Detection of Local Cancer Recurrence after Stereotactic Ablative Radiation Therapy for Lung Cancer: Physician Performance Versus Radiomic Assessment

International Journal of Radiation Oncology Biology Physics

Volumn 94, Issue 5, 2016, Pages 1121-1128

  Mattonen, Sarah A ^a,b   Palma, David A ^a,b   Johnson, Carol ^b   Louie, Alexander V ^a   Landis, Mark ^c   Rodrigues, George ^a   Chan, Ian ^c   Etemad Rezai, Roya ^c   Yeung, Timothy P C ^a,b   Senan, Suresh ^d   Ward, Aaron D ^a,b  

^a UNIVERSITY OF WESTERN ONTARIO   (Canada)

^b LONDON REGIONAL CANCER PROGRAM   (Canada)

^c LONDON HEALTH SCIENCES CENTRE   (Canada)

^d VU UNIVERSITY MEDICAL CENTER   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; BIOLOGICAL ORGANS; DECISION SUPPORT SYSTEMS; DISEASES; PATIENT MONITORING; PATIENT TREATMENT; RADIOTHERAPY;

CLASSIFICATION ERRORS; COMPUTED TOMOGRAPHY SCAN; EARLY-STAGE LUNG CANCERS; FALSE POSITIVE RATES; INTEROBSERVER AGREEMENT; METHODS AND MATERIALS; RADIATION ONCOLOGISTS; RECEIVER OPERATING CHARACTERISTIC CURVES;

COMPUTERIZED TOMOGRAPHY;

FLUORODEOXYGLUCOSE F 18; RADIOPHARMACEUTICAL AGENT;

ADULT; AGED; ANISOTROPY; ARTICLE; CANCER RADIOTHERAPY; CANCER RECURRENCE; CANCER SIZE; CLASSIFICATION; CLINICAL ARTICLE; COMPUTER ASSISTED TOMOGRAPHY; CONTROLLED STUDY; DECISION SUPPORT SYSTEM; DIAGNOSTIC TEST ACCURACY STUDY; FALSE POSITIVE RESULT; FEMALE; FOLLOW UP; HUMAN; MALE; NON SMALL CELL LUNG CANCER; PRIORITY JOURNAL; RADIATION DOSE; RADIATION ONCOLOGIST; RADIOLOGIST; RECEIVER OPERATING CHARACTERISTIC; SENSITIVITY AND SPECIFICITY; STEREOTACTIC ABLATIVE RADIATION THERAPY; STEREOTACTIC PROCEDURE; AREA UNDER THE CURVE; CARCINOMA, NON-SMALL-CELL LUNG; CLINICAL COMPETENCE; COMPARATIVE STUDY; LUNG NEOPLASMS; MIDDLE AGED; OBSERVER VARIATION; ONCOLOGY; PATHOLOGY; POSITRON EMISSION TOMOGRAPHY; RADIOGRAPHY; RADIOLOGY; RADIOSURGERY; RESPONSE EVALUATION CRITERIA IN SOLID TUMORS; TIME FACTOR; TUMOR RECURRENCE; VERY ELDERLY;

AGED; AGED, 80 AND OVER; AREA UNDER CURVE; CARCINOMA, NON-SMALL-CELL LUNG; CLINICAL COMPETENCE; FEMALE; FLUORODEOXYGLUCOSE F18; HUMANS; LUNG NEOPLASMS; MALE; MIDDLE AGED; NEOPLASM RECURRENCE, LOCAL; OBSERVER VARIATION; POSITRON-EMISSION TOMOGRAPHY; RADIATION ONCOLOGY; RADIOLOGY; RADIOPHARMACEUTICALS; RADIOSURGERY; RESPONSE EVALUATION CRITERIA IN SOLID TUMORS; ROC CURVE; SENSITIVITY AND SPECIFICITY; TIME FACTORS; TOMOGRAPHY, X-RAY COMPUTED;

EID: 84969326691     PISSN: 03603016     EISSN: 1879355X     Source Type: Journal    
DOI: 10.1016/j.ijrobp.2015.12.369     Document Type: Article

References (28)

1. D.S. Ettinger, D.E. Wood, W. Akerley, and et al. Non-small cell lung cancer, version 1.2015 J Natl Compr Canc Netw 12 2014 1738 1761
2. J. Vansteenkiste, D. De Ruysscher, W.E. Eberhardt, and et al. Early and locally advanced non-small-cell lung cancer (NSCLC): ESMO clinical practice guidelines for diagnosis, treatment and follow-up Ann Oncol 24 Suppl 6 2013 vi89 vi98
3. J.Y. Chang, S. Senan, M.A. Paul, and et al. Stereotactic ablative radiotherapy versus lobectomy for operable stage I non-small-cell lung cancer: A pooled analysis of two randomised trials Lancet Oncol 16 2015 630 637
4. A. Takeda, E. Kunieda, T. Takeda, and et al. Possible misinterpretation of demarcated solid patterns of radiation fibrosis on CT scans as tumor recurrence in patients receiving hypofractionated stereotactic radiotherapy for lung cancer Int J Radiat Oncol Biol Phys 70 2008 1057 1065
5. N.E. Dunlap, W. Yang, A. McIntosh, and et al. Computed tomography-based anatomic assessment overestimates local tumor recurrence in patients with mass-like consolidation after stereotactic body radiotherapy for early-stage non-small cell lung cancer Int J Radiat Oncol Biol Phys 84 2012 1071 1077
6. M.C. Stauder, J.W. Rooney, M.A. Neben-Wittich, and et al. Late tumor pseudoprogression followed by complete remission after lung stereotactic ablative radiotherapy Radiat Oncol 8 2013 167
7. Z. Allibhai, B. Cho, M. Taremi, and et al. Surgical salvage following stereotactic body radiotherapy for early-stage NSCLC Eur Respir J 39 2012 1039 1042
8. N. Verstegen, F. Lagerwaard, M. Paul, and et al. Outcome of surgical salvage for local failures following stereotactic ablative radiotherapy (SABR) Ann Oncol 26 2015 i18 i23
9. M. Hamaji, F. Chen, Y. Matsuo, and et al. Treatment and prognosis of isolated local relapse after stereotactic body radiotherapy for clinical stage I non-small cell lung cancer: Importance of salvage surgery J Thorac Oncol 10 2015 1616 1624
10. S. Senthi, F.J. Lagerwaard, C.J. Haasbeek, and et al. Patterns of disease recurrence after stereotactic ablative radiotherapy for early stage non-small-cell lung cancer: A retrospective analysis Lancet Oncol 13 2012 802 809
11. K. Huang, M. Dahele, S. Senan, and et al. Radiographic changes after lung stereotactic ablative radiotherapy (SABR): Can we distinguish recurrence from fibrosis? A systematic review of the literature Radiother Oncol 102 2012 335 342
12. K. Huang, S. Senthi, D.A. Palma, and et al. High-risk CT features for detection of local recurrence after stereotactic ablative radiotherapy for lung cancer Radiother Oncol 109 2013 51 57
13. H. Peulen, F. Mantel, M. Rossi, and et al. Validation of high risk features on CT for detection of local recurrence after SBRT for stage I NSCLC J Thorac Oncol 10 2015 S2
14. H.J. Aerts, E.R. Velazquez, R.T. Leijenaar, and et al. Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach Nat Commun 5 2014 4006
15. P. Lambin, E. Rios-Velazquez, R. Leijenaar, and et al. Radiomics: Extracting more information from medical images using advanced feature analysis Eur J Cancer 48 2012 441 446
16. S.A. Mattonen, D.A. Palma, C.J. Haasbeek, and et al. Early prediction of tumor recurrence based on CT texture changes after stereotactic ablative radiotherapy (SABR) for lung cancer Med Phys 41 2014 033502
17. S.A. Mattonen, D.A. Palma, C.J.A. Haasbeek, and et al. Texture analysis of automatic graph cuts segmentations for detection of lung cancer recurrence after stereotactic radiotherapy PROC SPIE 2015 9417 941719
18. S.A. Mattonen, S. Tetar, D.A. Palma, and et al. Imaging texture analysis for automated prediction of lung cancer recurrence after stereotactic radiotherapy J Med Imag 2 2015 041010
19. F.J. Lagerwaard, C.J. Haasbeek, E.F. Smit, and et al. Outcomes of risk-adapted fractionated stereotactic radiotherapy for stage I non-small-cell lung cancer Int J Radiat Oncol Biol Phys 70 2008 685 692
20. J.L. Fleiss Measuring nominal scale agreement among many raters Psychol Bull 76 1971 378
21. J.R. Landis, and G.G. Koch An application of hierarchical kappa-type statistics in the assessment of majority agreement among multiple observers Biometrics 33 1977 363 374
22. E.A. Eisenhauer, P. Therasse, J. Bogaerts, and et al. New response evaluation criteria in solid tumours: Revised RECIST guideline (version 1.1) Eur J Cancer 45 2009 228 247
23. Tang M, Gorelick L, Veksler O, et al. GrabCut in One Cut. ublished proceedings from conference: IEEE Int. Conf. on Computer Vision 2013:1769-1776. Sydney, VIC, Australia. Dec. 1-8, 201.
24. Y. Boykov, and V. Kolmogorov An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision IEEE Trans Pattern Anal Mach Intell 26 2004 1124 1137
25. R.P.W. Duin, P. Juszczak, P. Paclik, and et al. PRTools4.1, A Matlab Toolbox for Pattern Recognition 2007 Delft University of Technology Delft, Netherlands
26. B. Schölkopf, A.J. Smola, R.C. Williamson, and et al. New support vector algorithms Neural Comput 12 2000 1207 1245
27. M.E. Daly, L.A. Beckett, and A.M. Chen Does early posttreatment surveillance imaging affect subsequent management following stereotactic body radiation therapy for early-stage non-small cell lung cancer? Pract Radiat Oncol 4 2014 240 246
28. A. Cunliffe, S.G. Armato, R. Castillo, and et al. Lung texture in serial thoracic computed tomography scans: Correlation of radiomics-based features with radiation therapy dose and radiation pneumonitis development Int J Radiat Oncol Biol Phys 91 2015 1048 1056