| Literature DB >> 31032963 |
Daniel M Berney1, Luis Beltran1, Holly Sandu2, Geraldine Soosay3, Henrik Møller1,4, Peter Scardino5, Jacqueline Murphy2, Amar Ahmad2, Jack Cuzick2.
Abstract
AIMS: It has been recommended that the percentage of high-grade (HG) Gleason patterns 4 and 5 should be quantified in prostate cancer. However, this has not been assessed in a cohort using prostate cancer death as an outcome, and there is debate as to whether the biopsy with the 'worst' percentage of HG disease or an 'overall' percentage of HG disease should be reported. Such data may assist in active surveillance decisions. METHODS ANDEntities:
Keywords: Gleason; Grade Group; high grade; percentage; prostate cancer
Mesh:
Year: 2019 PMID: 31032963 PMCID: PMC6790619 DOI: 10.1111/his.13888
Source DB: PubMed Journal: Histopathology ISSN: 0309-0167 Impact factor: 5.087
Candidate diagnostic factors in the derivation and validation datasets (N = 988)
| Variable name | Variable | Definition/units | Median (IQR), or |
|---|---|---|---|
| Patient age | Age | Years | 70.90 (66.69–73.65) |
| Overall GG | GG1 | GS of 3 + 3 = 6 | 307 (31.1) |
| GG2 | GS of 3 + 4 = 7 | 303 (30.7) | |
| GG3 | GS of 4 + 3 = 7 | 210 (21.3) | |
| GG4 | GS of 8 | 56 (5.7) | |
| GG5 | GS of 9 or 10 | 112 (11.3) | |
| Worst GG | WGG1 | – | 307 (31.1) |
| WGG2 | – | 244 (24.7) | |
| WGG3 | – | 206 (20.9) | |
| WGG4 | – | 111 (11.2) | |
| WGG5 | – | 120 (12.1) | |
| PSA | PSA | ng/ml | 14.3 (8.1–31.0) |
| Extent of disease | Extent | % of positive cores | 5.0 (2.5–8.3) |
| Clinical T stage | Stage | cT1–cT2 | 842 (85.2) |
| cT3 or higher | 146 (14.8) | ||
| Hormone treatment | Hormones | Yes | 574 (58.1) |
| Overall high‐grade disease (%) | ovHG100 | – | 26.2 (0.0, 70.0) |
| Worst core high‐grade disease (%) | HGwPC100 | – | 40.0 (0.0–90.0) |
GG, Grade Group; GS, Gleason score; IQR, interquartile range; PSA, prostate‐specific antigen; WGG, worst Grade Group.
Missing PSA values (n = 3) were imputed by use of a median regression with GS, age and extent of disease as predictors, and PSA as an outcome.
Missing T stage values (n = 230) were imputed by median of observed values T1–T2 stage.
Univariate Cox proportional hazard regression model (N = 988, no. of deaths = 169)
| Predictor | IQR HR (95% CI) | LR |
| C‐index |
|---|---|---|---|---|
| Overall grade group (linear) | 3.06 (2.48–3.78) | 102.842 | <2.2 × 10−16 | 0.732 |
| Worst grade group (linear) | 3.03 (2.44–3.77) | 101.322 | <2.2 × 10−16 | 0.730 |
| Overall high grade (%) | 4.45 (3.30–6.01) | 100.709 | <2.2 × 10−16 | 0.733 |
| Worst core high grade (%) | 6.34 (4.29–9.39) | 99.866 | <2.2 × 10−16 | 0.727 |
| Extent of disease (% positive cores) | 3.73 (2.75–5.04) | 78.437 | <2.2 × 10−16 | 0.704 |
| Log(1 + PSA) | 2.52 (2.00–3.18) | 61.152 | 5.33 × 10−15 | 0.686 |
| Stage (stage = 3) | 3.70 (2.68–5.12) | 51.815 | 6.10 × 10−13 | 0.612 |
| Hormones (yes) | 3.28 (2.26–4.74) | 47.616 | 5.18 × 10−12 | 0.638 |
| Age | 1.21 (0.98–1.51) | 3.165 | 0.075 | 0.527 |
C‐index, Harrell’s C‐index; CI, confidence interval; HR, hazard ratio; IQR, interquartile range; LR, likelihood ratio test (d.f. = 1); PSA, prostate‐specific antigen.
Multivariate Cox proportional hazard regression model (N = 988, no. of deaths = 169)
| Predictor |
Full multivariable model (all nine predictors) | Final model | ||
|---|---|---|---|---|
| IQR HR (95% CI) | Wald | IQR HR (95% CI) | Wald | |
| Overall grade groups (linear) | 1.70 (0.61–4.74) | 1.035 (0.309) | – | – |
| Worst grade group (linear) | 0.72 (0.21–2.43) | 0.288 (0.592) | – | – |
| Overall high grade (%) | 1.89 (0.70–5.10) | 1.571 (0.210) | 2.84 (2.00–4.03) | 34.371 (4.5 × 10–9) |
| Worst core high grade (%) | 1.21 (0.26–5.61) | 0.056 (0.813) | – | – |
| Extent of disease (% of positive cores) | 1.65 (1.14–2.40) | 6.975 (0.008) | 1.81 (1.26–2.58) | 10.595 (0.001) |
| Log(1 + PSA) | 1.30 (0.98–1.72) | 3.412 (0.065) | 1.36 (1.04–1.79) | 4.948 (0.026) |
| Stage (stage = 3) | 1.52 (1.06–2.17) | 5.220 (0.022) | 1.58 (1.11–2.26) | 6.300 (0.012) |
| Hormones (yes) | 1.40 (0.92–2.14) | 2.498 (0.114) | – | – |
| Age | 1.06 (0.85–1.31) | 0.268 (0.605) | – | – |
| LR | 147.318 (9, <2.2 × 10−16) | 142.6 (4, <2.2 × 10−16) | ||
| Harrell’s C‐index (95% CI) | 0.771 (0.724–0.817) | 0.767 (0.721–0.814) | ||
Wald (d.f. = 1) for each model coefficient.
CI, confidence interval; HR, hazard ratio; IQR, interquartile range; LR, likelihood ratio test; PSA, prostate‐specific antigen.
The final model was selected by the use of backward variable selection with Wald chi‐square P‐values of individual factors and with a 5% significance level rule for staying in the final model. The same model was selected by forward stepwise variable selection.
Figure 1Spearman’s correlation between all nine fitted predictors from the full Cox proportional hazard regression model. GG, Grade Group; HGwPC100, worst core high‐grade disease (%); (%)ovHG100, overall high‐grade (%) disease; WG, worst grade.
Univariate and multivariate Cox proportional hazard regression model in Grade Groups 2 and 3 (N = 513, no. of deaths = 91)
| Predictor | Univariate analyses | Final multivariate model | |||||
|---|---|---|---|---|---|---|---|
| IQR HR (95% CI) | LR |
| C‐index (95% CI) | IQR HR (95% CI) | Δ |
| |
| T‐stage | 2.749 (1.729–4.370) | 15.463 | 8.41 × 10−5 | 0.581 (0.544–0.619) | 1.915 (1.164–3.151) | 15.463 | 8.41 × 10−5 |
| Extent of disease (% positive cores) | 2.090 (1.426–3.063) | 14.985 | 0.0001 | 0.634 (0.570–0.698) | 1.698 (1.142–2.525) | 7.942 | 0.0048 |
| Worst core high grade (%) | 1.929 (1.327–2.804) | 12.081 | 0.0005 | 0.612 (0.548–0.675) | – | – | – |
| Hormones (yes) | 2.235 (1.357–3.681) | 11.371 | 0.0007 | 0.586 (0.532–0.640) | – | – | – |
| Overall high grade (%) | 1.720 (1.236–2.392) | 10.181 | 0.0014 | 0.611 (0.547–0.675) | 1.507 (1.064–2.134) | 5.269 | 0.0217 |
| Log(1 + PSA) | 1.555 (1.123–2.153) | 7.139 | 0.0075 | 0.600 (0.535–0.664) | – | – | – |
| Age | 1.078 (0.804–1.444) | 0.254 | 0.6142 | 0.509 (0.445–0.573) | – | – | – |
| LR test (d.f., | |||||||
| Harrell’s C‐index (95% CI) = 0.677 (0.613–0.741) | |||||||
IQR HRs were used for continuous predictors, and HRs were used for categorical predictors.
C‐index, Harrell’s C‐index; CI, confidence interval; HR, hazard ratio; IQR, interquartile range; LR, likelihood ratio chi‐square test (d.f. = 1); PSA, prostate‐specific antigen.
Figure 2A, Percentage of high‐grade disease overall versus 10‐year survival. B, Percentage of Gleason pattern 4 overall in overall Grade Groups 2 and 3 versus 10‐year survival.
Figure 3A, Kaplan–Meier (KM) curves showing a clear separation of Grade Groups 2 and 3 into three separate groups based on practical percentage values. B, KM curve showing no separation between Grade Group 1 and Grade Group 2 with a cut‐off of ≤5% of Gleason pattern 4 disease.