T, Kawada H, Kawai N, Tanahashi Y, et al. Assessing Chemotherapeutic Response in Pancreatic Ductal Adenocarcinoma: Histogram Analysis of Iodine Concentration and CT Number in Single-Source Dual-Energy CT. AJR Am J Roentgenol. 2018;211(6):1221-6. doi: 10.2214/AJR.18.19791. PubMed PMID: 30332288.

  60. Noid G, Tai A, Schott D, Mistry N, Liu Y, Gilat-Schmidt T, et al. Technical Note: Enhancing soft tissue contrast and radiation-induced image changes with dual-energy CT for radiation therapy. Med Phys. 2018. doi: 10.1002/mp.13083. PubMed PMID: 29972868.

  61. Baliyan V, Kordbacheh H, Pourvaziri A, Serrao J, Joseph E, Sahani DV, et al. Rapid kVp-switching DECT portal venous phase abdominal CT scans in patients with large body habitus: image quality considerations. Abdom Radiol (NY). 2020. doi: 10.1007/s00261-020-02416-7. PubMed PMID: 31996988.

  62. Thoeny HC, Ross BD. Predicting and monitoring cancer treatment response with diffusion-weighted MRI. Journal of magnetic resonance imaging : JMRI. 2010;32(1):2-16. doi: 10.1002/jmri.22167. PubMed PMID: 20575076; PubMed Central PMCID: PMC2918419.

  63. Cuneo KC, Chenevert TL, Ben-Josef E, Feng MU, Greenson JK, Hussain HK, et al. A pilot study of diffusion-weighted MRI in patients undergoing neoadjuvant chemoradiation for pancreatic cancer. Transl Oncol. 2014;7(5):644-9. Epub 2014/11/13. https://doi.org/10.1016/j.tranon.2014.07.005. PubMed PMID: 25389460; PubMed Central PMCID: PMCPMC4225651.

  64. Okada KI, Hirono S, Kawai M, Miyazawa M, Shimizu A, Kitahata Y, et al. Value of apparent diffusion coefficient prior to neoadjuvant therapy is a predictor of histologic response in patients with borderline resectable pancreatic carcinoma. J Hepatobiliary Pancreat Sci. 2017;24(3):161-8. Epub 2017/01/09. https://doi.org/10.1002/jhbp.430. PubMed PMID: 28064462.

  65. Dalah E, Erickson B, Oshima K, Schott D, Hall WA, Paulson E, et al. Correlation of ADC With Pathological Treatment Response for Radiation Therapy of Pancreatic Cancer. Transl Oncol. 2018;11(2):391-8. Epub 2018/02/20. https://doi.org/10.1016/j.tranon.2018.01.018. PubMed PMID: 29455085; PubMed Central PMCID: PMCPMC5852406.

  66. Okada KI, Kawai M, Hirono S, Kojima F, Tanioka K, Terada M, et al. Diffusion-weighted MRI predicts the histologic response for neoadjuvant therapy in patients with pancreatic cancer: a prospective study (DIFFERENT trial). Langenbecks Arch Surg. 2020;405(1):23-33. Epub 2020/01/30. https://doi.org/10.1007/s00423-020-01857-4. PubMed PMID: 31993737.

  67. Nishiofuku H, Tanaka T, Marugami N, Sho M, Akahori T, Nakajima Y, et al. Increased tumour ADC value during chemotherapy predicts improved survival in unresectable pancreatic cancer. Eur Radiol. 2016;26(6):1835-42. Epub 2015/09/20. https://doi.org/10.1007/s00330-015-3999-2. PubMed PMID: 26385808; PubMed Central PMCID: PMCPMC4863905.

  68. Chang JS, Choi SH, Lee Y, Kim KH, Park JY, Song SY, et al. Clinical usefulness of (1)(8)F-fluorodeoxyglucose-positron emission tomography in patients with locally advanced pancreatic cancer planned to undergo concurrent chemoradiation therapy. Int J Radiat Oncol Biol Phys. 2014;90(1):126-33. Epub 2014/07/13. https://doi.org/10.1016/j.ijrobp.2014.05.030. PubMed PMID: 25015206.

  69. Topkan E, Parlak C, Kotek A, Yapar AF, Pehlivan B. Predictive value of metabolic 18FDG-PET response on outcomes in patients with locally advanced pancreatic carcinoma treated with definitive concurrent chemoradiotherapy. BMC Gastroenterol. 2011;11:123. Epub 2011/11/15. https://doi.org/10.1186/1471-230x-11-123. PubMed PMID: 22074002; PubMed Central PMCID: PMCPMC3224773.

  70. Panda A, Garg I, Johnson GB, Truty MJ, Halfdanarson TR, Goenka AH. Molecular radionuclide imaging of pancreatic neoplasms. Lancet Gastroenterol Hepatol. 2019;4(7):559-70. Epub 2019/06/07. https://doi.org/10.1016/s2468-1253(19)30081-0. PubMed PMID: 31169124.

  71. Truty MJ, Kendrick ML, Nagorney DM, Smoot RL, Cleary SP, Graham RP, et al. Factors Predicting Response, Perioperative Outcomes, and Survival Following Total Neoadjuvant Therapy for Borderline/Locally Advanced Pancreatic Cancer. Ann Surg. 2019. Epub 2019/04/05. https://doi.org/10.1097/sla.0000000000003284. PubMed PMID: 30946090.

  72. Broski SM, Goenka AH, Kemp BJ, Johnson GB. Clinical PET/MRI: 2018 Update. AJR American journal of roentgenology. 2018;211(2):295-313. doi: 10.2214/AJR.18.20001. PubMed PMID: 29949413.

  73. Yeh R, Dercle L, Garg I, Wang ZJ, Hough DM, Goenka AH. The Role of 18F-FDG PET/CT and PET/MRI in Pancreatic Ductal Adenocarcinoma. Abdom Radiol (NY). 2018;43(2):415-34. Epub 2017/11/17. https://doi.org/10.1007/s00261-017-1374-2. PubMed PMID: 29143875.

  74. Chen BB, Tien YW, Chang MC, Cheng MF, Chang YT, Yang SH, et al. Multiparametric PET/MR imaging biomarkers are associated with overall survival in patients with pancreatic cancer. Eur J Nucl Med Mol Imaging. 2018;45(7):1205-17. Epub 2018/02/25. https://doi.org/10.1007/s00259-018-3960-0. PubMed PMID: 29476229.

  75. Brendle C, Schwenzer NF, Rempp H, Schmidt H, Pfannenberg C, la Fougere C, et al. Assessment of metastatic colorectal cancer with hybrid imaging: comparison of reading performance using different combinations of anatomical and functional imaging techniques in PET/MRI and PET/CT in a short case series. European journal of nuclear medicine and molecular imaging. 2016;43(1):123-32. doi: 10.1007/s00259-015-3137-z. PubMed PMID: 26224536.

  76. Garg I, Panda A, Johnson GB, Truty M, Venkatesh SK, Fidler JL, et al. Integrated Time-Of-Flight 18F-FDG PET/MRI For Assessment of Pathologic Response to Neo-Adjuvant Chemo-Radiotherapy in Borderline Resectable Pancreatic Ductal Adencarcinoma. Radiological Society of North America; Chicago2019.

  77. Boeck S, Wittwer C, Heinemann V, Haas M, Kern C, Stieber P, et al. Cytokeratin 19-fragments (CYFRA 21-1) as a novel serum biomarker for response and survival in patients with advanced pancreatic cancer. Br J Cancer. 2013;108(8):1684-94. Epub 2013/04/13. https://doi.org/10.1038/bjc.2013.158. PubMed PMID: 23579210; PubMed Central PMCID: PMCPMC3668481.

  78. Tsutsumi K, Kawamoto H, Hirao K, Sakakihara I, Yamamoto N, Noma Y, et al. Monitoring of CA19-9 and SPan-1 can facilitate the earlier confirmation of progressing pancreatic cancer during chemotherapy. Pancreatology. 2012;12(5):409-16. Epub 2012/11/07. https://doi.org/10.1016/j.pan.2012.07.009. PubMed PMID: 23127528.

  79. van der Sijde F, Vietsch EE, Mustafa DAM, Besselink MG, Groot Koerkamp B, van Eijck CHJ. Circulating Biomarkers for Prediction of Objective Response to Chemotherapy in Pancreatic Cancer Patients. Cancers (Basel). 2019;11(1). Epub 2019/01/18. https://doi.org/10.3390/cancers11010093. PubMed PMID: 30650521; PubMed Central PMCID: PMCPMC6356815.

  80. Kruger S, Heinemann V, Ross C, Diehl F, Nagel D, Ormanns S, et al. Repeated mutKRAS ctDNA measurements represent a novel and promising tool for early response prediction and therapy monitoring in advanced pancreatic cancer. Ann Oncol. 2018;29(12):2348-55. Epub 2018/10/23. https://doi.org/10.1093/annonc/mdy417. PubMed PMID: 30346475.

  81. Cheng H, Liu C, Jiang J, Luo G, Lu Y, Jin K, et al. Analysis of ctDNA to predict prognosis and monitor treatment responses in metastatic pancreatic cancer patients. Int J Cancer. 2017;140(10):2344-50. doi: 10.1002/ijc.30650. PubMed PMID: 28205231.

  82. Perets R, Greenberg O, Shentzer T, Semenisty V, Epelbaum R, Bick T, et al. Mutant KRAS Circulating Tumor DNA Is an Accurate Tool for Pancreatic Cancer Monitoring. Oncologist. 2018;23(5):566-72. Epub 2018/01/27. https://doi.org/10.1634/theoncologist.2017-0467. PubMed PMID: 29371474; PubMed Central PMCID: PMCPMC5947453.

  83. Palagani V, El Khatib M, Krech T, Manns MP, Malek NP, Plentz RR. Decrease of CD44-positive cells correlates with tumor response to chemotherapy in patients with gastrointestinal cancer. Anticancer Res. 2012;32(5):1747-55. Epub 2012/05/18. PubMed PMID: 22593456.

  84. Henn V, Slupsky JR, Grafe M, Anagnostopoulos I, Forster R, Muller-Berghaus G, et al. CD40 ligand on activated platelets triggers an inflammatory reaction of endothelial cells. Nature. 1998;391(6667):591-4. Epub 1998/02/19. https://doi.org/10.1038/35393. PubMed PMID: 9468137.

  85. Azzariti A, Brunetti O, Porcelli L, Graziano G, Iacobazzi RM, Signorile M, et al. Potential predictive role of chemotherapy-induced changes of soluble CD40 ligand in untreated advanced pancreatic ductal adenocarcinoma. Onco Targets Ther. 2016;9:4681-6. Epub 2016/08/25. https://doi.org/10.2147/ott.s106496. PubMed PMID: 27555786; PubMed Central PMCID: PMCPMC4968860.

  86. Tang D, Kang R, Zeh HJ, 3rd, Lotze MT. High-mobility group box 1 and cancer. Biochim Biophys Acta. 2010;1799(1-2):131-40. Epub 2010/02/04. https://doi.org/10.1016/j.bbagrm.2009.11.014. PubMed PMID: 20123075; PubMed Central PMCID: PMCPMC2818552.

  87. Wittwer C, Boeck S, Heinemann V, Haas M, Stieber P, Nagel D, et al. Soluble receptor of advanced glycation end products (sRAGE) indicates response to chemotherapy in pancreatic cancer patients. Int J Clin Pharmacol Ther. 2013;51(1):67-9. Epub 2012/12/25. https://doi.org/10.5414/cpp51067. PubMed PMID: 23260004.

Download references

Funding

Not applicable.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Zhen J. Wang.

Ethics declarations

Conflict of interest

Zhen J. Wang: Consultant, General Electric Healthcare; Richard K. Do: Royalties, Elsevier; Erik V. Soloff: Research grant, General Electric; Eric P. Tamm: Research grant, General Electric; Avinash R. Kambadakone: Research grant, Philips Healthcare; Research grant, General Electric Healthcare; other authors declare that they have no conflict of interest.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

CME activity This article has been selected as the CME activity for the current month. Please visit https://ce.mayo.edu/node/103114 and follow the instructions to complete this CME activity.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wang, Z.J., Arif-Tiwari, H., Zaheer, A. et al. Therapeutic response assessment in pancreatic ductal adenocarcinoma: society of abdominal radiology review paper on the role of morphological and functional imaging techniques. Abdom Radiol 45, 4273–4289 (2020). https://doi.org/10.1007/s00261-020-02723-z

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00261-020-02723-z

Keywords

Navigation