A Molecular Signature in Superficial Bladder Carcinoma Predicts Clinical Outcome
Purpose: Cancer of the urinary bladder is a common malignant disease in the western countries. The majority of patients presents with superficial tumors with a high recurrence frequency, a minor fraction of these patients experience disease progression to a muscle invasive stage. No clinical useful...
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Published in: | Clinical cancer research Vol. 11; no. 11; pp. 4029 - 4036 |
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American Association for Cancer Research
01-06-2005
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Abstract | Purpose: Cancer of the urinary bladder is a common malignant disease in the western countries. The majority of patients presents with
superficial tumors with a high recurrence frequency, a minor fraction of these patients experience disease progression to
a muscle invasive stage. No clinical useful molecular markers exist to identify patients showing later disease progression.
The purpose of this study was to identify markers of disease progression using full-genome expression analysis.
Experimental Design: We did a full-genome expression analysis (59,619 genes and expressed sequence tags) of superficial bladder tumors from 29
bladder cancer patients (13 without later disease progression and 16 with later disease progression) using high-density oligonucleotide
microarrays. We used supervised learning for identification of the optimal genes for predicting disease progression. The identified
genes were validated on an independent test set (74 superficial tumor samples) using in house-fabricated 60-mer oligonucleotide
microarrays.
Results: We identified a 45-gene signature of disease progression. By monitoring this progression signature in an independent test
set, we found a significant correlation between our classifications and the clinical outcome ( P < 0.03). The genes identified as differentially expressed were involved in regulating apoptosis, cell differentiation, and
cell cycle and hence may represent potential therapeutic targets.
Conclusions: Our results indicate that it may be possible to identify patients with a high risk of disease progression at an early stage
using a molecular signature present already in the superficial tumors. In this way, better treatment and follow-up regimens
could be assigned to patients suffering from superficial bladder cancer. |
---|---|
AbstractList | PURPOSECancer of the urinary bladder is a common malignant disease in the western countries. The majority of patients presents with superficial tumors with a high recurrence frequency, a minor fraction of these patients experience disease progression to a muscle invasive stage. No clinical useful molecular markers exist to identify patients showing later disease progression. The purpose of this study was to identify markers of disease progression using full-genome expression analysis.EXPERIMENTAL DESIGNWe did a full-genome expression analysis (59,619 genes and expressed sequence tags) of superficial bladder tumors from 29 bladder cancer patients (13 without later disease progression and 16 with later disease progression) using high-density oligonucleotide microarrays. We used supervised learning for identification of the optimal genes for predicting disease progression. The identified genes were validated on an independent test set (74 superficial tumor samples) using in house-fabricated 60-mer oligonucleotide microarrays.RESULTSWe identified a 45-gene signature of disease progression. By monitoring this progression signature in an independent test set, we found a significant correlation between our classifications and the clinical outcome (P < 0.03). The genes identified as differentially expressed were involved in regulating apoptosis, cell differentiation, and cell cycle and hence may represent potential therapeutic targets.CONCLUSIONSOur results indicate that it may be possible to identify patients with a high risk of disease progression at an early stage using a molecular signature present already in the superficial tumors. In this way, better treatment and follow-up regimens could be assigned to patients suffering from superficial bladder cancer. Cancer of the urinary bladder is a common malignant disease in the western countries. The majority of patients presents with superficial tumors with a high recurrence frequency, a minor fraction of these patients experience disease progression to a muscle invasive stage. No clinical useful molecular markers exist to identify patients showing later disease progression. The purpose of this study was to identify markers of disease progression using full-genome expression analysis. We did a full-genome expression analysis (59,619 genes and expressed sequence tags) of superficial bladder tumors from 29 bladder cancer patients (13 without later disease progression and 16 with later disease progression) using high-density oligonucleotide microarrays. We used supervised learning for identification of the optimal genes for predicting disease progression. The identified genes were validated on an independent test set (74 superficial tumor samples) using in house-fabricated 60-mer oligonucleotide microarrays. We identified a 45-gene signature of disease progression. By monitoring this progression signature in an independent test set, we found a significant correlation between our classifications and the clinical outcome (P < 0.03). The genes identified as differentially expressed were involved in regulating apoptosis, cell differentiation, and cell cycle and hence may represent potential therapeutic targets. Our results indicate that it may be possible to identify patients with a high risk of disease progression at an early stage using a molecular signature present already in the superficial tumors. In this way, better treatment and follow-up regimens could be assigned to patients suffering from superficial bladder cancer. Purpose: Cancer of the urinary bladder is a common malignant disease in the western countries. The majority of patients presents with superficial tumors with a high recurrence frequency, a minor fraction of these patients experience disease progression to a muscle invasive stage. No clinical useful molecular markers exist to identify patients showing later disease progression. The purpose of this study was to identify markers of disease progression using full-genome expression analysis. Experimental Design: We did a full-genome expression analysis (59,619 genes and expressed sequence tags) of superficial bladder tumors from 29 bladder cancer patients (13 without later disease progression and 16 with later disease progression) using high-density oligonucleotide microarrays. We used supervised learning for identification of the optimal genes for predicting disease progression. The identified genes were validated on an independent test set (74 superficial tumor samples) using in house-fabricated 60-mer oligonucleotide microarrays. Results: We identified a 45-gene signature of disease progression. By monitoring this progression signature in an independent test set, we found a significant correlation between our classifications and the clinical outcome (P < 0.03). The genes identified as differentially expressed were involved in regulating apoptosis, cell differentiation, and cell cycle and hence may represent potential therapeutic targets. Conclusions: Our results indicate that it may be possible to identify patients with a high risk of disease progression at an early stage using a molecular signature present already in the superficial tumors. In this way, better treatment and follow-up regimens could be assigned to patients suffering from superficial bladder cancer. Purpose: Cancer of the urinary bladder is a common malignant disease in the western countries. The majority of patients presents with superficial tumors with a high recurrence frequency, a minor fraction of these patients experience disease progression to a muscle invasive stage. No clinical useful molecular markers exist to identify patients showing later disease progression. The purpose of this study was to identify markers of disease progression using full-genome expression analysis. Experimental Design: We did a full-genome expression analysis (59,619 genes and expressed sequence tags) of superficial bladder tumors from 29 bladder cancer patients (13 without later disease progression and 16 with later disease progression) using high-density oligonucleotide microarrays. We used supervised learning for identification of the optimal genes for predicting disease progression. The identified genes were validated on an independent test set (74 superficial tumor samples) using in house-fabricated 60-mer oligonucleotide microarrays. Results: We identified a 45-gene signature of disease progression. By monitoring this progression signature in an independent test set, we found a significant correlation between our classifications and the clinical outcome ( P < 0.03). The genes identified as differentially expressed were involved in regulating apoptosis, cell differentiation, and cell cycle and hence may represent potential therapeutic targets. Conclusions: Our results indicate that it may be possible to identify patients with a high risk of disease progression at an early stage using a molecular signature present already in the superficial tumors. In this way, better treatment and follow-up regimens could be assigned to patients suffering from superficial bladder cancer. |
Author | Lars Dyrskjøt Jens L. Jensen Klaus Møller Karsten Zieger Mogens Kruhøffer Natasha Aziz Torben F. Ørntoft Thomas Thykjaer Hanne Primdahl Niels Marcussen |
Author_xml | – sequence: 1 givenname: Lars surname: DYRSKJØT fullname: DYRSKJØT, Lars organization: Molecular Diagnostic Laboratory, Department of Clinical Biochemistry, Denmark – sequence: 2 givenname: Karsten surname: ZIEGER fullname: ZIEGER, Karsten organization: Molecular Diagnostic Laboratory, Department of Clinical Biochemistry, Denmark – sequence: 3 givenname: Mogens surname: KRUHØFFER fullname: KRUHØFFER, Mogens organization: Molecular Diagnostic Laboratory, Department of Clinical Biochemistry, Denmark – sequence: 4 givenname: Thomas surname: THYKJAER fullname: THYKJAER, Thomas organization: Molecular Diagnostic Laboratory, Department of Clinical Biochemistry, Denmark – sequence: 5 givenname: Jens L surname: JENSEN fullname: JENSEN, Jens L organization: Departments of Theoretical Statistics and Mathematical Sciences, University of Aarhus, Denmark – sequence: 6 givenname: Hanne surname: PRIMDAHL fullname: PRIMDAHL, Hanne organization: Molecular Diagnostic Laboratory, Department of Clinical Biochemistry, Denmark – sequence: 7 givenname: Natasha surname: AZIZ fullname: AZIZ, Natasha organization: Eos Biotechnology/Protein Design Labs, Fremont, California, United States – sequence: 8 givenname: Niels surname: MARCUSSEN fullname: MARCUSSEN, Niels organization: University Institute of Pathology, Aarhus University Hospital, Denmark – sequence: 9 givenname: Klaus surname: MØLLER fullname: MØLLER, Klaus organization: Department of Urology, Denmark – sequence: 10 givenname: Torben F surname: ØRNTOFT fullname: ØRNTOFT, Torben F organization: Molecular Diagnostic Laboratory, Department of Clinical Biochemistry, Denmark |
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Keywords | Urinary system disease Prognosis Bladder disease Malignant tumor Urinary tract disease Bladder carcinoma Predictive factor |
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Snippet | Purpose: Cancer of the urinary bladder is a common malignant disease in the western countries. The majority of patients presents with
superficial tumors with a... Cancer of the urinary bladder is a common malignant disease in the western countries. The majority of patients presents with superficial tumors with a high... Purpose: Cancer of the urinary bladder is a common malignant disease in the western countries. The majority of patients presents with superficial tumors with a... PURPOSECancer of the urinary bladder is a common malignant disease in the western countries. The majority of patients presents with superficial tumors with a... |
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SubjectTerms | Antineoplastic agents Biological and medical sciences classification Cluster Analysis diagnosis Disease Progression Expressed Sequence Tags Gene Expression Profiling Gene Expression Regulation, Neoplastic - genetics Genome, Human Humans Medical sciences microarray Neoplasm Invasiveness - genetics Neoplasm Staging Nephrology. Urinary tract diseases Oligonucleotide Array Sequence Analysis - methods Pharmacology. Drug treatments Prognosis Tumors of the urinary system Urinary Bladder Neoplasms - genetics Urinary Bladder Neoplasms - pathology Urinary system involvement in other diseases. Miscellaneous Urinary tract. Prostate gland |
Title | A Molecular Signature in Superficial Bladder Carcinoma Predicts Clinical Outcome |
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