External validation of an NTCP model for acute esophageal toxicity in locally advanced NSCLC patients treated with intensity-modulated (chemo-)radiotherapy. Issue 2 (November 2018)
- Record Type:
- Journal Article
- Title:
- External validation of an NTCP model for acute esophageal toxicity in locally advanced NSCLC patients treated with intensity-modulated (chemo-)radiotherapy. Issue 2 (November 2018)
- Main Title:
- External validation of an NTCP model for acute esophageal toxicity in locally advanced NSCLC patients treated with intensity-modulated (chemo-)radiotherapy
- Authors:
- Dankers, Frank J.W.M.
Wijsman, Robin
Troost, Esther G.C.
Tissing-Tan, Caroline J.A.
Kwint, Margriet H.
Belderbos, José
de Ruysscher, Dirk
Hendriks, Lizza E.
de Geus-Oei, Lioe-Fee
Rodwell, Laura
Dekker, Andre
Monshouwer, René
Hoffmann, Aswin L.
Bussink, Johan - Abstract:
- Abstract: Background and purpose: We externally validated a previously established multivariable normal-tissue complication probability (NTCP) model for Grade ≥2 acute esophageal toxicity (AET) after intensity-modulated (chemo-)radiotherapy or volumetric-modulated arc therapy for locally advanced non-small cell lung cancer. Materials and methods: A total of 603 patients from five cohorts (A–E) within four different Dutch institutes were included. Using the NTCP model, containing predictors concurrent chemoradiotherapy, mean esophageal dose, gender and clinical tumor stage, the risk of Grade ≥2 AET was estimated per patient and model discrimination and (re)calibration performance were evaluated. Results: Four validation cohorts (A, B, D, E) experienced higher incidence of Grade ≥2 AET compared to the training cohort (49.3–70.2% vs 35.6%; borderline significant for one cohort, highly significant for three cohorts). Cohort C experienced lower Grade ≥2 AET incidence (21.7%, p < 0.001). For three cohorts (A–C), discriminative performance was similar to the training cohort (area under the curve (AUC) 0.81–0.89 vs 0.84). In the two remaining cohorts (D–E) the model showed poor discriminative power (AUC 0.64 and 0.63). Reasonable calibration performance was observed in two cohorts (A–B), and recalibration further improved performance in all three cohorts with good discrimination (A–C). Recalibration for the two poorly discriminating cohorts (D–E) did not improve performance.Abstract: Background and purpose: We externally validated a previously established multivariable normal-tissue complication probability (NTCP) model for Grade ≥2 acute esophageal toxicity (AET) after intensity-modulated (chemo-)radiotherapy or volumetric-modulated arc therapy for locally advanced non-small cell lung cancer. Materials and methods: A total of 603 patients from five cohorts (A–E) within four different Dutch institutes were included. Using the NTCP model, containing predictors concurrent chemoradiotherapy, mean esophageal dose, gender and clinical tumor stage, the risk of Grade ≥2 AET was estimated per patient and model discrimination and (re)calibration performance were evaluated. Results: Four validation cohorts (A, B, D, E) experienced higher incidence of Grade ≥2 AET compared to the training cohort (49.3–70.2% vs 35.6%; borderline significant for one cohort, highly significant for three cohorts). Cohort C experienced lower Grade ≥2 AET incidence (21.7%, p < 0.001). For three cohorts (A–C), discriminative performance was similar to the training cohort (area under the curve (AUC) 0.81–0.89 vs 0.84). In the two remaining cohorts (D–E) the model showed poor discriminative power (AUC 0.64 and 0.63). Reasonable calibration performance was observed in two cohorts (A–B), and recalibration further improved performance in all three cohorts with good discrimination (A–C). Recalibration for the two poorly discriminating cohorts (D–E) did not improve performance. Conclusions: The NTCP model for AET prediction was successfully validated in three out of five patient cohorts (AUC ≥0.80). The model did not perform well in two cohorts, which included patients receiving substantially different treatment. Before applying the model in clinical practice, validation of discrimination and (re)calibration performance in a local cohort is recommended. … (more)
- Is Part Of:
- Radiotherapy and oncology. Volume 129:Issue 2(2018)
- Journal:
- Radiotherapy and oncology
- Issue:
- Volume 129:Issue 2(2018)
- Issue Display:
- Volume 129, Issue 2 (2018)
- Year:
- 2018
- Volume:
- 129
- Issue:
- 2
- Issue Sort Value:
- 2018-0129-0002-0000
- Page Start:
- 249
- Page End:
- 256
- Publication Date:
- 2018-11
- Subjects:
- Non-small cell lung cancer -- Acute esophagitis -- Intensity-modulated radiation therapy -- Predictive modeling -- External validation
Oncology -- Periodicals
Radiotherapy -- Periodicals
Tumors -- Periodicals
Medical Oncology -- Periodicals
Neoplasms -- radiotherapy -- Periodicals
Radiotherapy -- Periodicals
Radiothérapie -- Périodiques
Cancérologie -- Périodiques
Tumeurs -- Périodiques
Electronic journals
616.9940642 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01678140 ↗
http://www.clinicalkey.com/dura/browse/journalIssue/01678140 ↗
http://www.clinicalkey.com.au/dura/browse/journalIssue/01678140 ↗
http://www.estro.org/ ↗
http://www.elsevier.com/journals ↗
http://www.journals.elsevier.com/radiotherapy-and-oncology/ ↗ - DOI:
- 10.1016/j.radonc.2018.07.021 ↗
- Languages:
- English
- ISSNs:
- 0167-8140
- Deposit Type:
- Legaldeposit
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