Background
Methods
Patient background
Blood sample analysis
Statistical analyses
Results
Clinicopathological responses of all the breast cancer patients to NAC
Parameters | Intrinsic subtype | P value | |||
---|---|---|---|---|---|
Luminal (n = 108) | Luminal-HER2 (n = 42) | HER2-enriched (n = 72) | TNBC (n = 105) | ||
Age at operation | 0.054 | ||||
≤ 54 | 59 (54.6%) | 24 (57.1%) | 26 (36.1%) | 55 (52.4%) | |
> 54 | 49 (45.4%) | 18 (42.9%) | 46 (63.9%) | 50 (47.6%) | |
Menopause | 0.006 | ||||
Pre- | 47 (43.5%) | 22 (52.4%) | 16 (22.9%) | 36 (35.0%) | |
Post- | 61 (56.5%) | 20 (47.6%) | 54 (77.1%) | 67 (65.0%) | |
BMI | 0.341 | ||||
≤ 22.0 | 48 (44.4%) | 21 (50.0%) | 42 (58.3%) | 53 (50.5%) | |
> 22.0 | 60 (55.6%) | 21 (50.0%) | 30 (41.7%) | 52 (49.5%) | |
Tumor size | 0.528 | ||||
≤ 2 cm | 13 (12.0%) | 9 (21.4%) | 9 (12.5%) | 14 (13.3%) | |
> 2 cm | 95 (88.0%) | 33 (78.6%) | 63 (87.5%) | 91 (86.7%) | |
Lymph node status | 0.011 | ||||
Negative | 27 (25.0%) | 22 (52.4%) | 26 (36.1%) | 30 (28.6%) | |
Positive | 81 (75.0%) | 20 (47.6%) | 46 (63.9%) | 75 (71.4%) | |
TC (preNAC) | 0.632 | ||||
Normal | 52 (54.2%) | 21 (60.0%) | 39 (60.9%) | 49 (51.6%) | |
High | 44 (45.8%) | 14 (40.0%) | 25 (39.1%) | 46 (48.4%) | |
TG (preNAC) | 0.999 | ||||
Normal | 76 (79.2%) | 28 (77.8%) | 48 (78.7%) | 75 (79.0%) | |
High | 20 (20.8%) | 8 (22.2%) | 13 (21.3%) | 20 (21.0%) | |
TC (postNAC) | 0.014 | ||||
Normal | 35 (37.6%) | 15 (50.0%) | 36 (62.1%) | 33 (38.4%) | |
High | 58 (62.4%) | 15 (50.0%) | 22 (37.9%) | 53 (61.6%) | |
TG (postNAC) | 0.649 | ||||
Normal | 53 (58.9%) | 16 (55.2%) | 33 (62.3%) | 42 (51.9%) | |
High | 37 (41.1%) | 13 (44.8%) | 20 (37.7%) | 39 (48.1%) | |
Objective response rate | 0.070 | ||||
Non-ORR | 11 (10.2%) | 6 (14.3%) | 2 (2.8%) | 13 (12.4%) | |
ORR | 97 (89.8%) | 36 (85.7%) | 70 (97.2%) | 92 (87.6%) | |
Pathological response | < 0.001 | ||||
Non-pCR | 89 (82.4%) | 30 (71.4%) | 29 (40.3%) | 58 (55.2%) | |
pCR | 19 (17.6%) | 12 (28.6%) | 43 (59.7%) | 47 (44.8%) |
Analysis of relationships between lipid metabolism and chemosensitivity and prognosis
pCR | OR | |||||
---|---|---|---|---|---|---|
Negative | Positive | P value | Negative | Positive | P value | |
All breast cancer (n = 327) | ||||||
TC (preNAC) | 0.626 | 0.242 | ||||
Normal | 98 (54.1%) | 63 (57.8%) | 13 (44.8%) | 148 (56.7%) | ||
High | 83 (45.9%) | 46 (42.2%) | 16 (55.2%) | 113 (43.3%) | ||
TG (preNAC) | 0.299 | 0.866 | ||||
Normal | 139 (76.8%) | 88 (82.2%) | 24 (80.0%) | 203 (78.7%) | ||
High | 42 (23.2%) | 19 (17.8%) | 6 (20.0%) | 55 (21.3%) | ||
TC (postNAC) | 0.703 | 0.952 | ||||
Normal | 72 (43.4%) | 47 (46.5%) | 11 (44.0%) | 108 (44.6%) | ||
High | 94 (56.6%) | 54 (53.5%) | 14 (56.0%) | 134 (55.4%) | ||
TG (postNAC) | 0.694 | 0.667 | ||||
Normal | 88 (55.7%) | 56 (59.0%) | 15 (62.5%) | 129 (56.3%) | ||
High | 70 (44.3%) | 39 (41.0%) | 9 (37.5%) | 100 (43.7%) | ||
Luminal (n = 108) | ||||||
TC (preNAC) | 0.795 | 0.728 | ||||
Normal | 43 (55.1%) | 9 (50.0%) | 4 (44.4%) | 48 (55.2%) | ||
High | 35 (44.9%) | 9 (50.0%) | 5 (55.6%) | 39 (44.8%) | ||
TG (preNAC) | 0.347 | 0.680 | ||||
Normal | 60 (76.9%) | 16 (88.9%) | 8 (88.9%) | 68 (78.2%) | ||
High | 18 (23.1%) | 2 (11.1%) | 1 (11.1%) | 19 (21.8%) | ||
TC (postNAC) | 0.415 | 0.707 | ||||
Normal | 27 (35.5%) | 8 (47.1%) | 2 (28.6%) | 33 (38.4%) | ||
High | 49 (64.5%) | 9 (52.9%) | 5 (71.4%) | 53 (61.6%) | ||
TG (postNAC) | 0.785 | 0.685 | ||||
Normal | 42 (57.5%) | 11 (64.7%) | 4 (66.7%) | 49 (58.3%) | ||
High | 31 (42.5%) | 6 (35.3%) | 2 (33.3%) | 35 (41.7%) | ||
Luminal-HER (n = 42) | ||||||
TC (preNAC) | 0.766 | 1.000 | ||||
Normal | 14 (58.3%) | 7 (63.6%) | 3 (60.0%) | 18 (60.0%) | ||
High | 10 (41.7%) | 4 (36.4%) | 2 (40.0%) | 12 (40.0%) | ||
TG (preNAC) | 0.076 | 0.109 | ||||
Normal | 17 (68.0%) | 11 (100.0%) | 3 (50.0%) | 25 (83.3%) | ||
High | 8 (32.0%) | 0 (0.0%) | 3 (50.0%) | 5 (16.7%) | ||
TC (postNAC) | 1.000 | 0.330 | ||||
Normal | 10 (50.0%) | 5 (50.0%) | 1 (20.0%) | 14 (56.0%) | ||
High | 10 (50.0%) | 5 (50.0%) | 4 (80.0%) | 11 (44.0%) | ||
TG (postNAC) | 0.130 | 0.144 | ||||
Normal | 9 (45.0%) | 7 (77.8%) | 1 (20.0%) | 15 (62.5%) | ||
High | 11 (55.0%) | 2 (22.2%) | 4 (80.0%) | 9 (37.5%) | ||
HER2-enriched (n = 72) | ||||||
TC (preNAC) | 0.436 | 0.750 | ||||
Normal | 14 (53.9%) | 25 (65.8%) | 1 (50.0%) | 38 (61.3%) | ||
High | 12 (46.1%) | 13 (34.2%) | 1 (50.0%) | 24 (38.7%) | ||
TG (preNAC) | 0.835 | 0.323 | ||||
Normal | 20 (80.0%) | 28 (77.8%) | 2 (100.0%) | 46 (78.0%) | ||
High | 5 (20.0%) | 8 (22.2%) | 0 (0.0%) | 13 (22.0%) | ||
TC (postNAC) | 0.792 | 0.521 | ||||
Normal | 15 (60.0%) | 21 (63.6%) | 2 (100.0%) | 34 (60.7%) | ||
High | 10 (40.0%) | 12 (36.4%) | 0 (0.0%) | 22 (39.3%) | ||
TG (postNAC) | 0.779 | 0.719 | ||||
Normal | 15 (65.2%) | 18 (60.0%) | 1 (50.0%) | 32 (62.8%) | ||
High | 8 (34.8%) | 12 (40.0%) | 1 (50.0%) | 19 (37.2%) | ||
TNBC (n = 105) | ||||||
TC (preNAC) | 0.889 | 0.378 | ||||
Normal | 27 (50.9%) | 22 (52.4%) | 5 (38.5%) | 44 (53.7%) | ||
High | 26 (49.1%) | 20 (47.6%) | 8 (61.5%) | 38 (46.3%) | ||
TG (preNAC) | 0.936 | 0.729 | ||||
Normal | 42 (79.3%) | 33 (78.6%) | 11 (84.6%) | 64 (78.1%) | ||
High | 11 (20.7%) | 9 (21.4%) | 2 (15.4%) | 18 (21.9%) | ||
TC (postNAC) | 0.270 | 0.322 | ||||
Normal | 20 (44.5%) | 13 (31.7%) | 6 (54.6%) | 27 (36.0%) | ||
High | 25 (55.6%) | 28 (68.3%) | 5 (45.4%) | 48 (64.0%) | ||
TG (postNAC) | 0.921 | 0.049 | ||||
Normal | 22 (52.4%) | 20 (51.3%) | 9 (81.8%) | 33 (47.1%) | ||
High | 20 (47.6%) | 19 (48.7%) | 2 (18.2%) | 37 (52.9%) |
Analysis of relationships between lipid metabolism and immune activity
ALC (pre-NAC) | NLR (pre-NAC) | ALC (post-NAC) | NLR (post-NAC) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Low | High | P value | Low | High | P value | Low | High | P value | Low | High | P value | |
All breast cancer (n = 327) | ||||||||||||
TC (preNAC) | 0.638 | 0.479 | 0.564 | 0.978 | ||||||||
Normal | 82 (56.9%) | 79 (54.1%) | 76 (53.2%) | 85 (57.8%) | 145 (56.2%) | 15 (50.0%) | 59 (55.7%) | 101 (55.5%) | ||||
High | 62 (43.1%) | 67 (45.9%) | 67 (46.8%) | 62 (42.2%) | 113 (43.8%) | 15 (50.0%) | 47 (44.3%) | 81 (44.5%) | ||||
TG (preNAC) | 0.249 | 0.886 | 0.101 | 0.655 | ||||||||
Normal | 117 (81.8%) | 110 (75.9%) | 112 (79.4%) | 115 (78.2%) | 205 (80.1%) | 20 (66.7%) | 81 (77.1%) | 144 (79.6%) | ||||
High | 26 (18.2%) | 35 (24.1%) | 29 (20.6%) | 32 (21.8%) | 51 (19.9%) | 10 (33.3%) | 24 (22.9%) | 37 (20.4%) | ||||
TC (postNAC) | 0.388 | 0.219 | 0.292 | 0.163 | ||||||||
Normal | 60 (47.6%) | 59 (41.8%) | 60 (41.1%) | 59 (48.8%) | 105 (43.8%) | 14 (56.0%) | 51 (50.5%) | 68 (41.5%) | ||||
High | 66 (52.4%) | 82 (58.2%) | 86 (58.9%) | 62 (51.2%) | 135 (56.2%) | 11 (44.0%) | 50 (49.5%) | 96 (58.5%) | ||||
TG (postNAC) | 0.001 | 0.164 | 0.803 | 0.974 | ||||||||
Normal | 81 (68.6%) | 63 (46.7%) | 73 (52.9%) | 71 (61.7%) | 129 (56.8%) | 13 (54.2%) | 55 (56.7%) | 87 (56.5%) | ||||
High | 37 (31.4%) | 72 (53.3%) | 65 (47.1%) | 44 (38.3%) | 98 (43.2%) | 11 (45.8%) | 42 (43.3%) | 67 (43.5%) | ||||
Luminal (n = 108) | ||||||||||||
TC (preNAC) | 0.54 | 0.838 | 0.728 | 0.665 | ||||||||
Normal | 25 (58.1%) | 27 (50.9%) | 28 (52.8%) | 24 (55.8%) | 48 (55.2%) | 4 (44.4%) | 16 (50.0%) | 36 (56.3%) | ||||
High | 18 (41.9%) | 26 (49.1%) | 25 (47.2%) | 19 (44.2%) | 39 (44.8%) | 5 (55.6%) | 16 (50.0%) | 28 (43.7%) | ||||
TG (preNAC) | 0.801 | 0.801 | 0.915 | 0.064 | ||||||||
Normal | 35 (81.4%) | 41 (77.4%) | 41 (77.4%) | 35 (81.4%) | 69 (79.3%) | 7 (77.8%) | 29 (90.6%) | 47 (73.4%) | ||||
High | 8 (18.6%) | 12 (22.6%) | 12 (22.6%) | 8 (18.6%) | 18 (20.7%) | 2 (22.2%) | 3 (9.4%) | 17 (26.6%) | ||||
TC (postNAC) | 0.853 | 0.667 | 0.926 | 0.38 | ||||||||
Normal | 15 (36.6%) | 20 (38.5%) | 20 (35.7%) | 15 (40.5%) | 31 (37.8%) | 4 (36.4%) | 16 (44.4%) | 19 (33.3%) | ||||
High | 26 (63.4%) | 32 (61.5%) | 36 (64.3%) | 22 (59.5%) | 51 (62.2%) | 7 (63.6%) | 20 (55.6%) | 38 (66.7%) | ||||
TG (postNAC) | 0.397 | 0.386 | 0.515 | 0.661 | ||||||||
Normal | 25 (64.1%) | 28 (54.9%) | 34 (63.0%) | 19 (52.8%) | 45 (57.0%) | 8 (72.7%) | 22 (62.9%) | 31 (56.4%) | ||||
High | 14 (35.9%) | 23 (45.1%) | 20 (37.0%) | 17 (47.2%) | 34 (43.0%) | 3 (27.3%) | 13 (37.1%) | 24 (43.6%) | ||||
Luminal-HER (n = 42) | ||||||||||||
TC (preNAC) | 0.176 | 0.491 | 0.135 | 0.774 | ||||||||
Normal | 13 (72.2%) | 8 (47.1%) | 10 (52.6%) | 11 (68.8%) | 19 (65.5%) | 1 (20.0%) | 9 (56.3%) | 11 (61.1%) | ||||
High | 5 (27.8%) | 9 (52.9%) | 9 (47.4%) | 5 (31.2%) | 10 (34.5%) | 4 (80.0%) | 7 (43.7%) | 7 (38.9%) | ||||
TG (preNAC) | 0.695 | 0.114 | 0.868 | 0.7 | ||||||||
Normal | 14 (73.7%) | 14 (82.4%) | 17 (89.5%) | 11 (64.7%) | 23 (76.7%) | 4 (80.0%) | 13 (81.3%) | 14 (73.7%) | ||||
High | 5 (26.3%) | 3 (17.6%) | 2 (10.5%) | 6 (35.3%) | 7 (23.3%) | 1 (20.0%) | 3 (18.7%) | 5 (26.3%) | ||||
TC (postNAC) | 0.462 | 0.715 | 0.96 | 0.837 | ||||||||
Normal | 10 (58.8%) | 5 (38.5%) | 8 (57.1%) | 7 (43.8%) | 14 (51.9%) | 1 (50.0%) | 7 (53.9%) | 8 (50.0%) | ||||
High | 7 (41.2%) | 8 (61.5%) | 6 (42.9%) | 9 (56.2%) | 13 (48.1%) | 1 (50.0%) | 6 (46.1%) | 8 (50.0%) | ||||
TG (postNAC) | 0.274 | 0.897 | 0.206 | 0.705 | ||||||||
Normal | 11 (64.7%) | 5 (41.7%) | 7 (53.9%) | 9 (56.3%) | 15 (57.7%) | 0 (0.00%) | 6 (46.2%) | 9 (60.0%) | ||||
High | 6 (35.3%) | 7 (58.3%) | 6 (46.1%) | 7 (43.7%) | 11 (42.3%) | 2 (100.0%) | 7 (53.8%) | 6 (40.0%) | ||||
HER2-enriched (n = 72) | ||||||||||||
TC (preNAC) | 0.955 | 0.935 | 0.738 | 0.935 | ||||||||
Normal | 20 (60.6%) | 19 (61.3%) | 16 (61.5%) | 23 (60.5%) | 33 (62.3%) | 6 (54.6%) | 16 (61.5%) | 23 (60.5%) | ||||
High | 13 (39.4%) | 12 (38.7%) | 10 (38.5%) | 15 (39.5%) | 20 (37.7%) | 5 (45.4%) | 10 (38.5%) | 15 (39.5%) | ||||
TG (preNAC) | 0.363 | 0.539 | 0.046 | 0.349 | ||||||||
Normal | 26 (83.9%) | 22 (73.3%) | 20 (83.3%) | 28 (75.7%) | 42 (84.0%) | 6 (54.6%) | 18 (72.0%) | 30 (83.3%) | ||||
High | 5 (16.1%) | 8 (26.7%) | 4 (16.7%) | 9 (24.3%) | 8 (16.0%) | 5 (45.4%) | 7 (28.0%) | 6 (16.7%) | ||||
TC (postNAC) | 0.593 | 0.787 | 0.697 | 0.267 | ||||||||
Normal | 16 (66.7%) | 20 (58.8%) | 17 (58.6%) | 19 (65.5%) | 30 (60.0%) | 6 (75.0%) | 16 (72.7%) | 20 (55.6%) | ||||
High | 8 (33.3%) | 14 (41.2%) | 12 (41.4%) | 10 (34.5%) | 20 (40.0%) | 2 (25.0%) | 6 (27.3%) | 16 (44.4%) | ||||
TG (postNAC) | 0.021 | 0.264 | 0.766 | 0.779 | ||||||||
Normal | 18 (81.8%) | 15 (48.4%) | 14 (53.9%) | 19 (70.4%) | 29 (63.0%) | 4 (57.1%) | 13 (65.0%) | 20 (60.6%) | ||||
High | 4 (18.2%) | 16 (51.6%) | 12 (46.1%) | 8 (29.6%) | 17 (37.0%) | 3 (42.9%) | 7 (35.0%) | 13 (39.4%) | ||||
TNBC (n = 105) | ||||||||||||
TC (preNAC) | 0.539 | 0.683 | 0.364 | 0.664 | ||||||||
Normal | 24 (48.0%) | 25 (55.6%) | 22 (48.9%) | 27 (54.0%) | 45 (50.6%) | 4 (80.0%) | 18 (56.3%) | 31 (50.0%) | ||||
High | 26 (52.0%) | 20 (44.4%) | 23 (51.1%) | 23 (46.0%) | 44 (49.4%) | 1 (20.0%) | 14 (43.7%) | 31 (50.0%) | ||||
TG (preNAC) | 0.22 | 0.462 | 0.287 | 0.034 | ||||||||
Normal | 42 (84.0%) | 33 (73.3%) | 34 (75.6%) | 41 (82.0%) | 71 (79.8%) | 3 (60.0%) | 21 (65.6%) | 53 (85.5%) | ||||
High | 8 (16.0%) | 12 (26.7%) | 11 (24.4%) | 9 (18.0%) | 18 (20.2%) | 2 (40.0%) | 11 (34.4%) | 9 (14.5%) | ||||
TC (postNAC) | 0.382 | 0.19 | 0.294 | 0.87 | ||||||||
Normal | 19 (43.2%) | 14 (33.3%) | 15 (31.9%) | 18 (46.2%) | 30 (37.0%) | 3 (75.0%) | 12 (40.0%) | 21 (38.2%) | ||||
High | 25 (56.8%) | 28 (66.7%) | 32 (68.1%) | 21 (53.8%) | 51 (63.0%) | 1 (25.0%) | 18 (60.0%) | 34 (61.8%) | ||||
TG (postNAC) | 0.008 | 0.025 | 0.353 | 0.817 | ||||||||
Normal | 27 (67.5%) | 15 (36.6%) | 18 (40.0%) | 24 (66.7%) | 40 (52.6%) | 1 (25.0%) | 14 (48.3%) | 27 (52.9%) | ||||
High | 13 (32.5%) | 26 (63.4%) | 27 (60.0%) | 12 (33.3%) | 36 (47.4%) | 3 (75.0%) | 15 (51.7%) | 24 (47.1%) |