| Literature DB >> 22009027 |
R Bermudo1, D Abia, A Mozos, E García-Cruz, A Alcaraz, A R Ortiz, T M Thomson, P L Fernández.
Abstract
INTRODUCTION: Currently, final diagnosis of prostate cancer (PCa) is based on histopathological analysis of needle biopsies, but this process often bears uncertainties due to small sample size, tumour focality and pathologist's subjective assessment.Entities:
Mesh:
Year: 2011 PMID: 22009027 PMCID: PMC3242534 DOI: 10.1038/bjc.2011.435
Source DB: PubMed Journal: Br J Cancer ISSN: 0007-0920 Impact factor: 7.640
Clinical and histological characteristics of the patients whose samples were used for simulated prostate biopsies
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| Number of samples | 37 | Number of samples | 11 |
| Number of patients | 27 | Number of patients | 6 |
| Mean age (years) | 62.32 (49–72) | Mean age (years) | 68.5 (57–82) |
| Mean PSA (ng ml−1) | 10.13 (3.09–55.8) | Mean PSA (ng ml−1) | 4.93 (2–7.1) |
| Median PSA (ng ml−1) | 8 | Median PSA (ng ml−1) | 5.3 |
| Mean ratio free PSA/total PSA (%) | 15.3 (3.4–51.4) | Mean ratio free PSA/total PSA (%) | 23.47 (18.1–33.2) |
| Median ratio free PSA/total PSA (%) | 10 | Median ratio free PSA/total PSA (%) | 21.3 |
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| 5 | 3 | ||
| 6 | 3 | ||
| 7 | 17 | ||
| 8 | 2 | ||
| 9 | 2 | ||
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| T2 | 15 | ||
| T3 | 12 | ||
| % of carcinoma in the tissue core | 38.4(<10–90) | ||
Abbreviation: PSA=prostate-specific antigen.
Normal samples were obtained from tumour-free prostates from nodular hyperplasias and radical cystoprostatectomies.
Data not available for two patients.
Data not available for 10 patients.
Mean content of tumoural glands relative to the whole tissue.
Genes used in real-time RT–PCR analyses and their corresponding TaqMan probes
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| ABCC4 | ATP-binding cassette, subfamily C (CFTR/MRP), member 4 | 2, 3 | Hs00195260_m1 |
| AMACR | 1, 2, 3 | Hs00204885_m1 | |
| EPCAM | Epithelial cell adhesion molecule | 1, 2, 3 | Hs00158980_m1 |
| HPN | Hepsin (transmembrane protease, serine 1) | 1, 2, 3 | Hs00170096_m1 |
| MYO6 | Myosin VI | 2, 3 | Hs00192265_m1 |
| CSTA | Cystatin A (stefin A) | 2, 3 | Hs00193257_m1 |
| DST | Dystonin | 2, 3 | Hs00794953_m1 |
| EPHA2 | EPH receptor A2 | 2, 3 | Hs00171656_m1 |
| KRT5 | Keratin 5 | 1, 2, 3 | Hs00361185_m1 |
| LAMB3 | Laminin, | 1, 2, 3 | Hs00165078_m1 |
| SNAI2 | Snail homologue 2 (Drosophila) | 2, 3 | Hs00161904_m1 |
| RN18S1 | RNA, 18S ribosomal 1 | 1, 2, 3 | 4342379-18S/Hs99999901_s1 |
Abbreviation: RT–PCR=reverse transcriptase polymerase chain reaction.
Experiment in which each probe was used. 1: washed-off samples from simulated prostate biopsy needles; 2: whole tissue samples from prostate and colon; 3: washed-off samples from transrectal prostate biopsy needles.
Manufacturer's probe ID.
Clinical and histological characteristics of prostate whole tissue samples
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| Number of patients | 34 | Number of patients | 14 |
| Mean age (years) | 64.3 (50–74) | Mean age (years) | 67 (56–73) |
| Mean PSA (ng ml−1) | 7.16 (3.58–19) | Mean PSA (ng ml−1) | 7.11 (4.6–10) |
| Median PSA (ng ml−1) | 6.8 | Median PSA (ng ml−1) | 7.3 |
| Mean ratio free PSA/total PSA (%) | 10.73 (6–23) | Mean ratio free PSA/total PSA (%) | 10.9 (7–15) |
| Median ratio free PSA/total PSA (%) | 9.6 | Median ratio free PSA/total PSA (%) | 10.5 |
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| 5 | 6 | ||
| 6 | 3 | ||
| 7 | 21 | ||
| 8 | 1 | ||
| 9 | 3 | ||
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| T2 | 22 | ||
| T3 | 12 | ||
| Tumoural epithelium (%) | 60 | Percentage of non-tumoural epithelium (%) | 43 |
Abbreviation: PSA=prostate-specific antigen.
Data not available for one patient.
Data not available for eight patients.
Data not available for 14 patients.
Mean content of tumoural glands relative to the whole tissue.
Mean content of non-tumoural glands relative to the whole tissue.
Clinical and histological characteristics of the patients whose prostate biopsy needles were used for residual sample retrieval and analysis
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| Number of patients | 27 | Number of patients | 26 |
| Mean age (years) | 66 (52–84) | Mean age (years) | 67 (57–78) |
| Mean PSA (ng ml−1) | 648 (1.47–10,230) | Mean PSA (ng ml−1) | 13.24 (2.11–79) |
| Median PSA (ng ml−1) | 8 | Median PSA (ng ml−1) | 8.14 |
| Mean ratio free PSA/total PSA (%) | 18.1 (6.9–34) | Mean ratio free PSA/total PSA (%) | 16.6 (9–24.7) |
| Median ratio free PSA/total PSA (%) | 15.9 | Median ratio free PSA/total PSA (%) | 17.8 |
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| 6 | 10 | ||
| 7 | 12 | ||
| 8 | 0 | ||
| 9 | 3 | ||
| 10 | 2 | ||
| Mean % of carcinoma in the tissue core | 53.8 (<5–90) | ||
Abbreviation: PSA=prostate-specific antigen.
For one patient, both lobes were analysed.
Data not available for eight patients.
Data not available for 15 patients.
Data not available for six patients.
Data not available for 10 patients.
Mean content of tumoural glands relative to the whole tissue.
Figure 1Linear discriminant analysis applied to microarray data for 318 genes discriminant between normal and tumoural prostate samples generates minimal-size gene signatures diagnostic of PCa. Results of the best models generated by each of the LDA approaches used: (A) backward stepwise deterministic, (B) backward stepwise stochastic and (C) forward stepwise. Plots show the performance of the models for the 65 tumoural (filled circles) and 19 normal (empty circles) samples analysed. LDA scores obtained by each sample are represented on the y axis. Samples are classified as tumoural or non-tumoural, when their corresponding LDA score are above or under the model threshold (dashed line), respectively. Note that each LDA model yields its own independent class-discriminant threshold.
Figure 2A highly sensitive and specific minimal-size gene signature diagnostic of PCa generated by LDA applied to qRT–PCR data for transrectal prostate biopsy needle wash-off samples. (A) Material washed off from simulated prostate biopsy needles is suitable for real-time RT–PCR transcript quantification. The bar plots represent the ratios of tumoural vs non-tumoural wash-off samples, showing the overexpression in carcinomatous washed-off samples of AMACR, HPN and EPCAM, as well as the underexpression of KRT5 and LAMB3. Non-tumoural washed-off samples were obtained from tumour-free prostates from nodular hyperplasias or radical cystoprostatectomies. Tumoural washed-off samples were obtained from radical prostatectomies diagnosed of adenocarcinoma and whose simulated biopsy cores contained tumoural glands. *P-value <0.001. (B) Samples from colonic tissues display expression profiles for 11 selected genes that are distinct from normal and tumoural prostate samples. A hierarchical cluster was built with expression data obtained by qRT–PCR from non-tumoural colon (C–N) and tumoural (P–T) and non-tumoural (P–N) prostate samples. Pvclust analysis was used to assess the uncertainty of hierarchical clustering, obtaining AU values for each cluster, which show cluster stability when AU>95. Prostate data correspond to mean values from the available prostate samples. AU values are shown at the main branches of the hierarchical tree, illustrating that colonic samples display a gene expression profile that clearly differentiate them (AU>95) from all prostatic samples. (C) A highly sensitive and specific minimal-size gene signature diagnostic of PCa generated by LDA applied to qRT–PCR data for transrectal prostate biopsy needle wash-off samples. Results of the six-gene model generated by LDA, capable of discriminating wash-off samples from tumoural prostate biopsies (n=28) and non-tumoural ones (n=26). LDA scores obtained by each sample are represented in the y axis. Samples are classified as tumoural (filled circles) or non-tumoural (empty circles), when their corresponding LDA score is above or under the model's threshold (dashed line), respectively.
Loadings of the six genes in the signature discriminant between non-tumoural and tumoural wash-off samples from transrectal prostate biopsies
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| ABCC4 | 0.644969000296296 | ATP-binding cassette, subfamily C (CFTR/MRP), member 4 |
| AMACR | −0.336160831740741 | |
| CSTA | 0.069085222 | Cystatin A (stefin A) |
| HPN | −0.852895826962963 | Hepsin (transmembrane protease, serine 1) |
| LAMB3 | 0.0403965255185185 | Laminin, |
| MYO6 | 0.266395575314815 | Myosin VI |