| Literature DB >> 31319569 |
Leo Mas1,2, Jean-Baptiste Bachet1,2,3,4, Valerie Taly4, Olivier Bouché2,5, Julien Taieb2,6, Romain Cohen2,3,7, Aurelia Meurisse8, Corinne Normand4, Jean-Marc Gornet2,9, Pascal Artru2,10, Samy Louafi2,11,12, Anne Thirot-Bidault2,13, Isabelle Baumgaertner2,14, Romain Coriat2,15, David Tougeron2,16, Thierry Lecomte2,17, Florence Mary2,18, Thomas Aparicio2,9,18, Lysiane Marthey2,19, Helene Blons4,20, Dewi Vernerey8, Pierre Laurent-Puig21.
Abstract
In patients with metastatic colorectal cancer (mCRC), RAS and BRAF mutations are currently determined by tumor sample analysis. Here, we report BRAF mutation status analysis in paired tumor tissue and plasma samples of mCRC patients included in the AGEO RASANC prospective cohort study. Four hundred and twenty-five patients were enrolled. Plasma samples were analyzed by next-generation sequencing (NGS). When no mutation was identified, we used two methylated specific biomarkers (digital droplet PCR) to determine the presence or absence of circulating tumor DNA (ctDNA). Patients with conclusive ctDNA results were defined as those with at least one mutation or one methylated biomarker. The kappa coefficient and accuracy were 0.79 (95% CI: 0.67-0.91) and 97.3% (95% CI: 95.2-98.6%) between the BRAF status in plasma and tissue for patients with available paired samples (n = 405), and 0.89 (95% CI: 0.80-0.99) and 98.5% (95% CI: 96.4-99.5%) for those with conclusive ctDNA (n = 323). The absence of liver metastasis was the main factor associated to inconclusive ctDNA results. In patients with liver metastasis, the kappa coefficient was 0.91 (95% CI, 0.81-1.00) and accuracy was 98.6% (95% CI, 96.5-99.6%). We demonstrate satisfying concordance between tissue and plasma BRAF mutation detection, especially in patients with liver metastasis, arguing for plasma ctDNA testing for routine BRAF mutation analysis in these patients.Entities:
Keywords: NGS; accuracy; circulating tumor DNA; colorectal cancer; liver metastases; methylated biomarker
Year: 2019 PMID: 31319569 PMCID: PMC6679157 DOI: 10.3390/cancers11070998
Source DB: PubMed Journal: Cancers (Basel) ISSN: 2072-6694 Impact factor: 6.639
Concordance between the mutational status of BRAF in the plasma and tumor tissue.
| Population of Interest | |||||
|---|---|---|---|---|---|
| Absence | Presence | Total | |||
| Whole population a |
|
| 371 (91.6%) | 4 (1.0%) | 375 (92.6%) |
|
| 7 (1.7%) | 23 (5.7%) | 30 (7.4%) | ||
|
| 378 (93.3%) | 27 (6.7%) | 405 (100%) | ||
| Patients with conclusive ctDNA results b |
| 295 (91.3%) | 4 (1.2%) | 299 (92.6%) | |
|
| 1 (0.3%) | 23 (7.1%) | 24 (7.4%) | ||
|
| 296 (91.6%) | 27 (8.4%) | 323 (100%) | ||
a Kappa coefficient: 0.79 (95% CI: 0.67–0.91); Accuracy: 97.3% (95% CI: 95.2–98.6%); Sensitivity: 76.7% (95% CI, 57.7–90.1%); Specificity: 98.9% (95% CI, 97.3–99.7%). b Kappa coefficient: 0.89 (95% CI: 0.80–0.99); Accuracy: 98.5% (95% CI: 96.4–99.5%); Sensitivity: 95.8% (95% CI: 78.9–100.0%); Specificity: 98.7% (95% CI: 96.6–99.6%).
Baseline clinical and pathological characteristics of BRAF-mutated patients with conclusive and inconclusive ctDNA results.
| Characteristics at Baseline | Conclusive ctDNA Results | Inconclusive ctDNA Results | |
|---|---|---|---|
| Sex– | |||
| Missing | 0 | 0 | |
| Male | 15 (53.6%) | 3 (50.0%) | |
| Female | 13 (46.4%) | 3 (50.0%) | 1 |
| Age at diagnosis of metastases (years) | |||
| Missing | 0 | 0 | |
| Mean (std) | 62.6 (15.3) | 66.8 (21.3) | |
| Median (min–max) | 60.5 (28–93) | 75 (29–88) | 0.3754 |
| Q1–Q3 | 56–73 | 56–78 | |
| ECOG PS at diagnosis of metastases– | |||
| Missing | 1 | 0 | |
| Unknown | 2 | 0 | |
| 0 | 6 (25.0%) | 1 (16.7%) | |
| 1 | 13 (52.0%) | 3 (50.0%) | |
| 2 | 6 (24.0%) | 2 (33.3%) | 1 |
| Primary tumor location– | |||
| Missing | 0 | 0 | |
| Right and transverse colon | 19 (67.9%) | 4 (66.6%) | |
| Left and sigmoid colon | 6 (21.4%) | 1 (16.7%) | |
| Rectum | 3 (10.7%) | 1 (16.7%) | 1 |
| Primary tumor resection– | |||
| Missing | 0 | 0 | |
| No | 18 (64.3%) | 1 (16.7%) | |
| Yes | 10 (35.7%) | 5 (83.3%) | 0.0663 |
| Stage T– | |||
| Missing | 0 | 0 | |
| T0 | 0 | 0 | |
| T1 | 0 | 0 | |
| T2 | 0 | 0 | |
| T3 | 3 (10.7%) | 4 (66.6%) | |
| T4 | 8 (28.6%) | 1 (16.7%) | |
| T4 | 4 | 1 | |
| T4a | 3 | 0 | |
| T4b | 1 | 0 | |
| Tx | 17 (60.7%) | 1 (16.7%) | 0.0161 |
| Stage N– | |||
| Missing | 0 | 0 | |
| N0 | 2 (7.1%) | 2 (33.3%) | |
| N1 | 2 (7.1%) | 2 (33.3%) | |
| N1 | 1 | 0 | |
| N1a | 0 | 1 | |
| N1b | 1 | 1 | |
| N1c | 0 | 0 | |
| N2 | 7 (25.0%) | 1 (16.7%) | |
| N2 | 4 | 0 | |
| N2a | 1 | 0 | |
| N2b | 2 | 1 | |
| Nx | 17 (60.7%) | 1 (16.7%) | 0.0414 |
| Grade– | |||
| Missing | 0 | 0 | |
| Not known | 6 | 1 | |
| Well differentiated | 7 (31.8%) | 2 (40.0%) | |
| Moderately differentiated | 10 (45.5%) | 3 (60.0%) | |
| Undifferentiated | 5 (22.7%) | 0 | 0.6667 |
| Metastases– | |||
| Missing | 0 | 0 | |
| Synchronous | 26 (92.9%) | 4 (66.7%) | |
| Metachronous | 2 (7.1%) | 2 (33.3%) | 0.1347 |
| Resectability of metastases– | |||
| Missing | 1 | 0 | |
| Resectable | 2 (7.4%) | 1 (16.7%) | |
| Potentially resectable | 8 (29.6%) | 4 (66.6%) | |
| Non resectable | 17 (63.0%) | 1 (16.7%) | 0.1040 |
| Number of metastatic sites | |||
| Missing | 1 | 0 | |
| Mean (std) | 1.96 (1.13) | 1.17 (0.41) | |
| Median (min–max) | 2 (1–5) | 1 (1–2) | 0.0593 |
| Q1–Q3 | 1–2 | 1–1 | |
| Localization of metastases– | |||
| Missing | 0 | 0 | |
| Liver | 25 (89.3%) | 0 | <0.0001 |
| Lung | 8 (28.6%) | 0 | 0.2975 |
| Peritoneum | 7 (25.0%) | 5 (71.4%) | 0.0703 |
| Adenopathy subdiaphragmatic | 9 (32.1%) | 1 (16.7%) | 0.6445 |
| Adenopathy supradiaphragmatic | 5 (17.9%) | 0 | 0.5585 |
| Bone | 1 (3.6%) | 1 (16.7%) | 0.3262 |
| Brain | 0 | 0 | - |
| Other metastatic site | 0 | 1 (16.7%) | 0.1765 |
| Leukocytes (/mm3) | |||
| Missing | 2 | 0 | |
| Mean (std) | 9318.2 (3412.6) | 7503.3 (2362.6) | |
| Median (min–max) | 9200 (2142–15,700) | 7060 (4640–11,820) | 0.0746 |
| Q1–Q3 | 6500–11,500 | 6780–7660 | |
| Lymphocytes (/mm3) | |||
| Missing | 2 | 0 | |
| Mean (std) | 1355.3 (423.7) | 1532.8 (418.6) | |
| Median (min–max) | 1340.0 (734–2640) | 1575.0 (880–2080) | 0.3572 |
| Q1–Q3 | 1040–1580 | 1290–1797 | |
| Albumin (g/L) | |||
| Missing | 8 | 1 | |
| Mean (std) | 33.9 (7.3) | 39.6 (7.1) | |
| Median (min–max) | 34.0 (20.3–50) | 41.0 (28.5–46.0) | 0.1167 |
| Q1–Q3 | 28.8–37.3 | 37.6–45 | |
| CEA (ng/mL) | |||
| Missing | 5 | 0 | |
| Mean (std) | 1474.0 (4929.2) | 16.6 (20.3) | |
| Median (min–max) | 95.2 (1.3–23,755.1) | 4.3 (2.0–47.0) | 0.0090 |
| Q1–Q3 | 25.7–818.2 | 3.8–38.0 | |
| CA19.9 (U/mL) | |||
| Missing | 8 | 0 | |
| Mean (std) | 9110.3 (21,102.4) | 4949.3 (10,370.6) | |
| Median (min–max) | 2287.3 (2.6–90,216.0) | 225.3 (10.0–25,960.0) | 0.3613 |
| Q1–Q3 | 110.9–5737.9 | 16.2–3259.0 | |
| LDH (x ULN) | |||
| Missing | 11 | 3 | |
| Mean (std) | 3.45 (7.33) | 0.99 (0.72) | |
| Median (min–max) | 1.57 (0.80–32.66) | 0.67 (0.48–1.80) | 0.6015 |
| Q1–Q3 | 1.07–2.87 | 0.48–1.80 | |
| ALP (x ULN) | |||
| Missing | 6 | 3 | |
| Mean (std) | 2.97 (4.56) | 0.59 (0.17) | |
| Median (min–max) | 1.48 (0.46–22.03) | 0.64 (0.34–0.72) | 0.0405 |
| Q1–Q3 | 0.73–2.98 | 0.46–0.71 |
Abbreviations: ECOG PS, Eastern Cooperative Oncology Group performance status; ULN, upper limit of normal; CEA, carcinoembryonic antigen; CA 19.9, carbohydrate antigen 19.9; LDH, lactate dehydrogenase; ALP, alkaline phosphatase.
Kappa coefficients and accuracies for BRAF mutation between patients with and without liver metastases and primary tumor resection.
|
| ||||
|
| ||||
| Yes | No | All | ||
|
| Yes | |||
| No | ||||
| All | ||||
|
| ||||
|
| ||||
| Yes | No | All | ||
|
| Yes | |||
| No | ||||
| All | ||||
* patients with inconclusive ctDNA results were considered as non-mutated. ** patients with inconclusive ctDNA results were excluded.
Baseline clinical and pathological data according to the presence of RAS and BRAF mutations.
| Characteristics at Baseline | Overall Population | Wild Type | |||
|---|---|---|---|---|---|
| Sex— | |||||
| Missing | 0 | 0 | 0 | 0 | |
| Male | 244 (60.0%) | 18 (52.9%) | 138 (56.6%) | 88 (68.2%) | |
| Female | 163 (40.0%) | 16 (47.1%) | 106 (43.4%) | 42 (31.8%) | 0.0627 |
| Age at diagnosis of metastases–years | |||||
| Missing | 0 | 0 | 0 | 0 | |
| Mean (std) | 65.7 (12.7) | 63.4 (16.2) | 67.6 (11.0) | 62.7 (14.0) | |
| Median (min–max) | 67 (20–100) | 62 (28–93) | 68 (30–96) | 64 (20–100) | 0.0538 |
| Q1–Q3 | 59–75 | 56–75 | 61–76 | 55–72 | |
| ECOG PS at diagnosis of metastases— | |||||
| Missing | 8 | 1 | 5 | 2 | |
| Unknown | 9 | 2 | 2 | 5 | |
| 0 | 123 (31.5%) | 7 (22.6%) | 70 (29.5%) | 46 (37.7%) | |
| 1 | 178 (45.6%) | 16 (51.6%) | 103 (43.5%) | 59 (48.4%) | |
| 2 | 64 (16.4%) | 8 (25.8%) | 45 (19.0%) | 11 (9.0%) | |
| 3 | 23 (5.9%) | 0 | 17 (7.2%) | 6 (4.9%) | |
| 4 | 2 (0.5%) | 0 | 2 (0.8%) | 0 | 0.0692 |
| Primary tumor location— | |||||
| Missing | 0 | 0 | 0 | 0 | |
| Right and transverse colon | 125 (30.7%) | 23 (67.6%) | 75 (30.7%) | 27 (20.9%) | |
| Left and sigmoid colon | 168 (41.3%) | 7 (20.6%) | 102 (41.8%) | 59 (45.7%) | |
| Rectum | 114 (28.0%) | 4 (11.8%) | 67 (27.5%) | 43 (33.4%) | <0.0001 |
| Primary tumor resection— | |||||
| Missing | 0 | 0 | 0 | 0 | |
| No | 196 (48.2%) | 19 (55.9%) | 126 (51.6%) | 51 (39.5%) | |
| Yes | 211 (51.8%) | 15 (44.1%) | 118 (48.4%) | 78 (60.5%) | 0.0540 |
| Stage T— | |||||
| Missing | 2 | 0 | 2 | 0 | |
| T0 | 0 | 0 | 0 | 0 | |
| T1 | 4 (1.0%) | 0 | 3 (1.2%) | 1 (0.8%) | |
| T2 | 15 (3.7%) | 0 | 11 (4.6%) | 4 (3.1%) | |
| T3 | 114 (28.1%) | 7 (20.6%) | 62 (25.6%) | 45 (34.9%) | |
| T4 | 87 (21.5%) | 9 (26.5%) | 47 (19.4%) | 31 (24.0%) | |
| T4 | 49 | 5 | 28 | 16 | |
| T4a | 20 | 3 | 10 | 7 | |
| T4b | 18 | 1 | 9 | 8 | |
| Tx | 185 (45.7%) | 18 (52.9%) | 119 (49.2%) | 48 (37.2%) | 0.2849 |
| Stage N— | |||||
| Missing | 2 | 0 | 2 | 0 | |
| 73 (18.0%) | 4 (11.8%) | 41 (16.9%) | 28 (21.7%) | ||
| N1 | 69 (17.0%) | 4 (11.8%) | 38 (15.7%) | 27 (20.9%) | |
| N1 | 27 | 1 | 15 | 11 | |
| N1a | 16 | 1 | 10 | 5 | |
| N1b | 20 | 2 | 10 | 8 | |
| N1c | 6 | 0 | 3 | 3 | |
| N2 | 72 (17.8%) | 8 (23.5%) | 40 (16.5%) | 24 (18.6%) | |
| N2 | 23 | 4 | 13 | 6 | |
| N2a | 22 | 1 | 13 | 8 | |
| N2b | 27 | 3 | 14 | 10 | |
| Nx | 191 (47.2%) | 18 (52.9%) | 123 (50.8%) | 50 (38.8%) | 0.2708 |
| Grade— | |||||
| Missing | 12 | 0 | 9 | 3 | |
| Not known | 60 | 7 | 42 | 14 | |
| Well differentiated | 120 (36.2%) | 9 (33.3%) | 73 (37.8%) | 38 (33.9%) | |
| Moderately differentiated | 194 (58.4%) | 13 (48.2%) | 112 (58.0%) | 69 (61.6%) | |
| Undifferentiated | 18 (5.4%) | 5 (18.5%) | 4 (4.2%) | 5 (4.5%) | 0.0348 |
| Metastases— | |||||
| Missing | 0 | 0 | 0 | 0 | |
| Synchronous | 307 (75.4%) | 30 (88.2%) | 191 (78.3%) | 86 (66.7%) | |
| Metachronous | 100 (24.6%) | 4 (11.8%) | 53 (21.7%) | 43 (33.3%) | 0.0090 |
| Resectability of metastases— | |||||
| Missing | 9 | 1 | 4 | 4 | |
| Resectable | 50 (12.6%) | 3 (9.1%) | 222 (9.2%) | 25 (20.0%) | |
| Potentially resectable | 120 (30.1%) | 12 (36.4%) | 59 (24.6%) | 49 (39.2%) | |
| Not resectable | 22 (57.3%) | 18 (54.5%) | 159 (66.2%) | 51 (40.8%) | <0.0001 |
| Number of metastatic sites | |||||
| Missing | 9 | 1 | 5 | 3 | |
| Mean (std) | 1.57 (0.81) | 1.82 (1.07) | 1.55 (0.77) | 1.54 (0.80) | |
| Median (min–max) | 1 (1–7) | 2 (1–5) | 1 (1–7) | 1 (1–4) | 0.3492 |
| Q1–Q3 | 1-2 | 1-2 | 1-2 | 1-2 | |
| Localization of metastases— | |||||
| Missing | 0 | 0 | 0 | 0 | |
| Liver | 291 (71.5%) | 25 (73.5%) | 177 (72.5%) | 89 (69.0%) | 0.7421 |
| Lung | 129 (31.7%) | 8 (23.5%) | 80 (32.8%) | 41 (31.8%) | 0.5538 |
| Peritoneum | 103 (25.3%) | 11 (32.4%) | 58 (23.8%) | 34 (26.4%) | 0.5292 |
| Adenopathy subdiaphragmatic | 38 (9.3%) | 10 (29.4%) | 15 (6.2%) | 13 (10.1%) | <0.0001 |
| Adenopathy supradiaphragmatic | 21 (5.2%) | 5 (14.7%) | 9 (3.7%) | 7 (5.4%) | 0.0244 |
| Bone | 18 (4.4%) | 2 (5.9%) | 15 (6.2%) | 1 (0.8%) | 0.0511 |
| Brain | 5 (1.2%) | 0 | 4 (1.6%) | 1 (0.8%) | 0.6124 |
| Other metastatic site | 34 (8.4%) | 1 (2.9%) | 21 (8.6%) | 12 (9.3%) | 0.4788 |
| Leukocytes (/mm3) | |||||
| Missing | 27 | 2 | 12 | 9 | |
| Mean (std) | 8555.7 (3508.6) | 8977.9 (3287.8) | 8638.0 (3630.9) | 8284.1 (3328.2) | |
| Median (min–max) | 7995 (771–22,910) | 8460 (2142–15,700) | 8115 (771–22,910) | 7470 (2448–22,600) | 0.1974 |
| Q1–Q3 | 6120–10,210 | 6610–11,480 | 6175–10,410 | 5995–9890 | |
| Lymphocytes (/mm3) | |||||
| Missing | 35 | 2 | 18 | 10 | |
| Mean (std) | 1852.1 (2583.2) | 1388.6 (421.9) | 1934.2 (3271.4) | 1820.7 (859.2) | |
| Median (min–max) | 1580.0 (115–48,100) | 1350.0 (734–2640) | 1596.0 (115–48,100) | 1665.0 (510–6000) | 0.0537 |
| Q1–Q3 | 1190–2080 | 1040–1626 | 1180–2060 | 1220–2244 | |
| Albumin (g/L) | |||||
| Missing | 102 | 9 | 48 | 40 | |
| Mean (std) | 36.2 (7.0) | 35.0 (7.5) | 35.7 (6.9) | 37.7 (6.9) | |
| Median (min–max) | 37.1 (16–52) | 35 (20.3–50) | 37.0 (16–49) | 39.0 (17–52) | 0.1319 |
| Q1–Q3 | 32–41.9 | 29.6–41 | 32–41 | 34–42.3 | |
| CEA (ng/mL) | |||||
| Missing | 52 | 5 | 28 | 15 | |
| Mean (std) | 566.5 (2146.5) | 1172.4 (4410.4) | 671.8 (2192.6) | 212.7 (623.8) | |
| Median (min–max) | 36.0 (0.7–23,980) | 57.0 (1.3–23,755.1) | 57.7 (0.7–23,980) | 9.5 (0.8–4146) | 0.0006 |
| Q1–Q3 | 7–199 | 19–196 | 11.1–274.0 | 3.9–99.2 | |
| CA19.9 (U/mL) | |||||
| Missing | 100 | 8 | 65 | 23 | |
| Mean (std) | 4593.8 (37,259.1) | 8150.1 (19,056.3) | 6483.1 (48,462.6) | 531.1 (2190.2) | |
| Median (min–max) | 42.0 (0.6–637,000) | 940.6 (2.6–90,216) | 87.0 (0.6–637,000) | 25.0 (0.8–18,935) | <0.0001 |
| Q1–Q3 | 12.2–534.1 | 34–5565.7 | 18–1184 | 9.1–79 | |
| LDH (x ULN) | |||||
| Missing | 200 | 13 | 112 | 66 | |
| Mean (std) | 1.83 (2.97) | 3.1 (6.82) | 1.65 (2.06) | 1.78 (2.43) | |
| Median (min–max) | 0.98 (0.09–32.66) | 1.50 (0.48–32.66) | 0.99 (0.09–17.16) | 0.94 (0.28–15.09) | 0.0147 |
| Q1–Q3 | 0.78–1.68 | 1.02–2.13 | 0.77–1.67 | 0.76–1.49 | |
| ALP (x ULN) | |||||
| Missing | 64 | 7 | 26 | 19 | |
| Mean (std) | 1.54 (2.00) | 2.62 (4.29) | 1.64 (1.92) | 1.07 (0.88) | |
| Median (min–max) | 0.86 (0.20–22.03) | 1.32 (0.34–22.03) | 0.93 (0.20–13.68) | 0.77 (0.31–5.07) | 0.0476 |
| Q1–Q3 | 0.60–1.72 | 0.67–2.80 | 0.60–1.81 | 0.58–1.11 |
1p-value from a chi² or Fisher’s test. Abbreviations: WT, wild-type; ECOG PS, Eastern Cooperative Oncology Group performance status; ULN, upper limit of normal; CEA, carcinoembryonic antigen; CA 19.9, carbohydrate antigen 19.9; LDH, lactate dehydrogenase; ALP, alkaline phosphatase.
BRAF mutation status according to microsatellite stability/microsatellite instability phenotype.
| MSI | MSS | ||
|---|---|---|---|
| Missing | 0 | 3 | |
| No | 4 (40.0%) | 100 (83.3%) | |
| Yes | 6 (60.0%) | 20 (16.7%) | 0.0045 |
| Missing | 0 | 17 | |
| No | 4 (40.0%) | 83 (78.3%) | |
| Yes | 6 (60.0%) | 23 (21.7%) | 0.0152 |
Abbreviations: MSS, microsatellite stability; MSI, microsatellite instability.