BILL CD8 – A Multivariable Survival Model as a Simple and Clinically Useful Prognostic Tool to Identify High-risk Cutaneous Melanoma Patients

Przemysław Biecek , Piotr Donizy , Agnieszka Halon , Rafal Matkowski


To develop a multivariable survival model based on histopathological parameters that would provide the best possible estimate of the risk of death in cutaneous melanoma patients. Materials and Methods: Breslow thickness and Infiltrating Lymphocytes (BILLCD8) is based on two key parameters, namely Breslow thickness and tumor-infiltrating lymphocytes (TILs) shown to be the most important prognostic factors using logistic regression model. The next step was to apply a decision tree method to analyze the impact of the percentage of CD8+ lymphocytes on the risk of cancer death. Results: A patient is given two points if Breslow thickness is >2 mm and one point if TILs are not found in the tumor. The probability of death over a 4-year follow-up is 75% if the patient′s score is 3 points; in patients with 0 point score the risk of death is 0%. A significant positive impact of high percentage of CD8+ lymphocytes on the risk of death was shown in the subgroup of melanoma patients with Breslow thickness >2 mm where the risk of death is only 28%. In the case of low percentage of CD8+ lymphocytes in melanomas with Breslow thickness over 2 mm, the risk is as high as 67%. Conclusion: Breslow thickness and TILs, with the evaluation of the CD8+ lymphocytes, may be used for precise prognostic stratification of patients and may help intensify the follow-up, diagnose a relapse sooner and apply proper treatment.
Author Przemysław Biecek (FMIS / DCSDCAM)
Przemysław Biecek,,
- Department of CAD/CAM Systems Design and Computer-Aided Medicine
, Piotr Donizy
Piotr Donizy,,
, Agnieszka Halon
Agnieszka Halon,,
, Rafal Matkowski
Rafal Matkowski,,
Journal seriesAnticancer Research, ISSN 0250-7005
Issue year2016
Publication size in sheets0.5
Keywords in EnglishMelanoma, survival models
ASJC Classification1306 Cancer Research; 2730 Oncology; 2700 General Medicine
Abstract in PolishKonstrukcja modelu określającego ryzyka niepowodzenia leczenia u pacjentów z melanoma
Languageen angielski
Score (nominal)20
Score sourcejournalList
ScoreMinisterial score = 20.0, 30-01-2020, ArticleFromJournal
Ministerial score (2013-2016) = 20.0, 30-01-2020, ArticleFromJournal
Publication indicators Scopus Citations = 0; WoS Citations = 0; Scopus SNIP (Source Normalised Impact per Paper): 2016 = 0.676; WoS Impact Factor: 2016 = 1.937 (2) - 2016=1.925 (5)
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