Identification of tumor tissue-derived DNA methylation biomarkers for the detection and therapy response evaluation of metastatic castration resistant prostate cancer in liquid biopsies

Aside from genetic alterations, epigenetic tumor-specific changes including DNA methylation are measurable in ctDNA and CTCs and their potential as diagnostic, prognostic and predictive epigenetic biomarkers has been demonstrated in a large number of studies although only few have made it into clini...

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Published inMolecular cancer Vol. 21; no. 1; pp. 7 - 8
Main Authors Dillinger, Thomas, Sheibani-Tezerji, Raheleh, Pulverer, Walter, Stelzer, Ines, Hassler, Melanie R., Scheibelreiter, Janine, Pérez Malla, Carlos Uziel, Kuroll, Madeleine, Domazet, Sandra, Redl, Elisa, Ely, Sarah, Brezina, Stefanie, Tiefenbacher, Andreas, Rebhan, Katharina, Hübner, Nicolai, Grubmüller, Bernhard, Mitterhauser, Markus, Hacker, Marcus, Weinhaeusel, Andreas, Simon, Judit, Zeitlinger, Markus, Gsur, Andrea, Kramer, Gero, Shariat, Shahrokh F., Kenner, Lukas, Egger, Gerda
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Published England BioMed Central Ltd 03.01.2022
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Abstract Aside from genetic alterations, epigenetic tumor-specific changes including DNA methylation are measurable in ctDNA and CTCs and their potential as diagnostic, prognostic and predictive epigenetic biomarkers has been demonstrated in a large number of studies although only few have made it into clinical practice, yet [7]. Next, the 92 analyzed marker candidates were used for prediction model calculations by inputting PMR values for class prediction models based on different algorithms including Diagonal Linear Discriminant Analysis (DLDA), Nearest Centroid Predictor, k-Nearest-Neighbor Predictor, Support Vector Machines and (Bayesian) Compound Covariate Predictor (BCCP/CCP). Together, these data suggest that mCRPC can be identified based on methylation signatures with high accuracy, whereas organ-confined PCa with Gleason scores lower than 9 cannot be differentiated from benign samples, most likely due to limited amounts of ctDNA, which was also described in other studies analyzing DNA methylation in localized PCa patients using digital droplet PCR [11, 12]. When performing fragment analysis of a subset of benign, localized PCa and mCRPC plasma samples (n=20 per group), we observed a significant shift of the mean cfDNA fragment size from 175 bp in benign and localized PCa (range 168 - 183bp) to 168 bp in mCRPC (range 145 – 179 bp) samples (Figure S2I). [...]our markers might be suitable to identify high risk patients, who have already developed micrometastases, which cannot be detected by regular computed tomography (CT).
AbstractList Aside from genetic alterations, epigenetic tumor-specific changes including DNA methylation are measurable in ctDNA and CTCs and their potential as diagnostic, prognostic and predictive epigenetic biomarkers has been demonstrated in a large number of studies although only few have made it into clinical practice, yet [7]. Next, the 92 analyzed marker candidates were used for prediction model calculations by inputting PMR values for class prediction models based on different algorithms including Diagonal Linear Discriminant Analysis (DLDA), Nearest Centroid Predictor, k-Nearest-Neighbor Predictor, Support Vector Machines and (Bayesian) Compound Covariate Predictor (BCCP/CCP). Together, these data suggest that mCRPC can be identified based on methylation signatures with high accuracy, whereas organ-confined PCa with Gleason scores lower than 9 cannot be differentiated from benign samples, most likely due to limited amounts of ctDNA, which was also described in other studies analyzing DNA methylation in localized PCa patients using digital droplet PCR [11, 12]. When performing fragment analysis of a subset of benign, localized PCa and mCRPC plasma samples (n=20 per group), we observed a significant shift of the mean cfDNA fragment size from 175 bp in benign and localized PCa (range 168 - 183bp) to 168 bp in mCRPC (range 145 – 179 bp) samples (Figure S2I). [...]our markers might be suitable to identify high risk patients, who have already developed micrometastases, which cannot be detected by regular computed tomography (CT).
ArticleNumber 7
Audience Academic
Author Redl, Elisa
Stelzer, Ines
Kuroll, Madeleine
Hacker, Marcus
Tiefenbacher, Andreas
Zeitlinger, Markus
Scheibelreiter, Janine
Brezina, Stefanie
Egger, Gerda
Grubmüller, Bernhard
Rebhan, Katharina
Mitterhauser, Markus
Shariat, Shahrokh F.
Hassler, Melanie R.
Ely, Sarah
Sheibani-Tezerji, Raheleh
Weinhaeusel, Andreas
Pulverer, Walter
Pérez Malla, Carlos Uziel
Simon, Judit
Gsur, Andrea
Hübner, Nicolai
Dillinger, Thomas
Kenner, Lukas
Domazet, Sandra
Kramer, Gero
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Snippet Aside from genetic alterations, epigenetic tumor-specific changes including DNA methylation are measurable in ctDNA and CTCs and their potential as diagnostic,...
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SubjectTerms Analysis
Androgens
Bayesian analysis
Biomarkers
Biomarkers, Tumor
Biopsy
Breast cancer
Cancer
Cancer therapies
Candidates
Castration
Computational Biology - methods
Computed tomography
Deoxyribonucleic acid
Development and progression
Discriminant analysis
Disease Management
Disease Susceptibility
DNA
DNA Methylation
Epigenesis, Genetic
Epigenetics
Epigenomics - methods
Gene Expression Profiling
Genes
Genetic aspects
Humans
Letter to the Editor
Liquid Biopsy - methods
Male
Mathematical models
Metastases
Metastasis
Methylation
Nearest-neighbor
Patients
Plasma
Prediction models
Prognosis
Prostate cancer
Prostatic Neoplasms, Castration-Resistant - blood
Prostatic Neoplasms, Castration-Resistant - diagnosis
Prostatic Neoplasms, Castration-Resistant - genetics
Prostatic Neoplasms, Castration-Resistant - therapy
Risk groups
Treatment Outcome
Tumors
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Title Identification of tumor tissue-derived DNA methylation biomarkers for the detection and therapy response evaluation of metastatic castration resistant prostate cancer in liquid biopsies
URI https://www.ncbi.nlm.nih.gov/pubmed/34980142
https://www.proquest.com/docview/2621079411
https://www.proquest.com/docview/2616599502
https://pubmed.ncbi.nlm.nih.gov/PMC8722310
https://doaj.org/article/e7cd2e9f7a7d44b397802c49e598064c
Volume 21
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