Identification of a biomarker panel for improvement of prostate cancer diagnosis by volatile metabolic profiling of urine

Background The lack of sensitive and specific biomarkers for the early detection of prostate cancer (PCa) is a major hurdle to improve patient management. Methods A metabolomics approach based on GC-MS was used to investigate the performance of volatile organic compounds (VOCs) in general and, more...

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Published inBritish journal of cancer Vol. 121; no. 10; pp. 857 - 868
Main Authors Lima, Ana Rita, Pinto, Joana, Azevedo, Ana Isabel, Barros-Silva, Daniela, Jerónimo, Carmen, Henrique, Rui, de Lourdes Bastos, Maria, Guedes de Pinho, Paula, Carvalho, Márcia
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 12.11.2019
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Abstract Background The lack of sensitive and specific biomarkers for the early detection of prostate cancer (PCa) is a major hurdle to improve patient management. Methods A metabolomics approach based on GC-MS was used to investigate the performance of volatile organic compounds (VOCs) in general and, more specifically, volatile carbonyl compounds (VCCs) present in urine as potential markers for PCa detection. Results Results showed that PCa patients ( n  = 40) can be differentiated from cancer-free subjects ( n  = 42) based on their urinary volatile profile in both VOCs and VCCs models, unveiling significant differences in the levels of several metabolites. The models constructed were further validated using an external validation set ( n  = 18 PCa and n  = 18 controls) to evaluate sensitivity, specificity and accuracy of the urinary volatile profile to discriminate PCa from controls. The VOCs model disclosed 78% sensitivity, 94% specificity and 86% accuracy, whereas the VCCs model achieved the same sensitivity, a specificity of 100% and an accuracy of 89%. Our findings unveil a panel of 6 volatile compounds significantly altered in PCa patients’ urine samples that was able to identify PCa, with a sensitivity of 89%, specificity of 83%, and accuracy of 86%. Conclusions It is disclosed a biomarker panel with potential to be used as a non-invasive diagnostic tool for PCa.
AbstractList BackgroundThe lack of sensitive and specific biomarkers for the early detection of prostate cancer (PCa) is a major hurdle to improve patient management.MethodsA metabolomics approach based on GC-MS was used to investigate the performance of volatile organic compounds (VOCs) in general and, more specifically, volatile carbonyl compounds (VCCs) present in urine as potential markers for PCa detection.ResultsResults showed that PCa patients (n = 40) can be differentiated from cancer-free subjects (n = 42) based on their urinary volatile profile in both VOCs and VCCs models, unveiling significant differences in the levels of several metabolites. The models constructed were further validated using an external validation set (n = 18 PCa and n = 18 controls) to evaluate sensitivity, specificity and accuracy of the urinary volatile profile to discriminate PCa from controls. The VOCs model disclosed 78% sensitivity, 94% specificity and 86% accuracy, whereas the VCCs model achieved the same sensitivity, a specificity of 100% and an accuracy of 89%. Our findings unveil a panel of 6 volatile compounds significantly altered in PCa patients’ urine samples that was able to identify PCa, with a sensitivity of 89%, specificity of 83%, and accuracy of 86%.ConclusionsIt is disclosed a biomarker panel with potential to be used as a non-invasive diagnostic tool for PCa.
Background The lack of sensitive and specific biomarkers for the early detection of prostate cancer (PCa) is a major hurdle to improve patient management. Methods A metabolomics approach based on GC-MS was used to investigate the performance of volatile organic compounds (VOCs) in general and, more specifically, volatile carbonyl compounds (VCCs) present in urine as potential markers for PCa detection. Results Results showed that PCa patients ( n  = 40) can be differentiated from cancer-free subjects ( n  = 42) based on their urinary volatile profile in both VOCs and VCCs models, unveiling significant differences in the levels of several metabolites. The models constructed were further validated using an external validation set ( n  = 18 PCa and n  = 18 controls) to evaluate sensitivity, specificity and accuracy of the urinary volatile profile to discriminate PCa from controls. The VOCs model disclosed 78% sensitivity, 94% specificity and 86% accuracy, whereas the VCCs model achieved the same sensitivity, a specificity of 100% and an accuracy of 89%. Our findings unveil a panel of 6 volatile compounds significantly altered in PCa patients’ urine samples that was able to identify PCa, with a sensitivity of 89%, specificity of 83%, and accuracy of 86%. Conclusions It is disclosed a biomarker panel with potential to be used as a non-invasive diagnostic tool for PCa.
The lack of sensitive and specific biomarkers for the early detection of prostate cancer (PCa) is a major hurdle to improve patient management. A metabolomics approach based on GC-MS was used to investigate the performance of volatile organic compounds (VOCs) in general and, more specifically, volatile carbonyl compounds (VCCs) present in urine as potential markers for PCa detection. Results showed that PCa patients (n = 40) can be differentiated from cancer-free subjects (n = 42) based on their urinary volatile profile in both VOCs and VCCs models, unveiling significant differences in the levels of several metabolites. The models constructed were further validated using an external validation set (n = 18 PCa and n = 18 controls) to evaluate sensitivity, specificity and accuracy of the urinary volatile profile to discriminate PCa from controls. The VOCs model disclosed 78% sensitivity, 94% specificity and 86% accuracy, whereas the VCCs model achieved the same sensitivity, a specificity of 100% and an accuracy of 89%. Our findings unveil a panel of 6 volatile compounds significantly altered in PCa patients' urine samples that was able to identify PCa, with a sensitivity of 89%, specificity of 83%, and accuracy of 86%. It is disclosed a biomarker panel with potential to be used as a non-invasive diagnostic tool for PCa.
The lack of sensitive and specific biomarkers for the early detection of prostate cancer (PCa) is a major hurdle to improve patient management.BACKGROUNDThe lack of sensitive and specific biomarkers for the early detection of prostate cancer (PCa) is a major hurdle to improve patient management.A metabolomics approach based on GC-MS was used to investigate the performance of volatile organic compounds (VOCs) in general and, more specifically, volatile carbonyl compounds (VCCs) present in urine as potential markers for PCa detection.METHODSA metabolomics approach based on GC-MS was used to investigate the performance of volatile organic compounds (VOCs) in general and, more specifically, volatile carbonyl compounds (VCCs) present in urine as potential markers for PCa detection.Results showed that PCa patients (n = 40) can be differentiated from cancer-free subjects (n = 42) based on their urinary volatile profile in both VOCs and VCCs models, unveiling significant differences in the levels of several metabolites. The models constructed were further validated using an external validation set (n = 18 PCa and n = 18 controls) to evaluate sensitivity, specificity and accuracy of the urinary volatile profile to discriminate PCa from controls. The VOCs model disclosed 78% sensitivity, 94% specificity and 86% accuracy, whereas the VCCs model achieved the same sensitivity, a specificity of 100% and an accuracy of 89%. Our findings unveil a panel of 6 volatile compounds significantly altered in PCa patients' urine samples that was able to identify PCa, with a sensitivity of 89%, specificity of 83%, and accuracy of 86%.RESULTSResults showed that PCa patients (n = 40) can be differentiated from cancer-free subjects (n = 42) based on their urinary volatile profile in both VOCs and VCCs models, unveiling significant differences in the levels of several metabolites. The models constructed were further validated using an external validation set (n = 18 PCa and n = 18 controls) to evaluate sensitivity, specificity and accuracy of the urinary volatile profile to discriminate PCa from controls. The VOCs model disclosed 78% sensitivity, 94% specificity and 86% accuracy, whereas the VCCs model achieved the same sensitivity, a specificity of 100% and an accuracy of 89%. Our findings unveil a panel of 6 volatile compounds significantly altered in PCa patients' urine samples that was able to identify PCa, with a sensitivity of 89%, specificity of 83%, and accuracy of 86%.It is disclosed a biomarker panel with potential to be used as a non-invasive diagnostic tool for PCa.CONCLUSIONSIt is disclosed a biomarker panel with potential to be used as a non-invasive diagnostic tool for PCa.
Author Lima, Ana Rita
Jerónimo, Carmen
Pinto, Joana
Barros-Silva, Daniela
Henrique, Rui
Guedes de Pinho, Paula
de Lourdes Bastos, Maria
Carvalho, Márcia
Azevedo, Ana Isabel
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  organization: UCIBIO/REQUIMTE, Department of Biological Sciences, Laboratory of Toxicology, Faculty of Pharmacy, University of Porto, UFP Energy, Environment and Health Research Unit (FP-ENAS), University Fernando Pessoa
BackLink https://www.ncbi.nlm.nih.gov/pubmed/31588123$$D View this record in MEDLINE/PubMed
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ContentType Journal Article
Copyright The Author(s), under exclusive licence to Cancer Research UK 2019
Copyright Nature Publishing Group Nov 2019
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Snippet Background The lack of sensitive and specific biomarkers for the early detection of prostate cancer (PCa) is a major hurdle to improve patient management....
The lack of sensitive and specific biomarkers for the early detection of prostate cancer (PCa) is a major hurdle to improve patient management. A metabolomics...
BackgroundThe lack of sensitive and specific biomarkers for the early detection of prostate cancer (PCa) is a major hurdle to improve patient...
The lack of sensitive and specific biomarkers for the early detection of prostate cancer (PCa) is a major hurdle to improve patient management.BACKGROUNDThe...
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692/53/2421
Accuracy
Aged
Biomarkers
Biomarkers, Tumor - metabolism
Biomarkers, Tumor - urine
Biomedical and Life Sciences
Biomedicine
Cancer Research
Carbonyl compounds
Drug Resistance
Early Detection of Cancer
Epidemiology
Gas Chromatography-Mass Spectrometry
Humans
Male
Medical diagnosis
Metabolites
Metabolomics
Metabolomics - methods
Middle Aged
Molecular Medicine
Oncology
Organic compounds
Prostate - metabolism
Prostate - pathology
Prostate cancer
Prostatic Neoplasms - diagnosis
Prostatic Neoplasms - metabolism
Prostatic Neoplasms - pathology
Prostatic Neoplasms - urine
Urine
VOCs
Volatile organic compounds
Volatile Organic Compounds - urine
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Title Identification of a biomarker panel for improvement of prostate cancer diagnosis by volatile metabolic profiling of urine
URI https://link.springer.com/article/10.1038/s41416-019-0585-4
https://www.ncbi.nlm.nih.gov/pubmed/31588123
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