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Erschienen in: La radiologia medica 3/2018

01.03.2018 | ABDOMINAL RADIOLOGY

Haralick’s texture features for the prediction of response to therapy in colorectal cancer: a preliminary study

verfasst von: Damiano Caruso, Marta Zerunian, Maria Ciolina, Domenico de Santis, Marco Rengo, Mumtaz H. Soomro, Gaetano Giunta, Silvia Conforto, Maurizio Schmid, Emanuele Neri, Andrea Laghi

Erschienen in: La radiologia medica | Ausgabe 3/2018

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Abstract

Purpose

Haralick features Texture analysis is a recent oncologic imaging biomarker used to assess quantitatively the heterogeneity within a tumor. The aim of this study is to evaluate which Haralick’s features are the most feasible in predicting tumor response to neoadjuvant chemoradiotherapy (CRT) in colorectal cancer.

Materials and Methods

After MRI and histological assessment, eight patients were enrolled and divided into two groups based on response to neoadjuvant CRT in complete responders (CR) and non-responders (NR). Oblique Axial T2-weighted MRI sequences before CRT were analyzed by two radiologists in consensus drawing a ROI around the tumor. 14 over 192 Haralick’s features were extrapolated from normalized gray-level co-occurrence matrix in four different directions. A dedicated statistical analysis was performed to evaluate distribution of the extracted Haralick’s features computing mean and standard deviation.

Results

Pretreatment MRI examination showed significant value (p < 0.05) of 5 over 14 computed Haralick texture. In particular, the significant features are the following: concerning energy, contrast, correlation, entropy and inverse difference moment.

Conclusions

Five Haralick’s features showed significant relevance in the prediction of response to therapy in colorectal cancer and might be used as additional imaging biomarker in the oncologic management of colorectal patients.
Literatur
1.
Zurück zum Zitat Beets-Tan RG, Lambregts DM, Maas M, Bipat S, Barbaro B, Caseiro-Alves F, Curvo-Semedo L, Fenlon HM, Gollub MJ, Gourtsoyianni S, Halligan S, Hoeffel C, Kim SH, Laghi A, Maier A, Rafaelsen SR, Stoker J, Taylor SA, Torkzad MR, Blomqvist L (2013) Magnetic resonance imaging for the clinical management of rectal cancer patients: recommendations from the 2012 European Society of Gastrointestinal and Abdominal Radiology (ESGAR) consensus meeting. Eur Radiol 23(9):2522–2531. https://doi.org/10.1007/s00330-013-2864-4 CrossRefPubMed Beets-Tan RG, Lambregts DM, Maas M, Bipat S, Barbaro B, Caseiro-Alves F, Curvo-Semedo L, Fenlon HM, Gollub MJ, Gourtsoyianni S, Halligan S, Hoeffel C, Kim SH, Laghi A, Maier A, Rafaelsen SR, Stoker J, Taylor SA, Torkzad MR, Blomqvist L (2013) Magnetic resonance imaging for the clinical management of rectal cancer patients: recommendations from the 2012 European Society of Gastrointestinal and Abdominal Radiology (ESGAR) consensus meeting. Eur Radiol 23(9):2522–2531. https://​doi.​org/​10.​1007/​s00330-013-2864-4 CrossRefPubMed
8.
12.
Zurück zum Zitat Gollub MJ, Gultekin DH, Akin O, Do RK, Fuqua JL 3rd, Gonen M, Kuk D, Weiser M, Saltz L, Schrag D, Goodman K, Paty P, Guillem J, Nash GM, Temple L, Shia J, Schwartz LH (2012) Dynamic contrast enhanced-MRI for the detection of pathological complete response to neoadjuvant chemotherapy for locally advanced rectal cancer. Eur Radiol 22(4):821–831. https://doi.org/10.1007/s00330-011-2321-1 CrossRefPubMed Gollub MJ, Gultekin DH, Akin O, Do RK, Fuqua JL 3rd, Gonen M, Kuk D, Weiser M, Saltz L, Schrag D, Goodman K, Paty P, Guillem J, Nash GM, Temple L, Shia J, Schwartz LH (2012) Dynamic contrast enhanced-MRI for the detection of pathological complete response to neoadjuvant chemotherapy for locally advanced rectal cancer. Eur Radiol 22(4):821–831. https://​doi.​org/​10.​1007/​s00330-011-2321-1 CrossRefPubMed
14.
15.
Zurück zum Zitat De Cecco CN, Ciolina M, Caruso D, Rengo M, Ganeshan B, Meinel FG, Musio D, De Felice F, Tombolini V, Laghi A (2016) Performance of diffusion-weighted imaging, perfusion imaging, and texture analysis in predicting tumoral response to neoadjuvant chemoradiotherapy in rectal cancer patients studied with 3T MR: initial experience. Abdom Radiol (NY) 41(9):1728–1735. https://doi.org/10.1007/s00261-016-0733-8 CrossRefPubMed De Cecco CN, Ciolina M, Caruso D, Rengo M, Ganeshan B, Meinel FG, Musio D, De Felice F, Tombolini V, Laghi A (2016) Performance of diffusion-weighted imaging, perfusion imaging, and texture analysis in predicting tumoral response to neoadjuvant chemoradiotherapy in rectal cancer patients studied with 3T MR: initial experience. Abdom Radiol (NY) 41(9):1728–1735. https://​doi.​org/​10.​1007/​s00261-016-0733-8 CrossRefPubMed
19.
20.
Zurück zum Zitat Jalil O, Afaq A, Ganeshan B, Patel UB, Boone D, Endozo R, Groves A, Sizer B, Arulampalam T (2017) Magnetic resonance based texture parameters as potential imaging biomarkers for predicting long-term survival in locally advanced rectal cancer treated by chemoradiotherapy. Colorectal Dis 19(4):349–362. https://doi.org/10.1111/codi.13496 CrossRefPubMed Jalil O, Afaq A, Ganeshan B, Patel UB, Boone D, Endozo R, Groves A, Sizer B, Arulampalam T (2017) Magnetic resonance based texture parameters as potential imaging biomarkers for predicting long-term survival in locally advanced rectal cancer treated by chemoradiotherapy. Colorectal Dis 19(4):349–362. https://​doi.​org/​10.​1111/​codi.​13496 CrossRefPubMed
24.
Zurück zum Zitat Yoo TS, Ackerman MJ, Lorensen WE, Schroeder W, Chalana V, Aylward S, Metaxas D, Whitaker R (2002) Engineering and algorithm design for an image processing Api: a technical report on ITK–the insight toolkit. Stud Health Technol Inform 85:586–592PubMed Yoo TS, Ackerman MJ, Lorensen WE, Schroeder W, Chalana V, Aylward S, Metaxas D, Whitaker R (2002) Engineering and algorithm design for an image processing Api: a technical report on ITK–the insight toolkit. Stud Health Technol Inform 85:586–592PubMed
26.
Zurück zum Zitat Soomro MH, Giunta G, Laghi A, Caruso D, Ciolina M, Marchis CD, Conforto S, Schmid M (2017) Haralick’s texture analysis applied to colorectal T2-weighted MRI: a preliminary study of significance for cancer evolution. In: Biomedical Engineering, 03 Feb 2017. ACTA Press, Alberta https://doi.org/10.2316/P.2016.852-019 Soomro MH, Giunta G, Laghi A, Caruso D, Ciolina M, Marchis CD, Conforto S, Schmid M (2017) Haralick’s texture analysis applied to colorectal T2-weighted MRI: a preliminary study of significance for cancer evolution. In: Biomedical Engineering, 03 Feb 2017. ACTA Press, Alberta https://​doi.​org/​10.​2316/​P.​2016.​852-019
27.
Zurück zum Zitat Wibmer A, Hricak H, Gondo T, Matsumoto K, Veeraraghavan H, Fehr D, Zheng J, Goldman D, Moskowitz C, Fine SW, Reuter VE, Eastham J, Sala E, Vargas HA (2015) Haralick texture analysis of prostate MRI: utility for differentiating non-cancerous prostate from prostate cancer and differentiating prostate cancers with different Gleason scores. Eur Radiol 25(10):2840–2850. https://doi.org/10.1007/s00330-015-3701-8 CrossRefPubMedPubMedCentral Wibmer A, Hricak H, Gondo T, Matsumoto K, Veeraraghavan H, Fehr D, Zheng J, Goldman D, Moskowitz C, Fine SW, Reuter VE, Eastham J, Sala E, Vargas HA (2015) Haralick texture analysis of prostate MRI: utility for differentiating non-cancerous prostate from prostate cancer and differentiating prostate cancers with different Gleason scores. Eur Radiol 25(10):2840–2850. https://​doi.​org/​10.​1007/​s00330-015-3701-8 CrossRefPubMedPubMedCentral
Metadaten
Titel
Haralick’s texture features for the prediction of response to therapy in colorectal cancer: a preliminary study
verfasst von
Damiano Caruso
Marta Zerunian
Maria Ciolina
Domenico de Santis
Marco Rengo
Mumtaz H. Soomro
Gaetano Giunta
Silvia Conforto
Maurizio Schmid
Emanuele Neri
Andrea Laghi
Publikationsdatum
01.03.2018
Verlag
Springer Milan
Erschienen in
La radiologia medica / Ausgabe 3/2018
Print ISSN: 0033-8362
Elektronische ISSN: 1826-6983
DOI
https://doi.org/10.1007/s11547-017-0833-8

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