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Volumn 2, Issue 4, 2015, Pages

Quantitative radiomics: Impact of stochastic effects on textural feature analysis implies the need for standards

Author keywords

heterogeneity; positron emission tomography; quantitative; simulation; standardization; textural features

Indexed keywords

CONTRAST MEDIUM;

EID: 84994833338     PISSN: 23294302     EISSN: 23294310     Source Type: Journal    
DOI: 10.1117/1.JMI.2.4.041002     Document Type: Article
Times cited : (123)

References (35)
  • 1
    • 84857037061 scopus 로고    scopus 로고
    • Radiomics: Extracting more information from medical images using advanced feature analysis
    • P. Lambin et al., "Radiomics: extracting more information from medical images using advanced feature analysis," Eur. J. Cancer 48(4), 441-446 (2012).
    • (2012) Eur. J. Cancer , vol.48 , Issue.4 , pp. 441-446
    • Lambin, P.1
  • 2
    • 84901946941 scopus 로고    scopus 로고
    • Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach
    • H. J. Aerts et al., "Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach," Nat. Commun. 5(4006), 1-8 (2014).
    • (2014) Nat. Commun. , vol.5 , Issue.4006 , pp. 1-8
    • Aerts, H.J.1
  • 3
    • 84945487265 scopus 로고    scopus 로고
    • Efforts addressing SUV accuracy for pet quantitation and standardization
    • D. Byrd, H. Linden, and P. E. Kinahan, "Efforts addressing SUV accuracy for pet quantitation and standardization," SNMMI PET Cent. Excellence Newsl. 10(4), 1-3 (2013).
    • (2013) SNMMI PET Cent. Excellence Newsl. , vol.10 , Issue.4 , pp. 1-3
    • Byrd, D.1    Linden, H.2    Kinahan, P.E.3
  • 4
    • 84919459881 scopus 로고    scopus 로고
    • Clinical utility of quantitative imaging
    • A. B. Rosenkrantz et al., "Clinical utility of quantitative imaging," Acad. Radiol. 22(1), 33-49 (2015).
    • (2015) Acad. Radiol. , vol.22 , Issue.1 , pp. 33-49
    • Rosenkrantz, A.B.1
  • 5
    • 84925686733 scopus 로고    scopus 로고
    • The emerging science of quantitative imaging biomarkers terminology and definitions for scientific studies and regulatory submissions
    • L. G. Kessler et al., "The emerging science of quantitative imaging biomarkers terminology and definitions for scientific studies and regulatory submissions," Stat. Methods Med. Res. 24(1), 9-26 (2014).
    • (2014) Stat. Methods Med. Res. , vol.24 , Issue.1 , pp. 9-26
    • Kessler, L.G.1
  • 7
    • 0024738619 scopus 로고
    • Textural features corresponding to textural properties
    • M. Amadasun and R. King, "Textural features corresponding to textural properties," IEEE Trans. Syst. Man Cybern. 19(5), 1264-1274 (1989).
    • (1989) IEEE Trans. Syst. Man Cybern. , vol.19 , Issue.5 , pp. 1264-1274
    • Amadasun, M.1    King, R.2
  • 8
    • 84896867733 scopus 로고    scopus 로고
    • Advanced statistical matrices for texture characterization: Application to cell classification
    • G. Thibault, J. Angulo, and F. Meyer, "Advanced statistical matrices for texture characterization: application to cell classification," IEEE Trans. Biomed. Eng. 61(3), 630-637 (2014).
    • (2014) IEEE Trans. Biomed. Eng. , vol.61 , Issue.3 , pp. 630-637
    • Thibault, G.1    Angulo, J.2    Meyer, F.3
  • 9
    • 84857636637 scopus 로고    scopus 로고
    • Combined PET/CT image characteristics for radiotherapy tumor response in lung cancer
    • M. Vaidya et al., "Combined PET/CT image characteristics for radiotherapy tumor response in lung cancer," Radiother. Oncol. 102(2), 239-245 (2012).
    • (2012) Radiother. Oncol. , vol.102 , Issue.2 , pp. 239-245
    • Vaidya, M.1
  • 10
    • 79952788113 scopus 로고    scopus 로고
    • Intratumor heterogeneity characterized by textural features on baseline 18F-FDG PET images predicts response to concomitant radiochemotherapy in esophageal cancer
    • F. Tixier et al., "Intratumor heterogeneity characterized by textural features on baseline 18F-FDG PET images predicts response to concomitant radiochemotherapy in esophageal cancer," J. Nucl. Med. 52(3), 369-378 (2011).
    • (2011) J. Nucl. Med. , vol.52 , Issue.3 , pp. 369-378
    • Tixier, F.1
  • 11
    • 84872015239 scopus 로고    scopus 로고
    • Are pretreatment 18F-FDG PET tumor textural features in non-small cell lung cancer associated with response and survival after chemoradiotherapy?
    • G. J. Cook et al., "Are pretreatment 18F-FDG PET tumor textural features in non-small cell lung cancer associated with response and survival after chemoradiotherapy?," J. Nucl. Med. 54(1), 19-26 (2013).
    • (2013) J. Nucl. Med. , vol.54 , Issue.1 , pp. 19-26
    • Cook, G.J.1
  • 12
    • 84875234484 scopus 로고    scopus 로고
    • Spatial-temporal [(1)(8)F]FDG-PET features for predicting pathologic response of esophageal cancer to neoadjuvant chemoradiation therapy
    • S. Tan et al., "Spatial-temporal [(1)(8)F]FDG-PET features for predicting pathologic response of esophageal cancer to neoadjuvant chemoradiation therapy," Int. J. Radiat. Oncol. Biol. Phys. 85(5), 1375-1382 (2013).
    • (2013) Int. J. Radiat. Oncol. Biol. Phys. , vol.85 , Issue.5 , pp. 1375-1382
    • Tan, S.1
  • 13
    • 84903122418 scopus 로고    scopus 로고
    • Textural parameters of tumor heterogeneity in 18F-FDG PET/CT for therapy response assessment and prognosis in patients with locally advanced rectal cancer
    • R. A. Bundschuh et al., "Textural parameters of tumor heterogeneity in 18F-FDG PET/CT for therapy response assessment and prognosis in patients with locally advanced rectal cancer," J. Nucl. Med. 55(6), 891-897 (2014).
    • (2014) J. Nucl. Med. , vol.55 , Issue.6 , pp. 891-897
    • Bundschuh, R.A.1
  • 14
    • 84899530776 scopus 로고    scopus 로고
    • Relationship between tumor heterogeneity measured on FDG-PET/CT and pathological prognostic factors in invasive breast cancer
    • M. Soussan et al., "Relationship between tumor heterogeneity measured on FDG-PET/CT and pathological prognostic factors in invasive breast cancer," PLoS One 9(4), e94017 (2014).
    • (2014) PLoS One , vol.9 , Issue.4 , pp. e94017
    • Soussan, M.1
  • 15
    • 59149105325 scopus 로고    scopus 로고
    • Exploring feature-based approaches in PET images for predicting cancer treatment outcomes
    • I. El Naqa et al., "Exploring feature-based approaches in PET images for predicting cancer treatment outcomes," Pattern Recognit. 42(6), 1162-1171 (2009).
    • (2009) Pattern Recognit. , vol.42 , Issue.6 , pp. 1162-1171
    • El Naqa, I.1
  • 16
    • 84925507745 scopus 로고    scopus 로고
    • Zone-size nonuniformity of (18)F-FDG PET regional textural features predicts survival in patients with oropharyngeal cancer
    • N. M. Cheng et al., "Zone-size nonuniformity of (18)F-FDG PET regional textural features predicts survival in patients with oropharyngeal cancer," Eur. J. Nucl. Med. Mol. Imaging 42(3), 419-428 (2015).
    • (2015) Eur. J. Nucl. Med. Mol. Imaging , vol.42 , Issue.3 , pp. 419-428
    • Cheng, N.M.1
  • 17
    • 77956565862 scopus 로고    scopus 로고
    • Variability of textural features in FDG PET images due to different acquisition modes and reconstruction parameters
    • P. E. Galavis et al., "Variability of textural features in FDG PET images due to different acquisition modes and reconstruction parameters," Acta Oncol. 49(7), 1012-1016 (2010).
    • (2010) Acta Oncol. , vol.49 , Issue.7 , pp. 1012-1016
    • Galavis, P.E.1
  • 18
    • 84860776116 scopus 로고    scopus 로고
    • Reproducibility of tumor uptake heterogeneity characterization through textural feature analysis in 18F-FDG PET
    • F. Tixier et al., "Reproducibility of tumor uptake heterogeneity characterization through textural feature analysis in 18F-FDG PET," J. Nucl. Med. 53(5), 693-700 (2012).
    • (2012) J. Nucl. Med. , vol.53 , Issue.5 , pp. 693-700
    • Tixier, F.1
  • 19
    • 84899486643 scopus 로고    scopus 로고
    • Tumor texture analysis in 18F-FDG PET: Relationships between texture parameters, histogram indices, standardized uptake values, metabolic volumes, and total lesion glycolysis
    • F. Orlhac et al., "Tumor texture analysis in 18F-FDG PET: relationships between texture parameters, histogram indices, standardized uptake values, metabolic volumes, and total lesion glycolysis," J. Nucl. Med. 55(3), 414-422 (2014).
    • (2014) J. Nucl. Med. , vol.55 , Issue.3 , pp. 414-422
    • Orlhac, F.1
  • 20
    • 85019271045 scopus 로고    scopus 로고
    • FDG PET uptake characterization through texture analysis: Investigating the complementary nature of heterogeneity and functional tumor volume in a multi-cancer site patient cohort
    • M. Hatt et al., "FDG PET uptake characterization through texture analysis: investigating the complementary nature of heterogeneity and functional tumor volume in a multi-cancer site patient cohort," J. Nucl. Med. (2014).
    • (2014) J. Nucl. Med.
    • Hatt, M.1
  • 21
    • 84919326536 scopus 로고    scopus 로고
    • Comparison of texture features derived from static and respiratory-gated PET images in non-small cell lung cancer
    • S. Yip et al., "Comparison of texture features derived from static and respiratory-gated PET images in non-small cell lung cancer," PLoS One 9(12), e115510 (2014).
    • (2014) PLoS One , vol.9 , Issue.12 , pp. e115510
    • Yip, S.1
  • 22
    • 84885428106 scopus 로고    scopus 로고
    • Robustness of intratumour (1)(8)F-FDG PET uptake heterogeneity quantification for therapy response prediction in oesophageal carcinoma
    • M. Hatt et al., "Robustness of intratumour (1)(8)F-FDG PET uptake heterogeneity quantification for therapy response prediction in oesophageal carcinoma," Eur. J. Nucl. Med. Mol. Imaging 40(11), 1662-1671 (2013).
    • (2013) Eur. J. Nucl. Med. Mol. Imaging , vol.40 , Issue.11 , pp. 1662-1671
    • Hatt, M.1
  • 23
    • 0007965588 scopus 로고    scopus 로고
    • Simulating whole-body PET scanning with rapid analytical methods
    • C. Comtat et al., "Simulating whole-body PET scanning with rapid analytical methods," in IEEE Nuclear Science Symp. Conf. Record, Vol. 1263, pp. 1260-1264 (1999).
    • (1999) IEEE Nuclear Science Symp. Conf. Record , vol.1263 , pp. 1260-1264
    • Comtat, C.1
  • 24
    • 85019284426 scopus 로고    scopus 로고
    • (17 June)
    • University of Washington Imaging Research Laboratory, "ASIM PET simulator," http://depts.washington.edu/asimuw/ (17 June 2012).
    • (2012) ASIM PET Simulator
  • 25
    • 0003710941 scopus 로고    scopus 로고
    • NU 2-2012 NEMA Standards Publication, National Electrical Manufacturers Association, Washington, DC
    • NEMA Standards Publication NU 2-2012: Performance Measurements of Positron Emission Tomographs, National Electrical Manufacturers Association, Washington, DC (2013).
    • (2013) Performance Measurements of Positron Emission Tomographs
  • 26
    • 38549098170 scopus 로고    scopus 로고
    • Fully 3D PET iterative reconstruction using distance-driven projectors and native scanner geometry
    • IEEE (2006)
    • R. M. Manjeshwar et al., "Fully 3D PET iterative reconstruction using distance-driven projectors and native scanner geometry," in Nuclear Science Symp. Conf. Record, 2006, pp. 2804-2807, IEEE (2006).
    • (2006) Nuclear Science Symp. Conf. Record , pp. 2804-2807
    • Manjeshwar, R.M.1
  • 27
    • 0020974699 scopus 로고
    • Neighboring gray level dependence matrix for texture classification
    • C. Sun and W. G. Wee, "Neighboring gray level dependence matrix for texture classification," Comput. Vision Graphics Image Process. 23(3), 341-352 (1983).
    • (1983) Comput. Vision Graphics Image Process. , vol.23 , Issue.3 , pp. 341-352
    • Sun, C.1    Wee, W.G.2
  • 28
    • 0033097007 scopus 로고    scopus 로고
    • Texture analysis of SAR sea ice imagery using gray level co-occurrence matrices
    • L. K. Soh and C. Tsatsoulis, "Texture analysis of SAR sea ice imagery using gray level co-occurrence matrices," IEEE Trans. Geosci. Remote Sens. 37(2), 780-795 (1999).
    • (1999) IEEE Trans. Geosci. Remote Sens. , vol.37 , Issue.2 , pp. 780-795
    • Soh, L.K.1    Tsatsoulis, C.2
  • 29
    • 84891710353 scopus 로고    scopus 로고
    • Temporal analysis of intratumoral metabolic heterogeneity characterized by textural features in cervical cancer
    • F. Yang et al., "Temporal analysis of intratumoral metabolic heterogeneity characterized by textural features in cervical cancer," Eur. J. Nucl. Med. Mol. Imaging 40(5), 716-727 (2013).
    • (2013) Eur. J. Nucl. Med. Mol. Imaging , vol.40 , Issue.5 , pp. 716-727
    • Yang, F.1
  • 30
    • 78650106911 scopus 로고    scopus 로고
    • Anthropometric reference data for children and adults: United States, 2003-2006
    • M. A. McDowell et al., "Anthropometric reference data for children and adults: United States, 2003-2006," Natl Health Stat Report 10, pp. 1-48 (2008).
    • (2008) Natl Health Stat Report , vol.10 , pp. 1-48
    • McDowell, M.A.1
  • 31
    • 0032757213 scopus 로고    scopus 로고
    • Measurement of clinical and subclinical tumour response using [18F]-fluorodeoxyglucose and positron emission tomography: Review and 1999 EORTC recommendations. European organization for research and treatment of cancer (EORTC) PET study group
    • H. Young et al., "Measurement of clinical and subclinical tumour response using [18F]-fluorodeoxyglucose and positron emission tomography: review and 1999 EORTC recommendations. European Organization for Research and Treatment of Cancer (EORTC) PET Study Group," Eur. J. Cancer 35(13), 1773-1782 (1999).
    • (1999) Eur. J. Cancer , vol.35 , Issue.13 , pp. 1773-1782
    • Young, H.1
  • 32
    • 66149139452 scopus 로고    scopus 로고
    • From RECIST to PERCIST: Evolving considerations for PET response criteria in solid tumors
    • R. L. Wahl et al., "From RECIST to PERCIST: Evolving Considerations for PET response criteria in solid tumors," J. Nucl. Med. 50S1, 122S-150S (2009).
    • (2009) J. Nucl. Med. , vol.50 S1 , pp. 122S-150S
    • Wahl, R.L.1
  • 33
    • 78649970617 scopus 로고    scopus 로고
    • PET/CT standardized uptake values (SUVs) in clinical practice and assessing response to therapy
    • P. E. Kinahan and J. W. Fletcher, "PET/CT standardized uptake values (SUVs) in clinical practice and assessing response to therapy," Semin. Ultrasound CT MRI 31(6), 496-505 (2010).
    • (2010) Semin. Ultrasound CT MRI , vol.31 , Issue.6 , pp. 496-505
    • Kinahan, P.E.1    Fletcher, J.W.2
  • 35
    • 85019275780 scopus 로고    scopus 로고
    • A digital reference object for the analysis of PET SUV calculation accuracy
    • Epub ahead of print
    • L. Pierce et al., "A digital reference object for the analysis of PET SUV calculation accuracy," Radiology, Epub ahead of print (2015).
    • (2015) Radiology
    • Pierce, L.1


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