| Literature DB >> 31065452 |
Arianna Nicolussi1, Francesca Belardinilli2, Yasaman Mahdavian2, Valeria Colicchia2, Sonia D'Inzeo1,3, Marialaura Petroni4, Massimo Zani2, Sergio Ferraro2, Virginia Valentini2, Laura Ottini2, Giuseppe Giannini2,5, Carlo Capalbo2, Anna Coppa1.
Abstract
BACKGROUND: Conventional methods used to identify BRCA1 and BRCA2 germline mutations in hereditary cancers, such as Sanger sequencing/multiplex ligation-dependent probe amplification (MLPA), are time-consuming and expensive, due to the large size of the genes. The recent introduction of next-generation sequencing (NGS) benchtop platforms offered a powerful alternative for mutation detection, dramatically improving the speed and the efficiency of DNA testing. Here we tested the performance of the Ion Torrent PGM platform with the Ion AmpliSeq BRCA1 and BRCA2 Panel in our clinical routine of breast/ovarian hereditary cancer syndrome assessment.Entities:
Keywords: BRCA1; BRCA2; DNA testing; Hereditary breast/ovarian cancer; Next-generation sequencing
Year: 2019 PMID: 31065452 PMCID: PMC6482939 DOI: 10.7717/peerj.6661
Source DB: PubMed Journal: PeerJ ISSN: 2167-8359 Impact factor: 2.984
BRCA1 and BRCA2 variants contained in the training set used for the optimization of the workflow.
| Variant | Gene | Effect | Type | Frequency (%) | Phred quality score | Coverage | Coverage var | |
|---|---|---|---|---|---|---|---|---|
| c.5266dupC | p.Gln1756Profs | BRCA1 | Pathogenic | dup | 50.7 | 4,616 | 2,362 | 1,198 |
| c.1504_1508delTTAAA | p.Leu502Alafs | BRCA1 | Pathogenic | del | 481 | 1,492.07 | 778 | 374 |
| c.4964_4982del19 | p.Ser1655Tyrfs | BRCA1 | Pathogenic | del | 39.6 | 50 | 844 | 334 |
| c.5407-?_*(1_?)del | p.? | BRCA1 | Pathogenic | exon 23-24del | / | / | / | / |
| c.5075-?_5193+?del | p.? | BRCA1 | Pathogenic | exon 18-19del | / | / | / | / |
| NBR2delEX1_BRCA1delEX1-2 | p.? | NBR2/BRCA1 | Pathogenic | exon 1del (NBR2) exon 1-2del (BRCA1) | / | / | / | / |
| c.7921_7926delGAATTTinsAG | p.Glu2641Argfs | BRCA2 | Pathogenic | complex | 44.6 | 1,094.44 | 673 | 300 |
| c.246dupA | p.Glu83Argfs | BRCA2 | Pathogenic | dup | 44.7 | 409.21 | 253 | 113 |
| c.2806_2809delAAAC | p.Ala938Profs | BRCA2 | Pathogenic | del | 48.2 | 1,144.45 | 591 | 285 |
| c.516+1G>C | p.? | BRCA2 | Pathogenic | SNV | 49.3 | 4,602.4 | 2,286 | 1,126 |
| c.7007G>A | p.Arg2336His | BRCA2 | Pathogenic | SNV | 48.4 | 1,128.61 | 576 | 279 |
Note:
Abbreviations: del, deletion; dup, duplication; SNV, single nucleotide variant; Phred quality score: probability of incorrect call.
Mean quality control and coverage metrics in the training set and in the validation set samples.
| Chip 314 ( | Chip 316 ( | |||
|---|---|---|---|---|
| Mean | SD | Mean | SD | |
| Number of mapped reads | 122,109 | 43,431 | 244,737 | 69,845 |
| Percent reads on target (%) | 96 | 0.03 | 97 | 0.02 |
| Uniformity of base coverage (%) | 97 | 0.02 | 97 | 0.01 |
| Average base coverage depth | 726 | 266 | 1,504 | 379 |
BRCA1 and BRCA2 lower-performance and fwd/rev end to end unbalanced amplicons.
| Gene | Id amplicon | GC content | Self-annealing | GC clamp | Hairpin formation |
|---|---|---|---|---|---|
| AMPL225438570 | fwd 43% | / | / | / | |
| rev 36% | / | / | / | ||
| AMPL223392219 | fwd 41% | / | / | / | |
| rev 27% | Yes | / | Yes | ||
| AMPL223379892 | fwd 22% | Yes | / | Yes | |
| rev 36% | Yes | / | Yes | ||
| AMPL223390724 | fwd 41% | / | / | / | |
| rev 39% | / | / | / | ||
| AMPL225505032 | fwd 46% | Yes | / | Yes | |
| rev 36% | Yes | Yes | / | ||
| AMPL225504179 | fwd 33% | / | / | / | |
| rev 36% | Yes | Yes | / | ||
| AMPL223735053 | fwd 38% | / | / | / | |
| rev 48% | / | / | / | ||
| AMPL223413081 | fwd 46% | / | / | / | |
| rev 28% | Yes | / | Yes | ||
| AMPL223712774 | fwd 48% | / | / | / | |
| rev 39% | Yes | / | Yes | ||
| AMPL224626553 | fwd 24% | Yes | / | Yes | |
| rev 50% | / | / | / | ||
| AMPL223938117 | fwd 31% | / | Yes | / | |
| rev 39% | Yes | / | Yes | ||
| AMPL223512592 | fwd 25% | Yes | / | Yes | |
| rev 46% | / | / | / | ||
| AMPL225349438 | fwd 38% | Yes | / | Yes | |
| rev 42% | Yes | / | / | ||
| AMPL223730984 | fwd 50% | / | / | / | |
| rev 41% | / | / | / | ||
| AMPL223515418 | fw 39% | Yes | / | Yes | |
| rev 55% | Yes | / | / | ||
| AMPL225441321 | fw 52% | / | / | / | |
| rev 48% | Yes | / | Yes | ||
| AMPL223959719 | fw 38% | / | / | / | |
| rev 41% | Yes | / | Yes |
Figure 1Coverage plots of BRCA1 and BRCA2 lower-performance amplicons from 147 samples (TS and VS samples).
(A, B) BRCA1 and BRCA2 amplicons that did not reach a minimum coverage of 100×; (C, E) percentage of BRCA1 and BRCA2 fwd/rev unbalanced amplicons (minimum average depth in strand bias of 30× for each strand end to end); (D, F) histogram of the mean read depth per fwd/rev end to end unbalanced amplicons in BRCA1 and BRCA2. Error bars represent +/- the standard error (SE) of reads number.
Figure 2Representative image of read alignments visualized with IGV showing the germline mutations detected by NGS default analysis (A–F).
Figure 3Representative image of read alignments showing the germline mutations of BRCA1 and BRCA2 detected by NGS analysis after minimal adjustments in the analytical pipeline of Torrent Suite Software.
Read alignments visualized with IGV showing the germline mutation of BRCA1, c.4964_4982del19 (p.Ser1655Tyrfs) and BRCA2, c.7921_7926delGAATTTinsAG (p.Glu2641Argfs) (A and C). On the right side of the image, representative validation of NGS data by Sanger sequencing. Germline mutations were detected in the patients but not in the control subject. Arrows indicate the position of the mutated nucleotides (B and D).
Performance of the NGS assay (NGS vs Sanger) evaluated in the training set (in brackets, values were obtained considering LGRs as FNs).
| Total variants | 68 | 111 | 179 |
| Called positions per patient | 5,989 | 10,257 | 16,246 |
| Total called positions | 65,879 | 112,827 | 178,706 |
| TP | 61 | 110 | 171 |
| FP | 7 | 1 | 8 |
| TN | 65,808 | 112,716 | 178,524 |
| FN | 0 (3) | 0 | 0 (3) |
| Sensitivity, TP/(TP + FN) | 100% (95.3%) | 100% | 100% (98.3%) |
| Specificity, TN/(TN + FP) | 100% | 100% | 100% |
| Positive predictive value (PPV), TP/(TP + FP) | 89.7% | 99.1% | 95.5% |
| Negative predictive value (NPV), TN/(TN + FN) | 100% | 100% | 100% |
BRCA1 and BRCA2 variants contained in the validation set.
| Variant | Gene | Effect | Type | Number of times a variant was observed | |
|---|---|---|---|---|---|
| DNA | Protein | ||||
| c.1360_1361delAG | p.Ser454Terfs | BRCA1 | Pathogenic | del | 1 |
| c.5062_5064delGTT | p.Val1688del | BRCA1 | Pathogenic | del | 1 |
| c.5266dupC | p.Gln1756Profs | BRCA1 | Pathogenic | dup | 3 |
| c.1462dupA | p.Thr488Asnfs | BRCA1 | Pathogenic | dup | 1 |
| c.1016dupA | p.Val340Glyfs | BRCA1 | Pathogenic | dup | 1 |
| c.3331_3334delCAAG | p.Glu1111Asnfs | BRCA1 | Pathogenic | del | 1 |
| c.4117G>T | p.Glu1373Ter | BRCA1 | Pathogenic | SNV | 6 |
| c.1505T>G | p.Leu502Ter | BRCA1 | Pathogenic | SNV | 1 |
| c.5074+1G>T | p.? | BRCA1 | Pathogenic | SNV | 1 |
| c.181T>G | p.Cys61Gly | BRCA1 | Pathogenic | SNV | 1 |
| c.1016dupA | p.Val340Glyfs | BRCA1 | Pathogenic | dup | 1 |
| c.5335_5335delC | p.Gln1779Asnfs | BRCA1 | Pathogenic | del | 1 |
| c.1881C>G | (p.Val627=) | BRCA1 | Uncertain significance | SNV | 1 |
| c.5123C>A | p.Ala1708Glu | BRCA1 | Pathogenic | SNV | 1 |
| c.9252_9255delAACAinsTT | p.Lys3084Asnfs | BRCA2 | Pathogenic | Complex | 1 |
| c.4131_4132insTGAGGA | p.Thr1378_Gly1712delinsTer | BRCA2 | Pathogenic | ins | 1 |
| c.1238_1238delT | p.Leu413Hisfs | BRCA2 | Pathogenic | del | 1 |
| c.5211_5214delTACT | p.Asp1737_1738delThrfs | BRCA2 | Pathogenic | del | 1 |
| c.5718_5719delCT | p.Leu1908Argfs | BRCA2 | Pathogenic | del | 1 |
| c 2684_2684delC | p.Ala895Valfs | BRCA2 | Pathogenic | del | 1 |
| c.6591_6592delTG | p.Glu2198Asnfs | BRCA2 | Pathogenic | del | 1 |
| c.7007G>A | p.Arg2336His | BRCA2 | Pathogenic | SNV | 1 |
| c.7008-62A>G | p.? | BRCA2 | Uncertain significance | SNV | 1 |
| c.72delA | p.Gly25Aspfs | BRCA2 | Pathogenic | del | 1 |
| c.6275_6276delTT | p.Leu2092Profs | BRCA2 | Pathogenic | del | 1 |
Note:
Abbreviations: del, deletion; dup, duplication; ins, insertion; SNV, single nucleotide variant.
Figure 4Workflow for analyzing BRCA1 and BRCA2 using NGS.