| Literature DB >> 27336609 |
William Jf Green1, Graham Ball2, Geoffrey Hulman3, Catherine Johnson2, Gerry Van Schalwyk4, Hari L Ratan1, Daniel Soria5, Jonathan M Garibaldi5, Richard Parkinson1, Joshua Hulman3, Robert Rees2, Desmond G Powe2,3.
Abstract
BACKGROUND: There remains a need to identify and validate biomarkers for predicting prostate cancer (CaP) outcomes using robust and routinely available pathology techniques to identify men at most risk of premature death due to prostate cancer. Previous immunohistochemical studies suggest the proliferation marker Ki67 might be a predictor of survival, independently of PSA and Gleason score. We performed a validation study of Ki67 as a marker of survival and disease progression and compared its performance against another candidate biomarker, DLX2, selected using artificial neural network analysis.Entities:
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Year: 2016 PMID: 27336609 PMCID: PMC4947696 DOI: 10.1038/bjc.2016.169
Source DB: PubMed Journal: Br J Cancer ISSN: 0007-0920 Impact factor: 7.640
ANN ranked gene list showing association with prostate cancer metastasis
| 1 | AK022765.1 | Alpha-methylacyl-CoA racemase | |
| 2 | AI796120 | Alpha-methylacyl-CoA racemase | |
| 3 | AF047020.1 | Alpha-methylacyl-CoA racemase | |
| 4 | NM_004405.2 | Distal-less homeobox 2 | |
| 5 | Prostate cancer antigen 3 | ||
| 6 | NM_012485.1 | Hyaluronan-mediated motility receptor (RHAMM or CD168) | |
| 7 | U90236.2 | Myosin VI | |
| 8 | NM_017636.1 | Hypothetical protein FLJ20041 Alias: TRPM4B | |
| 9 | BF511718 | GTP-binding protein Rho7 Alias: RND2 | |
| 10 | NM_006452.1 | Multifunctional polypeptide similar to SAICAR synthetase and AIR carboxylase Alias: PAICS | |
| 11 | NM_002570.1 | Paired basic amino acid cleaving system | |
| 12 | NM_004503.1 | Homeobox C6 |
The number of patients within the prostate cancer cohort that were dichotomously categorised for each biomarker
| Ki67 (>110) | 161 | 11 (6.8) | 150 (93.2) |
| DLX2 (>10) | 185 | 135 (73) | 50 (27) |
Characteristics of prostate cancer patients incorporated in the TMA
| ⩽4 | 18 (9.4) | |||
| >4 | 168 (87.5) | |||
| Not recorded | 6 (3.125) | |||
| Group 1: ⩽6 | 7 (3.6) | 1 (0.52) | 6 (3.1) | 0 |
| Group 2: 3+4 | 22 (11.5) | 5 (2.6) | 4 (2) | 0 |
| Group 3: 4+3 | 31 (16.1) | 5 (2.6) | 6 (3.1) | 2 (1) |
| Group 4: 8 | 42 (21.9) | 9 (4.7) | 8 (4.1) | 0 |
| Group 5: 9–10 | 90 (46.9) | 43 (22.4) | 30 (15.6) | 3 (1.5) |
| At diagnosis | 32 (16.6) | |||
| Subsequent metastasis | 73 (38) | |||
| Never developed metastasis | 87 (45.3) | |||
| Yes | 105 (54.7) | |||
| No | 55 (28.6) | |||
| Still alive | 20 (10.4) | |||
| Not recorded | 12 (6.2) | |||
Abbreviation: TMA=tissue microarray.
Figure 1Ki67 and DLX2 localisation in prostate cancer.Examples of positive Ki67 (A) and DLX2 (B) nuclear prostate cancer staining compared with tumours that did not express Ki67 (C) or DLX2 (D).
Figure 2Ki67 and DLX2 are predictive biomarkers of disease progression risk in prostate cancer.Kaplan–Meier plots demonstrating (A) prostate-specific cancer death over time according to Ki67 score. (B) metastasis development over time according to Ki67 score. (C) prostate-specific cancer death over time according to DLX2 score. (D) metastasis development over time according to DLX2 score.
Multivariate analysis was performed to assess the predictiveness of Ki67 and DLX2 compared with PSA concentration, Gleason groups and D'Amico risk
| Ki67 | 0.029 | 2.436 | 1.096 | 5.416 |
| PSA concentration | 0.290 | 1.00 | 1.000 | 1.000 |
| Gleason categories | 0.936 | 1.018 | 0.659 | 1.572 |
| D'Amico risk | 0.964 | 0.919 | 0.347 | 2.433 |
| Ki67 | 0.023 | 3.296 | 1.181 | 9.196 |
| PSA concentration | 0.131 | 1.001 | 1.000 | 1.002 |
| Gleason categories | 0.146 | 1.469 | 0.874 | 2.469 |
| D'Amico risk | 0.325 | 0.600 | 0.217 | 1.660 |
| DLX2 | 0.003 | 3.051 | 1.451 | 6.418 |
| PSA concentration | 0.202 | 1.002 | 0.999 | 1.004 |
| Gleason categories | 0.768 | 1.081 | 0.643 | 1.819 |
| D'Amico risk | 0.827 | 0.891 | 0.316 | 2.511 |
Abbreviation: PSA=prostate specific antigen.