| Literature DB >> 31465598 |
Kohki Takeda1, Takeshi Yamada1, Goro Takahashi1, Takuma Iwai1, Koji Ueda1, Sho Kuriyama1, Michihiro Koizumi1, Akihisa Matsuda1, Seiichi Shinji1, Ryo Ohta1, Yasuyuki Yokoyama1, Masahiro Hotta1, Keisuke Hara1, Hiroshi Yoshida1.
Abstract
We recruited 56 colorectal cancer patients and compared the mutational spectrum of tumor tissue DNA, circulating cell-free DNA (ccfDNA) and circulating tumor cell (CTC) DNA (ctcDNA) to evaluate the potential of liquid biopsy to detect heterogeneity of cancer. Tumor tissue DNA, ccfDNA, and ctcDNA were extracted from each patient and analyzed using next-generation sequencing (NGS) and digital PCR. To maximize yields of CTC, three antibodies were used in the capture process. From 34 untreated patients, 53 mutations were detected in tumor tissue DNA using NGS. Forty-seven mutations were detected in ccfDNA, including 20 not detected in tissues. Sixteen mutations were detected in ctcDNA, including five not detected in tissues. In 12 patients (35.3%), mutations not found in tumor tissues were detected by liquid biopsy: nine (26.5%) in ccfDNA only and three (8.8%) in ctcDNA only. Combination analysis of the two liquid biopsy samples increased the sensitivity to detect heterogeneity. From 22 stage IV patients with RAS mutations in their primary tumors, RAS mutations were detected in 14 (63.6%) ccfDNA and in eight (36.4%) ctcDNA using digital PCR. Mutations not detected in primary tumors can be identified in ccfDNA and in ctcDNA, indicating the potential of liquid biopsy in complementing gene analysis. Combination analysis improves sensitivity. Sensitivity to detect cancer-specific mutations is higher in ccfDNA compared with ctcDNA.Entities:
Keywords: cell-free nucleic acid; circulating cell free DNA; circulating tumor DNA; circulating tumor cell; liquid biopsy
Mesh:
Substances:
Year: 2019 PMID: 31465598 PMCID: PMC6825018 DOI: 10.1111/cas.14186
Source DB: PubMed Journal: Cancer Sci ISSN: 1347-9032 Impact factor: 6.716
Figure 1A, Image of captured DLD‐1 cells. A total of 85% (850/1000) of cells was recovered by the LiquidBiopsy platform (Cynvenio Biosystems). B, G13D mutation allele was successfully detected by digital PCR with a variant allele frequency of 9.68%. ctcDNA, circulating tumor cell DNA
Summary of patient characteristics in cohort 1
| Total | N = 34 |
|---|---|
| Age (y) | 68 (41‐85) |
| Gender | |
| Male | 23 |
| Female | 11 |
| Primary tumor location | |
| Cecum | 2 |
| Ascending colon | 5 |
| Transverse colon | 3 |
| Descending colon | 4 |
| Sigmoid colon | 11 |
| Rectum | 9 |
| TNM stage | |
| Stage II | 4 |
| Stage III | 7 |
| Stage IV | 23 |
| Tissue collection | |
| Operation | 25 |
| Biopsy | 9 |
| CEA (ng/mL) | 11.8 (1.5‐3351.8) |
| CA19‐9 (U/mL) | 12.8 (2‐12 000) |
| ccfDNA (ng/mL) | 195 (112‐30 300) |
| Collected CTC (no. cells) | 31 (3‐94) |
Data are shown as the median (range).
Abbreviations: CA19‐9, carbohydrate antigen 19‐9; ccfDNA, circulating cell‐free DNA; CEA, carcinoembryonic antigen; CTC, circulating tumor cells.
Figure 2Collected and stained circulating tumor cells (CTC) and white blood cells (WBC) from cohort 1. Cytokeratin‐positive, DAPI‐positive, and CD45‐negative cells were defined as CTC. Cytokeratin‐negative, DAPI‐positive, and CD45‐positive cells were defined as WBC
Detailed NGS data of each patient in cohort 1
| Case | Tumor tissue DNA | ccfDNA | ctcDNA | |||
|---|---|---|---|---|---|---|
| No. mutations | Gene (COSMIC) | No. mutations | Gene (COSMIC) | No. mutations | Gene (COSMIC) | |
| 1 | 3 |
KRAS (532) | 1 | SMAD4 (14 122) | 0 | |
| 2 | 3 |
APC (13 113) | 0 | 0 | ||
| 3 | 2 |
APC (18 862) | 0 | 0 | ||
| 4 | 1 | TP53 (99 020) | 0 | 2 | APC (19 652)FLT3 (19 692) | |
| 5 | 4 |
APC (19 048) | 1 | VHL (25 719) | 0 | |
| 6 | 1 | TP53 (10 663) | 1 | TP53 (10 663) | 0 | |
| 7 | 2 |
APC (13 727) | 2 |
APC (13 727) | 0 | |
| 8 | 2 |
APC (19 072) | 2 |
APC (19 072) | 1 | KRAS (521) |
| 9 | 1 | TP53 (44 580) | 1 | TP53 (44 580) | 0 | |
| 10 | 1 | PIK3CA (763) | 2 |
PIK3CA (763) | 0 | |
| 11 | 0 | 2 |
APC (13 113) | 0 | ||
| 12 | 2 |
APC (19 349) | 1 | KRAS (532) | 0 | |
| 13 | 2 |
APC (25 826) | 2 |
APC (25 826) | 1 | APC (25 826) |
| 14 | 1 | TP53 (99 667) | 1 | TP53 (99 667) | 3 |
TP53 (99 667) |
| 15 | 2 |
KRAS (521) | 2 |
KRAS (521) | 0 | |
| 16 | 3 |
KRAS (520) | 0 | 0 | ||
| 17 | 1 | TP53 (99 925) | 4 |
TP53 (99 925) | 0 | |
| 18 | 2 |
KRAS (520) | 2 |
KRAS (520) | 2 |
KRAS (520) |
| 19 | 0 | 0 | 0 | |||
| 20 | 0 | 2 |
KRAS (517) | 0 | ||
| 21 | 1 | TP53 (10 650) | 0 | 0 | ||
| 22 | 1 | TP53 (10 648) | 0 | 0 | ||
| 23 | 1 | BRAF (476) | 2 |
BRAF (476) | 0 | |
| 24 | 0 | 0 | 0 | |||
| 25 | 1 | KRAS (520) | 1 | KRAS (520) | 1 | KRAS (520) |
| 26 | 4 |
BRAF (27 639) | 5 |
BRAF (27 639) | 1 | APC (18 852) |
| 27 | 1 | KRAS (516) | 5 |
KRAS (516) | 1 | TP53 (45 050) |
| 28 | 0 | 4 |
PDGFRA (736) | 0 | ||
| 29 | 2 |
APC (13 123) | 1 | TP53 (10 647) | 0 | |
| 30 | 3 |
APC (13 127) | 2 |
APC (13 127) | 3 |
APC (13 127) |
| 31 | 1 | TP53 (11 218) | 1 | TP53 (11 218) | 1 | TP53 (11 218) |
| 32 | 2 |
APC (18 764) | 0 | 0 | ||
| 33 | 3 |
PIK3CA (746) | 0 | 0 | ||
| 34 | 0 | 0 | 0 | |||
| Total | 53 | 47 | 16 | |||
Using NGS, we detected 53 mutations in tumor tissue DNA, 47 mutations in ccfDNA and 16 mutations in ctcDNA in 34 patients. Twenty mutations in nine patients (26.5%) detected in ccfDNA were not detected in tumor tissue DNA. Five mutations in three patients (8.8%) detected in ctcDNA were not detected in tumor tissue DNA.
Abbreviations: ccfDNA, circulating cell‐free DNA; COSMIC, catalogue of somatic mutations in cancer; ctcDNA, circulating tumor cell DNA; NGS, next‐generation sequencing.
Figure 3A, Image of the concordance Venn diagram of mutations detected in tumor tissue DNA, circulating cell‐free DNA (ccfDNA), and circulating tumor cell DNA (ctcDNA) using next‐generation sequencing in cohort 1. Twenty mutations were specific to ccfDNA and five were specific to ctcDNA, not being identified in tumor tissue DNA. B, Focusing on the three major mutations in colorectal cancer (TP53, KRAS, APC) only, specific mutations not identified in tumor tissue DNA were detected in liquid biopsy samples
PPV, NPV, sensitivity and specificity of the three major mutations (TP53, APC and KRAS) between tumor tissue DNA and liquid biopsy samples (ccfDNA and ctcDNA) in cohort 1
|
| ||
|---|---|---|
| ccfDNA mutation (+) | ccfDNA mutation (−) | |
| Tissue DNA mutation (+) | 8 | 9 |
| Tissue DNA mutation (−) | 4 | 13 |
| PPV: 47.1% | NPV: 76.5% | |
| Sensitivity: 66.7% | Specificity: 59.1% | |
Abbreviations: ccfDNA, circulating cell‐free DNA; ctcDNA, circulating tumor cell DNA; NPV, negative predictive value; PPV, positive predictive value.
Summary of patient characteristics in cohort 2
| Total | N = 22 |
|---|---|
| Age (y) | 73 (44‐86) |
| Gender | |
| Male | 13 |
| Female | 9 |
| Primary tumor location | |
| Cecum | 1 |
| Ascending colon | 0 |
| Transverse colon | 3 |
| Descending colon | 1 |
| Sigmoid colon | 10 |
| Rectum | 7 |
| TNM stage | |
| Stage IV | 22 |
| Therapeutic statement | |
| First‐line chemotherapy | 8 |
| Second‐line chemotherapy | 5 |
| Best supportive care | 9 |
| CEA (ng/mL) | 56.4 (2.4‐12 604.1) |
| CA19‐9 (U/mL) | 44.9 (2‐12 000) |
| ccfDNA (ng/mL) | 326 (112‐14 533) |
| Collected CTC (no. cells) | 35 (0‐383) |
| ctcDNA (ng/mL) | 7360 (336‐110 000) |
Data are shown as the median (range).
Abbreviations: CA19‐9, carbohydrate antigen 19‐9; ccfDNA, circulating cell‐free DNA; CEA, carcinoembryonic antigen; CTC, circulating tumor cells; ctcDNA, circulating tumor cell DNA.
Detailed data of RAS mutant allele detection by dPCR of each patient in cohort 2
| Case | RAS mutation (COSMIC) | Therapeutic statement | CEA (ng/mL) | CA19‐9 (U/mL) | No. CTC, WBC (/10 mL whole blood) | Ratio (CTC/WBC) | Sample | DNA concentration (ng/mL) | dPCR (RAS mutant allele) | VAF (%) |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | G12V (520) | BSC | 119 | 12 000 | 128, 1449 | 0.088 | ccfDNA | 380 | + | 20.69 |
| ctcDNA | 2180 | + | 1.23 | |||||||
| 2 | G12D (521) | First‐line | 15.2 | 31.5 | 36, 927 | 0.039 | ccfDNA | 153 | − | 0 |
| ctcDNA | 15 900 | − | 0 | |||||||
| 3 | G13C (527) | First‐line | 5.0 | 39.5 | 0, 1341 | 0 | ccfDNA | 222 | − | 0 |
| ctcDNA | 12 420 | − | 0 | |||||||
| 4 | G12D (521) | BSC | 12 604.1 | 2.0 | 117, 2007 | 0.058 | ccfDNA | 2813 | + | 32.05 |
| ctcDNA | 4720 | + | 0.63 | |||||||
| 5 | G13D (532) | Second‐line | 17.1 | 458.3 | 45, 1494 | 0.030 | ccfDNA | 727 | + | 17.24 |
| ctcDNA | 3540 | + | 0.19 | |||||||
| 6 | G12D (521) | First‐line | 2.4 | 2.4 | 8, 756 | 0.011 | ccfDNA | 390 | − | 0 |
| ctcDNA | 2940 | − | 0 | |||||||
| 7 | G13D (532) | First‐line | 2.7 | 6.9 | 21, 1098 | 0.019 | ccfDNA | 483 | + | 1.60 |
| ctcDNA | 14 660 | − | 0 | |||||||
| 8 | G13D (532) | First‐line | 6.6 | 47.2 | 18, 1260 | 0.014 | ccfDNA | 1240 | + | 1.66 |
| ctcDNA | 8660 | − | 0 | |||||||
| 9 | G13D (532) | Second‐line | 68.9 | 45.4 | 6, 792 | 0.008 | ccfDNA | 186 | − | 0 |
| ctcDNA | 67 000 | − | 0 | |||||||
| 10 | G12D/G13D (521)/(532) | BSC | 83.6 | 2292.3 | 36, 2799 | 0.013 | ccfDNA | 595 | −/− | 0/0 |
| ctcDNA | 1670 | −/− | 0/0 | |||||||
| 11 | G12D (521) | Second‐line | 5.0 | 2.0 | 21, 891 | 0.024 | ccfDNA | 433 | − | 0 |
| ctcDNA | 930 | − | 0 | |||||||
| 12 | G12V (520) | BSC | 12.2 | 12 000 | 35, 1521 | 0.023 | ccfDNA | 240 | + | 2.35 |
| ctcDNA | 782 | − | 0 | |||||||
| 13 | G12C (516) | Second‐line | 10.9 | 9.8 | 0, 477 | 0 | ccfDNA | 221 | − | 0 |
| ctcDNA | 336 | − | 0 | |||||||
| 14 | G12D (521) | BSC | 737 | 652.5 | 28, 1296 | 0.027 | ccfDNA | 787 | + | 23.27 |
| ctcDNA | 4440 | − | 0 | |||||||
| 15 | G12V (520) | BSC | 2325.9 | 360.9 | 27, 1422 | 0.019 | ccfDNA | 161 | + | 22.79 |
| ctcDNA | 110 000 | + | 0.79 | |||||||
| 16 | G12D (521) | BSC | 191 | 48.6 | 88, 2736 | 0.032 | ccfDNA | 14 533 | + | 4.03 |
| ctcDNA | 1946 | − | 0 | |||||||
| 17 | G12D (521) | BSC | 43.9 | 44.4 | 67, 2259 | 0.030 | ccfDNA | 153 | + | 17.72 |
| ctcDNA | 42 000 | + | 0.10 | |||||||
| 18 | G12V (520) | BSC | 4840.7 | 12 000 | 201, 2574 | 0.078 | ccfDNA | 378 | + | 44.23 |
| ctcDNA | 6060 | + | 1.11 | |||||||
| 19 | G12D (521) | Second‐line | 95.6 | 12.6 | 55, 846 | 0.065 | ccfDNA | 221 | − | 0 |
| ctcDNA | 12 500 | − | 0 | |||||||
| 20 | G12V (520) | BSC | 841.1 | 2.0 | 383, 3816 | 0.100 | ccfDNA | 274 | + | 21.882 |
| ctcDNA | 55 800 | + | 5.468 | |||||||
| 21 | A146V (19 900) | First‐line | 26.4 | 11.4 | 20, 1197 | 0.017 | ccfDNA | 112 | + | 1.348 |
| ctcDNA | 47 600 | − | 0 | |||||||
| 22 | G12V (520) | First‐line | 3414 | 4039.2 | 70, 1242 | 0.056 | ccfDNA | 198 | + | 15.743 |
| ctcDNA | 79 800 | + | 0.388 |
Using dPCR, RAS mutant allele was detected from 14 patients (63.6%) in ccfDNA and from eight patients (36.4%) in ctcDNA. In all eight patients RAS mutant allele was detected in ctcDNA; it was also detected in ccfDNA, and VAF was higher in ccfDNA compared with ctcDNA.
Abbreviations: CA19‐9, carbohydrate antigen 19‐9; ccfDNA, circulating cell‐free DNA; CEA, carcinoembryonic antigen; COSMIC, catalogue of somatic mutations in cancer, CTC, circulating tumor cells; ctcDNA, circulating tumor cell DNA; dPCR, digital PCR; VAF, variant allele frequency, WBC, white blood cells.
Analysis of RAS mutant allele detection by dPCR in cohort 2
| RAS mutant allele detection | ccfDNA |
| ctcDNA |
| ||
|---|---|---|---|---|---|---|
| + (N = 14) | − (N = 8) | + (N = 8) | − (N = 14) | |||
| Therapeutic statement | ||||||
| Under treatment (N = 13) | 6 | 7 | .07 | 2 | 11 | .03 |
| BSC (N = 9) | 8 | 1 | 6 | 3 | ||
| CEA (ng/mL) | 155.0 (2.7‐12 604.1) | 13.1 (2.4‐95.6) | .046 | 1583.5 (17.1‐12 604.1) | 13.7 (2.4‐737) | .008 |
| CA19‐9 (U/mL) | 204.8 (2‐12 000) | 31.5 (2‐2292.3) | .14 | 409.6 (2‐12 000) | 35.5 (2‐12 000) | .32 |
| DNA concentration (ng/mL) | 379 (112‐14 533) | 222 (153‐595) | .36 | 5390 (2180‐110 000) | 3690 (336‐67 000) | .29 |
| No. CTC | 94 (27‐383) | 21 (0‐88) | .005 | |||
| Ratio (CTC/WBC) | 0.057 (0.019‐0.100) | 0.018 (0‐0.065) | .01 | |||
Data are shown as the median (range).
From ccfDNA, RAS mutant allele was detected in 14 patients (63.6%) using dPCR. Patients with high levels of carcinoembryonic antigen (CEA) were significantly more likely to have RAS mutant alleles detected than those with lower CEA levels (P = .046).
From ctcDNA, RAS mutant allele was detected in eight patients (36.4%) using dPCR. Patients receiving BSC, those with high CEA levels, large numbers of CTC, and high ratio of CTC to WBC were associated with a significantly higher likelihood of detecting the RAS mutant allele (P = .03, P = .008, P = .005. P = .01, respectively).
Abbreviations: BSC, best supportive care; CA19‐9, carbohydrate antigen 19‐9; ccfDNA, circulating cell‐free DNA; CTC, circulating tumor cells; ctcDNA, circulating tumor cell DNA; dPCR, digital PCR; WBC, white blood cells.