TY - JOUR
T1 - A novel spectroscopically determined pharmacodynamic biomarker for skin toxicity in cancer patients treated with targeted agents
AU - Azan, Antoine
AU - Caspers, Peter J.
AU - Bakker Schut, Tom C.
AU - Roy, Séverine
AU - Boutros, Céline
AU - Mateus, Christine
AU - Routier, Emilie
AU - Besse, Benjamin
AU - Planchard, David
AU - Seck, Atmane
AU - Kom, Nyam Kamsu
AU - Tomasic, Gorana
AU - Koljenović, Senada
AU - Hegt, Vincent Noordhoek
AU - Texier, Matthieu
AU - Lanoy, Emilie
AU - Eggermont, Alexander M.M.
AU - Paci, Angelo
AU - Robert, Caroline
AU - Puppels, Gerwin J.
AU - Mir, Lluis M.
N1 - Publisher Copyright:
©2016 AACR.
PY - 2017/1/15
Y1 - 2017/1/15
N2 - Raman spectroscopy is a noninvasive and label-free optical technique that provides detailed information about the molecular composition of a sample. In this study, we evaluated the potential of Raman spectroscopy to predict skin toxicity due to tyrosine kinase inhibitors treatment. We acquired Raman spectra of skin of patients undergoing treatment with MEK, EGFR, or BRAF inhibitors, which are known to induce severe skin toxicity; for this pilot study, three patients were included for each inhibitor. Our algorithm, based on partial least squares-discriminant analysis (PLS-DA) and cross-validation by bootstrapping, discriminated to variable degrees spectra from patient suffering and not suffering cutaneous adverse events. For MEK and EGFR inhibitors, discriminative power was more than 90% in the viable epidermis skin layer; whereas for BRAF inhibitors, discriminative power was 71%. There was a 81.5% correlation between blood drug concentration and Raman signature of skin in the case of EGFR inhibitors and viable epidermis skin layer. Our results demonstrate the power of Raman spectroscopy to detect apparition of skin toxicity in patients treated with tyrosine kinase inhibitors at levels not detectable via dermatological inspection and histological evaluation.
AB - Raman spectroscopy is a noninvasive and label-free optical technique that provides detailed information about the molecular composition of a sample. In this study, we evaluated the potential of Raman spectroscopy to predict skin toxicity due to tyrosine kinase inhibitors treatment. We acquired Raman spectra of skin of patients undergoing treatment with MEK, EGFR, or BRAF inhibitors, which are known to induce severe skin toxicity; for this pilot study, three patients were included for each inhibitor. Our algorithm, based on partial least squares-discriminant analysis (PLS-DA) and cross-validation by bootstrapping, discriminated to variable degrees spectra from patient suffering and not suffering cutaneous adverse events. For MEK and EGFR inhibitors, discriminative power was more than 90% in the viable epidermis skin layer; whereas for BRAF inhibitors, discriminative power was 71%. There was a 81.5% correlation between blood drug concentration and Raman signature of skin in the case of EGFR inhibitors and viable epidermis skin layer. Our results demonstrate the power of Raman spectroscopy to detect apparition of skin toxicity in patients treated with tyrosine kinase inhibitors at levels not detectable via dermatological inspection and histological evaluation.
UR - http://www.scopus.com/inward/record.url?scp=85018160921&partnerID=8YFLogxK
U2 - 10.1158/0008-5472.CAN-16-1733
DO - 10.1158/0008-5472.CAN-16-1733
M3 - Article
C2 - 27836854
AN - SCOPUS:85018160921
SN - 0008-5472
VL - 77
SP - 557
EP - 565
JO - Cancer Research
JF - Cancer Research
IS - 2
ER -