<scp>SERS</scp>‐Based Assessment of <scp>DNA</scp> Methylation for the Evaluation of Measurable Residual Disease in Acute Promyelocytic Leukaemia

Acute promyelocytic leukaemia (APL) is a type of acute myeloid leukaemia characterised by the reciprocal translocation t(15;17), which offers a unique possibility for measurable residual disease (MRD) monitoring by PCR amplification of the PML-RARA transcripts. Surface-enhanced Raman scattering (SERS) is a laser molecular spectroscopy technique that allows the rapid analysis of changes in the DNA methylation pattern associated with malignant transformation. In this study involving 49 DNA samples from bone marrow aspirations from patients with APL, we showed that the DNA from MRD-positive samples exhibited lower SERS intensities of the band at 730 cm<sup>-1</sup> attributed to adenine. Next, we used the scores derived from principal component analysis (PCA) as input data for machine learning algorithms trained to categorise SERS spectra based on MRD status. The results showed that the highest classification accuracy was achieved by logistic regression, yielding an area under the ROC curve (AUROC) of 0.90. In addition, PCA showed that samples corresponding to patients with FLT3-ITD mutations had a tendency for unsupervised clustering irrespective of MRD status. These results suggest that SERS analysis of DNA represents a promising method for the MRD monitoring of APL patients. Future validation of these findings in large prospective studies is warranted.

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Journal
Journal of Cellular and Molecular Medicine
Published
2025-03-01
DOI
https://doi.org/10.1111/jcmm.70244
Citations
4
Primary Topic
Retinoids in leukemia and cellular processes
Type
article
Field-Weighted Citation Impact
3.22

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article

SERS‐Based Assessment of DNA Methylation for the Evaluation of Measurable Residual Disease in Acute Promyelocytic Leukaemia

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4 citations
Journal of Cellular and Molecular Medicine
Retinoids in leukemia and cellular processes
3.22
article

SERS‐Based Assessment of DNA Methylation for the Evaluation of Measurable Residual Disease in Acute Promyelocytic Leukaemia

Diana Cenariu, Diana Gulei, Nicolae Leopold, Adrian Bogdan Țigu, Ștefania D. Iancu, Vlad Moisoiu, Gabriela Ion, Dávid Kegyes, Alexandra Ghiaur, Daniel Coriu, Camelia Stancioaica, Mihaela Dragomir, Mădălina Nistor, Anamaria Bancos, Codruta Buldus, Ciprian Tomuleasa, Bogdan Ionescu, Cristina Buran
article en
4 citations

Abstract

Acute promyelocytic leukaemia (APL) is a type of acute myeloid leukaemia characterised by the reciprocal translocation t(15;17), which offers a unique possibility for measurable residual disease (MRD) monitoring by PCR amplification of the PML-RARA transcripts. Surface-enhanced Raman scattering (SERS) is a laser molecular spectroscopy technique that allows the rapid analysis of changes in the DNA methylation pattern associated with malignant transformation. In this study involving 49 DNA samples from bone marrow aspirations from patients with APL, we showed that the DNA from MRD-positive samples exhibited lower SERS intensities of the band at 730 cm<sup>-1</sup> attributed to adenine. Next, we used the scores derived from principal component analysis (PCA) as input data for machine learning algorithms trained to categorise SERS spectra based on MRD status. The results showed that the highest classification accuracy was achieved by logistic regression, yielding an area under the ROC curve (AUROC) of 0.90. In addition, PCA showed that samples corresponding to patients with FLT3-ITD mutations had a tendency for unsupervised clustering irrespective of MRD status. These results suggest that SERS analysis of DNA represents a promising method for the MRD monitoring of APL patients. Future validation of these findings in large prospective studies is warranted.

Journal of Cellular and Molecular MedicineVol. 29(5)
Iuliu Hațieganu University of Medicine and Pharmacy (RO), Babeș-Bolyai University (RO), Institutul Clinic Fundeni (RO)
European Hematology Association
Openalex Percentile: Top 9%
Retinoids in leukemia and cellular processes
3.22
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