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Nomogram predicting response after chemoradiotherapy in rectal cancer using sequential PETCT imaging: A multicentric prospective study with external validation
- Source :
- Radiotherapy and Oncology, 113(2), 215-222. Elsevier Ireland Ltd
- Publication Year :
- 2014
-
Abstract
- Purpose To develop and externally validate a predictive model for pathologic complete response (pCR) for locally advanced rectal cancer (LARC) based on clinical features and early sequential 18 F-FDG PETCT imaging. Materials and methods Prospective data (i.a. THUNDER trial) were used to train ( N =112, MAASTRO Clinic) and validate ( N =78, Universita Cattolica del S. Cuore) the model for pCR (ypT0N0). All patients received long-course chemoradiotherapy (CRT) and surgery. Clinical parameters were age, gender, clinical tumour (cT) stage and clinical nodal (cN) stage. PET parameters were SUV max , SUV mean , metabolic tumour volume (MTV) and maximal tumour diameter, for which response indices between pre-treatment and intermediate scan were calculated. Using multivariate logistic regression, three probability groups for pCR were defined. Results The pCR rates were 21.4% (training) and 23.1% (validation). The selected predictive features for pCR were cT-stage, cN-stage, response index of SUV mean and maximal tumour diameter during treatment. The models' performances (AUC) were 0.78 (training) and 0.70 (validation). The high probability group for pCR resulted in 100% correct predictions for training and 67% for validation. The model is available on the website www.predictcancer.org. Conclusions The developed predictive model for pCR is accurate and externally validated. This model may assist in treatment decisions during CRT to select complete responders for a wait-and-see policy, good responders for extra RT boost and bad responders for additional chemotherapy.
- Subjects :
- Adult
Male
Tumour response
Colorectal cancer
Locally advanced
Logistic regression
Multimodal Imaging
030218 nuclear medicine & medical imaging
03 medical and health sciences
0302 clinical medicine
Fluorodeoxyglucose F18
Humans
Medicine
Radiology, Nuclear Medicine and imaging
Prospective Studies
Stage (cooking)
Rectal cancer
Prospective study
Prospective cohort study
Aged
Neoplasm Staging
Probability
Settore MED/36 - DIAGNOSTICA PER IMMAGINI E RADIOTERAPIA
Aged, 80 and over
Rectal Neoplasms
business.industry
External validation
Chemoradiotherapy
Hematology
Outcome prediction
Middle Aged
Nomogram
medicine.disease
18F-FDG PET imaging
Tumor Burden
3. Good health
Nomograms
Oncology
Radiology Nuclear Medicine and imaging
Positron-Emission Tomography
030220 oncology & carcinogenesis
Female
F-18-FDG PET imaging
Tomography, X-Ray Computed
business
Nuclear medicine
Subjects
Details
- Language :
- English
- ISSN :
- 01678140
- Volume :
- 113
- Issue :
- 2
- Database :
- OpenAIRE
- Journal :
- Radiotherapy and Oncology
- Accession number :
- edsair.doi.dedup.....9fdfc1a26e4042933ee5ecf8704bafdf