Introduction
Methods
Study cohorts
Characteristics | Cohort 1 | Cohort 2 | |||
---|---|---|---|---|---|
Number (percentage) | Number (percentage) | PCR | Non-PCR | p value | |
Age | Median: 48, 27–79 | Median: 53, 27–71 | – | – | – |
Menopausal status | |||||
Post | 78 (43.1%) | 26 (65%) | 12 | 14 | 0.842 |
Pre | 103 (56.9%) | 14 (35%) | 6 | 8 | |
Tumor size before NACT | |||||
T1-T2 | 170 (93.9%) | 31 (77.5%) | 17 | 14 | 0.052 |
T3-T4 | 11 (6.1%) | 6 (22.5%) | 1 | 8 | |
TNM stage | |||||
I | 37 (20.4%) | – | – | – | 0.436 |
II | 108 (59.7%) | 24 (60%) | 12 | 12 | |
III | 36 (19.9%) | 16 (40%) | 6 | 10 | |
HR status and HER2 status | |||||
HR−/HER2 + | 69 (38.1%) | 20 (50%) | 7 | 13 | 0.204 |
HR + /HER2 + | 112 (61.9%) | 20 (50%) | 11 | 9 | |
Ki67 status | |||||
< 40%, + | 91 (50.3%) | 19 (47.5%) | 12 | 7 | 0.028 |
≥ 40%, + | 90 (49.7%) | 21 (52.5%) | 6 | 15 | |
LN status before surgery | |||||
cN0 | 43 (23.8%) | 4 (10.0%) | 2 | 2 | 0.407 |
cN1 | 96 (53.0%) | 22 (55.0%) | 10 | 12 | |
cN2 | 29 (16.0%) | 11 (27.5%) | 6 | 5 | |
cN3 | 13 (7.2%) | 3 (7.5%) | 0 | 3 | |
NACT regimens | |||||
TCH | – | 18 (45.0%) | 10 | 8 | 0.243 |
TCHL | – | 22 (55.0%) | 15 | 7 | |
Tumor size after NACT | |||||
ypT0 | – | 18 (45.0%) | – | – | – |
ypT1-T2 | – | 21 (52.5%) | – | – | – |
ypT3-T4 | – | 1 (2.5%) | – | – | – |
LN status after surgery | |||||
ypN0 | 65 (35.9%) | 26 (65%) | – | – | – |
ypN1 | 83 (45.9%) | 9 (22.5%) | – | – | – |
ypN2 | 20 (11.0%) | 2 (5%) | – | – | – |
ypN3 | 13 (7.2%) | 3 (7.5%) | – | – | – |
Next-generation sequencing
NGS library preparation
Capture-based targeted DNA sequencing
Sequence data analysis
Statistical analyses
Results
Clinicopathologic features and genetic mutations of Chinese HER2-positive breast cancer patients
Mutations | Cohort 1 | Cohort 2 | |||||||
---|---|---|---|---|---|---|---|---|---|
HR+/HER2+ (n/181) | HR-/HER2 + (n/181) | Total (n/181) | HR+/HER2 + (n/40) | HR-/HER2 + (n/40) | pCR (n/18) | Non-pCR (n/22) | p value | ||
TP53 | Missense | 40 (22.1%) | 33 (18.2%) | 73 (40.35%) | 7 (17.5%) | 10 (25.0%) | 4 (22.2%) | 13 (59.1%) | 0.019 |
LOF mutations | 27 (14.9%) | 12 (6.6%) | 39 (21.5%) | 7 (17.5%) | 10 (25.0%) | 12 (66.7%) | 5 (22.7%) | 0.005 | |
Splice_acceptor | 7 (3.9%) | 1 (0.6%) | 8 (4.5%) | 0 | 2 (5.0%) | 2 (11.1%) | 0 | – | |
Splice_donor | 3 (1.7%) | 2 (1.1%) | 5 (2.8%) | 1 (2.5%) | 1 (2.5%) | 2 (11.1%) | 0 | – | |
Frame shift | 17 (9.4%) | 9 (5.0%) | 26 (14.4%) | 4 (10.0%) | 3 (7.5%) | 4 (22.2%) | 3 (13.6%) | 0.770* | |
Nonsense(stop gain) | 7 (3.9%) | 10 (5.5%) | 17 (9.4%) | 2 (10.0%) | 4 (10.0%) | 4 (22.2%) | 2 (9.1%) | 0.476* | |
Splice_region | 0 | 1 (0.6%) | 1 (0.6%) | 1 (2.5%) | 0 | 1 (5.5%) | 0 | – | |
Indel | 5 (2.8%) | 1 (0.6%) | 6 (7.4%) | 1 (2.5%) | 0 | 1 (5.5%) | 0 | – | |
Total | 79 (43.6%) | 56 (30.9%) | 135 (74.6%) | 16 (40.0%) | 20 (50.0%) | 18 (88.9%)# | 18 (81.8%) | 0.859* | |
CDK12 | CN_amp | 60 (33.1%) | 41 (22.7%) | 101 (55.8%) | 14 (35.0%) | 13 (37.5%) | 13 (72.2%) | 14 (63.6%) | 1.000* |
Missense | 1 (0.6%) | 6 (3.3%) | 7 (3.9%) | 0 | 1 (2.5%) | 0 | 1 (4.5%) | – | |
Frameshift_variant | 2 (1.1%) | 0 | 2 (1.1%) | 1 (2.5%) | 0 | 0 | 1 (4.5%) | – | |
Fusion | 4 (2.2%) | 0 | 4 (2.2%) | – | – | – | – | – | |
LGR | 2 (1.1%) | 0 | 2 (1.1%) | – | – | – | – | – | |
Total | 69 (38.1%) | 48 (26.5%) | 117 (64.6%) | 15 (37.5%) | 14 (40%) | 13 (72.2%) | 16 (72.7%) | 1.000* | |
PIK3CA | Missense | 49 (27.1%) | 30 (16.6%) | 79 (43.6%) | 9 (22.5%) | 12 (30.0%) | 6 (33.3%) | 15 (68.2%) | – |
CN_amp | 2 (1.1%) | 0 | 2 (1.1%) | 1 (2.5%) | 0 | 0 | 1 (4.5%) | – | |
Indel | 3 (1.7%) | 0 | 3 (1.7%) | – | – | – | – | – | |
Total | 54 (29.8%) | 30 (16.6%) | 84 (46.4%) | 10 (25%) | 12 (30.0%) | 6 (33.3%) | 16 (72.7%) | 0.013 | |
RARA | CN_amp | 26 (14.4%) | 8 (4.4%) | 34 (18.8%) | 6 (15.0%) | 2 (5.0%) | 5 (27.8%) | 3 (13.6%) | 0.475* |
Fusion | 1 (0.6%) | 0 | 1 (0.6%) | – | – | – | – | – | |
Total | 27 (14.9%) | 8 (4.4%) | 35 (19.3%) | 6 (15.0%) | 2 (5.0%) | 5 (27.8%) | 3 (13.6%) | 0.475* | |
SPOP | CN_amp | 22 (12.2%) | 7 (3.9%) | 29 (16.0%) | 3 (15.0%) | 4 (10.0%) | 2 (11.1%) | 5 (22.7%) | 0.587* |
Fusion | 1 (0.6%) | 0 | 1 (0.6%) | – | – | – | – | – | |
Total | 23 (12.7%) | 7 (3.9%) | 30 (16.6%) | 3 (15.0%) | 4 (10.0%) | 2 (11.1%) | 5 (22.7%) | 0.587* | |
CCND1 | CN_amp | 16 (8.9%) | 5 (2.8%) | 21 (11.6%) | 5 (12.5%) | 1 (2.5%) | 2 (11.1%) | 4 (18.2%) | 0.859* |
Myc | CN_amp | 15 (8.3%) | 3 (1.7%) | 18 (9.9%) | 2 (10.0%) | 3 (7.5%) | 3 (16.6%) | 2 (9.1%) | 1.000* |
Fusion | 0 | 1 (0.6%) | 1 (0.6%) | 0 | 1 (2.5%) | 0 | 1 (4.5%) | – | |
Total | 15 (8.3%) | 4 (2.2%) | 19 (10.5%) | 2 (10.0%) | 4 (10.0%) | 3 (16.6%) | 3 (13.6%) | 1.000* | |
FGF19 | CN_amp | 15 (8.3%) | 4 (2.2%) | 19 (10.5%) | 5 (12.5%) | 1 (2.5%) | 2 (11.1%) | 4 (18.2%) | 0.859* |
FGF3 | CN_amp | 13 (7.2%) | 3 (1.7%) | 16 (8.8%) | 5 (12.5%) | 1 (2.5%) | 2 (11.1%) | 4 (18.2%) | 0.859* |
FGF4 | CN_amp | 14 (7.7%) | 3 (1.7%) | 17 (9.4%) | 5 (12.5%) | 1 (2.5%) | 2 (11.1%) | 4 (18.2%) | 0.859* |
ROS1 | CN_amp | 6 (3.3%) | 0 | 6 (3.3%) | 5 (12.5%) | 0 | 5 (27.8%) | 0 | 0.049* |
Splice_site | 1 (0.6%) | 0 | 1 (0.6%) | 0 | 0 | 0 | 0 | – | |
Total | 7 (3.9%) | 0 | 7 (3.9%) | 5 (12.5%) | 0 | 5 (27.8%) | 0 | 0.049* |
Gene | Mutation_type | Exon_rank | Description | AF (%) | CHROM | POS | REF | ALT | Patient.count |
---|---|---|---|---|---|---|---|---|---|
TP53 | missense_variant | 5 | p.A159V | 12.57 | 17 | 7,578,454 | G | A | 1 |
missense_variant | 8 | p.G262V | 38.51 | 17 | 7,577,153 | C | A | 1 | |
missense_variant | 5 | p.H179R | 29.08 | 17 | 7,578,394 | T | C | 1 | |
missense_variant | 6 | p.H193L | 27.33 | 17 | 7,578,271 | T | A | 1 | |
missense_variant | 5 | p.N131I | 9.18 | 17 | 7,578,538 | T | A | 1 | |
missense_variant | 7 | p.N239D | 47.06 | 17 | 7,577,566 | T | C | 1 | |
missense_variant | 5 | p.P151S | 56.70 | 17 | 7,578,479 | G | A | 1 | |
missense_variant | 8 | p.P278R | 29.25 | 17 | 7,577,105 | G | C | 1 | |
missense_variant | 8 | p.P278S | 11.58 | 17 | 7,577,106 | G | A | 1 | |
missense_variant | 6 | p.R209S | 37.70 | 17 | 7,578,222 | T | G | 1 | |
missense_variant | 8 | p.R273C | 3.18 | 17 | 7,577,121 | G | A | 1 | |
missense_variant | 8 | p.R273H | 10.65 | 17 | 7,577,120 | C | T | 2 | |
missense_variant | 8 | p.R282W | 19.20 | 17 | 7,577,094 | G | A | 1 | |
missense_variant | 5 | p.Y126D | 21.26 | 17 | 7,578,554 | A | C | 1 | |
missense_variant | 5 | p.Y163C | 39.06 | 17 | 7,578,442 | T | C | 1 | |
missense_variant | 6 | p.Y220N | 46.71 | 17 | 7,578,191 | A | T | 1 | |
conservative_inframe_deletion | 6 | p.F212_S215del | 31.38 | 17 | 7,578,203 | CACTATGTCGAAAA | CT | 1 | |
frameshift_variant | 10 | p.L348fs | 6.11 | 17 | 7,573,966 | TGGGCATCCTTGAGTTCCAAG | T | 1 | |
frameshift_variant | 4 | p.L93fs | 37.73 | 17 | 7,579,408 | CA | C | 1 | |
frameshift_variant | 7 | p.N239fs | 30.55 | 17 | 7,577,564 | GT | G | 1 | |
frameshift_variant | 4 | p.P72fs | 17.93 | 17 | 7,579,470 | CGGG | CGC | 1 | |
frameshift_variant | 5 | p.R158fs | 28.17 | 17 | 7,578,445 | ATGGCCATGGCGCG | A | 1 | |
frameshift_variant | 5 | p.S185fs | 22.44 | 17 | 7,578,373 | TCGC | TT | 1 | |
frameshift_variant | 8 | p.V274fs | 25.05 | 17 | 7,577,118 | C | CA | 1 | |
splice_acceptor_variant | 9 | c.920-1G>A | 39.53 | 17 | 7,576,927 | C | T | 1 | |
splice_acceptor_variant | 9 | p.S261_G262delins??? | 16.55 | 17 | 7,577,151 | TACCACTACTCAGGATAGGAAAAG | TT | 1 | |
splice_donor_variant | 6 | c.672 + 1G>A | 11.68 | 17 | 7,578,176 | C | T | 1 | |
splice_donor_variant | 6 | c.672 + 1G>T | 9.46 | 17 | 7,578,176 | C | A | 1 | |
splice_region_variant | 6 | p.E224D | 26.46 | 17 | 7,578,177 | C | A | 1 | |
stop_gained | 5 | p.Q144* | 8.93 | 17 | 7,578,500 | G | A | 1 | |
stop_gained | 6 | p.Q192* | 58.54 | 17 | 7,578,275 | G | A | 3 | |
stop_gained | 10 | p.R342* | 35.58 | 17 | 7,574,003 | G | A | 1 | |
stop_gained | 7 | p.Y236* | 36.95 | 17 | 7,577,573 | G | T | 1 | |
PIK3CA | missense_variant | 21 | p.H1047R | 6.73 | 3 | 178,952,085 | A | G | 13 |
missense_variant | 8 | p.C420R | 15.24 | 3 | 178,927,980 | T | C | 1 | |
missense_variant | 10 | p.E542K | 17.26 | 3 | 178,936,082 | G | A | 1 | |
missense_variant | 10 | p.E545G | 14.01 | 3 | 178,936,092 | A | G | 1 | |
missense_variant | 21 | p.H1047L | 37.45 | 3 | 178,952,085 | A | T | 1 | |
missense_variant | 5 | p.N345K | 10.64 | 3 | 178,921,553 | T | A | 2 | |
missense_variant | 9 | p.S499F | 4.89 | 3 | 178,928,310 | C | T | 1 | |
missense_variant | 13 | p.V650M | 11.69 | 3 | 178,937,773 | G | A | 1 | |
cn_amp | NA | cn_amp | 3.87 | 3q26.32 | 3q26.32 | 19 | 17 | 1 |
Genetic mutation difference between HER2-positive breast cancer patients with and without pCR
Predictors for pCR or non-pCR
Factors | Univariate regression | Multivariate regression | ||
---|---|---|---|---|
OR (95% CI) | p value | OR (95% CI) | p value | |
Tumor size | 9.714 (1.081–87.313) | 0.042 | 11.844 (0.993–141.214) | |
Hormone receptor status | 0.636 (0.180–2.251) | 0.483 | ||
Initial Ki67 status | 3.500 (0.945–12.966) | 0.061 | 6.007 (1.120–32.210) | 0.036 |
NACT regimen | 0.467 (0.129–1.692) | 0.246 | ||
TP53 missense mutations | 0.198 (0.049–0.801) | 0.023 | ||
TP53 LOF mutations | 6.800 (1.680–27.522) | 0.007 | 7.086 (1.366–36.749) | 0.020 |
PIK3CA mutations | 0.286 (0.077–1.058) | 0.061 | ||
ROS1 mutations | 8.077 (0.846–77.070) | 0.07 |