| Literature DB >> 34645854 |
Magdalena Stankiewicz1, Bartlomiej Tomasik2,3,4, Slawomir Blamek2.
Abstract
The study aimed to analyze potential prognostic factors in patients treated with robotic radiosurgery for brain metastases irrespective of primary tumor location and create a simple prognostic score that can be used without a full diagnostic workup. A retrospective analysis of 142 patients with 1-9 brain metastases treated with stereotactic radiosurgery (1-4 fractions) was performed. Volumes of all lesions were calculated using linear dimensions of the tumors (CC, LR, AP) and 4/3*π*(CC/2)*(LR/2)*(AP/2) formula. Kaplan-Meier method and log-rank test were used to analyze survival. Variables significantly associated with overall survival in univariate analysis were included in Cox multivariate analysis. The validity of the model was tested with the bootstrap method. Variables from the final model were used to construct a new prognostic index by assigning points according to the impact of a specific variable on overall survival. In the multivariate analysis, four factors: Karnofsky Performance Status (p = 0.000068), number of brain metastases (p = 0.019), volume of the largest lesion (p = 0.0037), and presence of extracerebral metastases (p = 0.0017), were independent predictors of survival. Total scores ranged from 0 to 12 points, and patients were divided into four groups based on median survival of each subgroup: 0-1 points-18.8 months, 2-3 points-16.9 months, 4-5 points-5.6 months, and ≥ 6 points-4.9 months (p < 0.001). The new prognostic index is simple to calculate. It has a strong prognostic value in a heterogeneous population of patients with a various number of brain metastases, but its value requires confirmation in another cohort.Entities:
Mesh:
Year: 2021 PMID: 34645854 PMCID: PMC8514560 DOI: 10.1038/s41598-021-98847-3
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Published prognostic indices.
| Class I | Age < 65 years, KPS ≥ 70, controlled primary tumor, no ECM | ||||
| Class II | All patients not in Class I or III | ||||
| Class III | KPS < 70 | ||||
| Score | 0 | 1 | 2 | ||
| Age (years) | ≥ 60 | 51–59 | ≤ 50 | ||
| KPS | ≤ 50 | 60–70 | 80–100 | ||
| Systemic disease | PD | SD | CR or NED | ||
| Number of BMs | ≥ 3 | 2 | 1 | ||
| Volume of the largest lesion (ml) | > 13 | 5–13 | < 5 | ||
| Score | 0 | 1 | |||
| KPS | 50–70 | 80–100 | |||
| Control of primary tumor | No | Yes | |||
| ECM | Present | None | |||
| Score | 1 | 0 | |||
| Age ≥ 65 years | Yes | No | |||
| KPS < 70 | Yes | No | |||
| ECM | Present | None | |||
| Score | 0 | 0.5 | 1 | ||
| Age (years) | ≥ 60 | 50–59 | < 50 | ||
| KPS | < 70 | 70–80 | 90–100 | ||
| Number of BMs | > 3 | 2–3 | 1 | ||
| ECM | Present | n/a | None | ||
| Score | 0 | 0.5 | 1 | ||
| Age (years) | > 60 | 50–60 | < 50 | ||
| KPS | < 70 | 70–80 | 90–100 | ||
| ECM | Present | n/a | None | ||
| Number of BMs | > 3 | 2–3 | 1 | ||
| Age (years) | ≥ 70 | < 70 | n/a | ||
| KPS | < 70 | 70–80 | 90–100 | ||
| ECM | Present | n/a | None | ||
| Number of BMs | > 4 | 1–4 | n/a | ||
| Gene status | EGFR neg/unk and ALK neg/unk | n/a | EGFR pos or ALK pos | ||
| Score | 0 | 1 | 2 | ||
| KPS | < 70 | 70–80 | 90–100 | ||
| Number of BMs | > 3 | 2–3 | 1 | ||
| Score | 0 | 0.5 | 1 | 1.5 | 2 |
| Age (years) | > 60 | < 60 | n/a | n/a | n/a |
| KPS | ≤ 50 | 60 | 70–80 | 90–100 | n/a |
| Subtype | Basal | n/a | Luminal A | HER2 | Luminal B |
| Score | 0 | 1 | 2 | 3 | 4 |
| KPS | < 70 | 70 | 80 | 90 | 100 |
| Score | |||||
| Age | ≤ 60 years | 5 | |||
| > 60 years | 4 | ||||
| KPS | > 70 | 7 | |||
| 70 | 5 | ||||
| < 70 | 1 | ||||
| ECM | None | 6 | |||
| Present | 3 | ||||
| Number of BMs | 1 | 7 | |||
| 2–3 | 6 | ||||
| ≥ 4 | 3 | ||||
| Interval from tumor diagnosis to WBRT | > 6 months | 5 | |||
| ≤ 6 months | 4 | ||||
KPS Karnofsky Performance Status, BMs brain metastases, PD progressive disease, SD stable disease, CR complete remission, NED no evidence of disease, ECM extracranial metastases, NSCLC non-small cell lung cancer, SCLC small cell lung cancer, RCC renal cell carcinoma, GI gastrointestinal, n/a not applicable, neg/unk negative or unknown, pos positive, WBRT whole brain radiotherapy.
The univariate analysis for survival.
| Variable | |
|---|---|
| KPS (70 vs. 80 vs. 90–100) | |
| Number of BMs (single vs. multiple) | |
| Volume of the largest lesion (> 5 ml vs. ≤ 5 ml) | |
| TTV (> 5 ml vs. ≤ 5 ml) | |
| Age (65 years vs. ≤ 65 years) | 0.43 |
| Gender (male vs. female) | 0.45 |
| Primary tumor location | 0.76 |
| Systemic disease (PD vs. SD vs. CR) | 0.11 |
| ECM (present vs. absent) | |
| Control of primary tumor (yes vs. no) | |
| WBRT (yes vs. no) | 0.67 |
| Systemic treatment (yes vs. no) | 0.87 |
| Fractionation (single vs. multiple fractions) | 0.41 |
| Total dose (> 18 Gy vs. ≤ 18 Gy) | |
| Repeat SRS (yes vs. no) |
KPS Karnofsky Performance Status, BMs brain metastases, TTV total tumor volume, PD progressive disease, SD stable disease, CR complete remission, ECM extracranial metastases, WBRT whole brain radiotherapy, SRS stereotactic radiosurgery. Figures marked in bold indicate the factors significantly associated with overall survival in univariate analysis.
The χ2 test results for prognostic indices.
| Prognostic index | |
|---|---|
| RPA | 0.0022 |
| SIR | 0.00021 |
| BSBM | 0.0014 |
| GGS | 0.0011 |
| GPA | 0.00047 |
| Ds-GPA | 0.0047 |
| RADES | 0.0034 |
| CPI | 0.00033 |
RPA Recursive Partitioning Analysis, SIR Score Index for Radiosurgery, BSBM Basic Score for Brain Metastases, GGS Golden Grading System, GPA Graded Prognostic Assessment, ds-GPA diagnosis-specific Graded Prognostic Assessment.
The multivariate Cox analysis for survival.
| Variable | HR | Low 95% CI | High 95% CI | |
|---|---|---|---|---|
| KPS (70 vs. 80 vs. 90–100) | 0.000068 | 0.96 | 0.93 | 0.98 |
| Number of BMs (single vs. multiple) | 0.019 | 1.19 | 1.03 | 1.37 |
| Volume of the largest lesion (> 5 ml vs. ≤ 5 ml) | 0.0037 | 1.02 | 1.01 | 1.04 |
| ECM (present vs. none) | 0.0017 | 2.11 | 1.4 | 3.19 |
KPS Karnofsky Performance Status, BMs brain metastases, ECM extracranial metastases, HR hazard ratio, CI confidence interval.
The bootstrap analysis based on 1000 resamples.
| Value | Bootstrap average | Bootstrap standard error | Bootstrap low 95% CI | Bootstrap high 95% CI | |
|---|---|---|---|---|---|
| KPS | − 0.0465 | − 0.0473 | 0.0123 | − 0.0732 | − 0.0239 |
| Number of BMs | 0.1727 | 0.1682 | 0.0655 | 0.0382 | 0.2987 |
| Volume of the largest lesion | 0.0244 | 0.0246 | 0.0073 | 0.0113 | 0.0399 |
| ECM | 0.3743 | 0.3869 | 0.1048 | 0.1902 | 0.6012 |
| R2 | 0.3025 | 0.3119 | 0.0725 | 0.1760 | 0.4496 |
| AIC | 889.2463 | 888.566 | 43.0583 | 799.4513 | 970.3159 |
KPS Karnofsky Performance Status, BMs brain metastases, ECM extracranial metastases, AIC Akaike Information Criterion, CI confidence interval.
Comprehensive prognostic index (CPI).
| Points | 0 | 1 | 2 | 3 | 4 |
|---|---|---|---|---|---|
| KPS | 100 | 90 | 80 | 70 | ≤ 60 |
| Number of BMs | 1 | 2 | 3–6 | ≥ 7 | – |
| Volume of the largest lesion | < 10 cm3 | 10–15 cm3 | 15–35 cm3 | > 35 cm3 | – |
| ECM | None | – | Present | – | – |
KPS Karnofsky Performance Status, BMs brain metastases, ECM extracranial metastases.
Figure 1Kaplan–Meier curves for OS according to CPI.
Figure 2Nomogram for prediction of survival based on the outcome of 142 patients treated with SRS alone for brain metastases.
Figure 3ROC analysis of the nomogram for the prediction of (A) short-term (3 months) and (B) long-term survival after SRS alone for brain metastases in both the Gliwice (dashed line) and the Dutch Radiation Oncology centers (solid line) cohorts.
Accuracy of the prediction of early (< 3 months) and long-term survival (> 12 months) of the proposed nomogram compared to the nomogram of the Dutch Radiation Oncology centers.
| Center | AUC (95% CI) | |
|---|---|---|
| Gliwice | 0.68 (0.58–0.78) | 0.549 |
| Dutch radiation oncology centers | 0.72 (0.62–0.82) | |
| Gliwice | 0.74 (0.66–0.83) | 0.877 |
| Dutch radiation oncology centers | 0.73 (0.64–0.83) | |