| Literature DB >> 33533487 |
Monika Graeser1,2,3, Simone Schrading4, Oleg Gluz1,2,5, Kevin Strobel4, Rachel Würstlein1,6, Sherko Kümmel1,7,8, Claudia Schumacher9, Eva-Maria Grischke10, Helmut Forstbauer11, Michael Braun12, Matthias Christgen13, Jascha Adams14, Henrik Nitzsche2, Marianne Just15, Hans Holger Fischer16, Bahriye Aktas17,18, Jochem Potenberg19, Raquel von Schumann2, Cornelia Kolberg-Liedtke8,17, Nadia Harbeck1,6, Christiane K Kuhl4, Ulrike Nitz1,2.
Abstract
We evaluated the role of early response after 3 weeks of neoadjuvant treatment (NAT) assessed by ultrasound (US), magnetic resonance imaging (MRI) and Ki-67 dynamics for prediction of pathologic complete response (pCR) in different early breast cancer subtypes. Patients with HR+/HER2+, HR-/HER2- and HR-/HER2+ tumors enrolled into three neoadjuvant WSG ADAPT subtrials underwent US, MRI and Ki-67 assessment at diagnosis and after 3 weeks of NAT. Early response was defined as complete or partial response (US, MRI) and ≥30% proliferation decrease or <500 invasive tumor cells (Ki-67). Predictive values and area under the receiver operating characteristic (AUC) curves for prediction of pCR (ypT0/is ypN0) after 12-week NAT were calculated. Two hundred twenty-six had MRI and 401 US; 107 underwent both MRI and US. All three methods yielded a similar AUC in HR+/HER2+ (0.66-0.67) and HR-/HER2- tumors (0.53-0.63), while MRI and Ki-67 performed better than US in HR-/HER2+ tumors (0.83 and 0.79 vs 0.56). Adding MRI+/-Ki-67 increased AUC of US in HR-/HER2+ tumors to 0.64 to 0.75. MRI and Ki-67 demonstrated highest sensitivity in HR-/HER2- (0.8-1) and HR-/HER2+ tumors (1, both). Negative predictive value was similar for all methods in HR+/HER2+ (0.71-0.74) and HR-/HER2- tumors (0.85-1), while it was higher for MRI and Ki-67 compared to US in HR-/HER2+ subtype (1 vs 0.5). Early response assessed by US, MRI and Ki-67 is a strong predictor for pCR after 12-week NAT. Strength of pCR prediction varies according to tumor subtype. Adding MRI+/-Ki-67 to US did not improve pCR prediction in majority of our patients.Entities:
Keywords: breast cancer; magnetic resonance imaging; neoadjuvant therapy; pathologic complete response; ultrasound
Year: 2021 PMID: 33533487 PMCID: PMC8048810 DOI: 10.1002/ijc.33495
Source DB: PubMed Journal: Int J Cancer ISSN: 0020-7136 Impact factor: 7.396
FIGURE 1CONSORT diagram
Patient characteristics
| MRI group | US group | MRI and US group | All patients | |
|---|---|---|---|---|
| Number of patients | 226 | 401 | 107 | 520 |
| Age at initial visit (years) | ||||
| Mean | 51.28 | 51.60 | 49.88 | 51.82 |
| SD | 10.96 | 11.49 | 10.76 | 11.38 |
| Median | 52.00 | 51.00 | 50.00 | 51.00 |
| Min | 25.00 | 21.00 | 26.00 | 21.00 |
| Max | 77.00 | 78.00 | 77.00 | 78.00 |
| N.D. | 2 | 2 | 1 | 3 |
| Central grade, N (%) | ||||
| 1 | 4 (1.77) | 7 (1.75) | 2 (1.87) | 9 (1.73) |
| 2 | 95 (42.04) | 181 (45.14) | 47 (43.93) | 229 (44.04) |
| 3 | 125 (55.31) | 211 (52.62) | 57 (53.27) | 279 (53.65) |
| N.D. | 2 (0.88) | 2 (0.50) | 1 (0.93) | 3 (0.58) |
| Clinical baseline characteristics, N (%) | ||||
| cT | ||||
| 1 | 96 (42.48) | 178 (44.39) | 42 (39.25) | 232 (44.62) |
| 2 | 121 (53.54) | 198 (49.38) | 59 (55.14) | 260 (50.00) |
| 3 | 8 (3.54) | 23 (5.74) | 6 (5.61) | 25 (4.81) |
| 4 | 1 (0.44) | 2 (0.50) | — | 3 (0.58) |
| cN | ||||
| 0 | 150 (66.37) | 290 (72.32) | 72 (67.29) | 368 (70.77) |
| 1 | 66 (29.20) | 99 (24.69) | 32 (29.91) | 133 (25.58) |
| 2 | 9 (3.98) | 11 (2.74) | 2 (1.87) | 18 (3.46) |
| 3 | 1 (0.44) | 1 (0.25) | 1 (0.93) | 1 (0.19) |
| Menopausal status | ||||
| Premenopausal | 106 (46.90) | 198 (49.38) | 53 (49.53) | 251 (48.27) |
| Postmenopausal | 107 (47.35) | 178 (44.39) | 45 (42.06) | 240 (46.15) |
| Unknown/unclear | 13 (5.75) | 25 (6.23) | 9 (8.41) | 29 (5.58) |
| BC subtype and therapy, N (%) | ||||
| HR+/HER2+ | 96 (42.48) | 258 (64.34) | 66 (61.68) | 288 (55.38) |
| pCR rate, N (%) | 34 (35.42) | 78 (30.23) | 23 (34.85) | 89 (30.90) |
| Ki‐67 response rate, N (%) | 58 (60.42) | 145 (56.20) | 42 (63.64) | 161 (55.90) |
| T‐DM1 | 33 (14.60) | 84 (20.95) | 23 (21.50) | 94 (18.08) |
| T‐DM1+ET | 30 (13.27) | 86 (21.45) | 20 (18.69) | 96 (18.46) |
| Trastuzumab+ET | 33 (14.60) | 88 (21.95) | 23 (21.50) | 98 (18.85) |
| HR−/HER2− | 87 (38.50) | 93 (23.19) | 25 (23.36) | 155 (29.81) |
| pCR rate, N (%) | 29 (33.33) | 30 (32.26) | 5 (20.00) | 54 (34.84) |
| Ki‐67 response rate, N (%) | 39 (44.83) | 42 (45.16) | 13 (52.00) | 68 (43.87) |
| nab‐paclitaxel+gemcitabine | 50 (22.12) | 56 (13.97) | 17 (15.89) | 89 (17.12) |
| nab‐paclitaxel+carboplatin | 37 (16.37) | 37 (9.23) | 8 (7.48) | 66 (12.69) |
| HR‐/HER2+ | 43 (19.03) | 50 (12.47) | 16 (14.96) | 77 (14.81) |
| pCR rate, N (%) | 20 (46.51) | 29 (58.00) | 9 (56.25) | 40 (51.95) |
| Ki‐67 response rate, N (%) | 13 (30.23) | 20 (40.00) | 4 (25.00) | 29 (37.66) |
| Trastuzumab+pertuzumab | 32 (14.16) | 35 (8.73) | 12 (11.21) | 55 (10.58) |
| Trastuzumab+pertuzumab+paclitaxel | 11 (4.87) | 15 (3.74) | 4 (3.73) | 22 (4.23) |
Tumor response rates
| Group | MRI group (N = 226) | US group (N = 401) | US and MRI group (N = 107) | |
|---|---|---|---|---|
| Assessment | MRI (mRECIST) | US (RECIST 1.1) | MRI (mRECIST) | US (RECIST 1.1) |
| Tumor response rate, N (%) | ||||
| CR | 11 (4.87) | 14 (3.49) | 2 (1.87) | 3 (2.80) |
| PR | 131 (57.96) | 187 (46.63) | 62 (57.94) | 56 (52.34) |
| SD | 82 (36.28) | 129 (32.17) | 41 (38.32) | 27 (25.23) |
| PD | 2 (0.88) | 6 (1.50) | 2 (1.87) | — |
| N.D. | 0 (0) | 65 (16.21) | — | 21 (19.63) |
Rates of pCR and Ki‐67 response in patients with ECR in the MRI group and in the US group
| pCR | MRI subgroup (N = 226) | US subgroup (N = 401) | Ki‐67 response | MRI subgroup (N = 226) | US subgroup (N = 401) | ||||
|---|---|---|---|---|---|---|---|---|---|
| ECR | No ECR | ECR | No ECR | ECR | No ECR | ECR | No ECR | ||
| Overall | |||||||||
| pCR | 61 | 22 | 71 | 66 | Ki‐67 response | 67 | 43 | 88 | 119 |
| (42.96) | (26.19) | (46.10) | (26.72) | (47.18) | (51.19) | (57.14) | (48.18) | ||
| No pCR | 78 | 61 | 80 | 177 | No Ki‐67 response | 36 | 31 | 29 | 91 |
| (54.93) | (72.62) | (51.95) | (71.66) | (25.35) | (36.90) | (18.83) | (36.84) | ||
| Missing | 3 | 1 | 3 | 4 | Missing | 39 | 10 | 37 | 37 |
| (2.11) | (1.19) | (1.95) | (1.62) | (27.46) | (11.90) | (24.03) | (14.98) | ||
| Total | 142 | 84 | 154 | 247 | Total | 142 | 84 | 154 | 247 |
| (62.83) | (37.17) | (38.40) | (61.60) | (62.83) | (37.17) | (38.40) | (61.60) | ||
| HR+/HER2+ | |||||||||
| pCR | 21 | 13 | 38 | 40 | Ki‐67 response | 30 | 28 | 63 | 82 |
| (40.38) | (29.55) | (36.54) | (25.97) | (57.69) | (63.64) | (60.58) | (53.25) | ||
| No pCR | 29 | 31 | 64 | 113 | No Ki‐67 response | 8 | 14 | 21 | 53 |
| (55.77) | (70.45) | (61.54) | (73.38) | (15.38) | (31.82) | (20.19) | (34.42) | ||
| Missing | 2 | 0 | 2 | 1 | Missing | 14 | 2 | 20 | 19 |
| (3.85) | — | (1.92) | (0.65) | (26.92) | (4.55) | (19.23) | (12.34) | ||
| Total | 52 | 44 | 104 | 154 | Total | 52 | 44 | 104 | 154 |
| (54.17) | (45.83) | (40.31) | (59.69) | (54.17) | (45.83) | (40.31) | (59.69) | ||
| HR−/HER2− | |||||||||
| pCR | 24 | 5 | 13 | 17 | Ki‐67 response | 28 | 11 | 11 | 31 |
| (40.00) | (18.52) | (61.90) | (23.61) | (46.67) | (40.74) | (52.38) | (43.06) | ||
| No pCR | 35 | 21 | 7 | 52 | No Ki‐67 response | 22 | 13 | 5 | 34 |
| (58.33) | (77.78) | (33.33) | (72.22) | (36.67) | (48.15) | (23.81) | (47.22) | ||
| Missing | 1 | 1 | 1 | 3 | Missing | 10 | 3 | 5 | 7 |
| (1.67) | (3.70) | (4.76) | (4.17) | (16.67) | (11.11) | (23.81) | (9.72) | ||
| Total | 60 | 27 | 21 | 72 | Total | 60 | 27 | 21 | 72 |
| (68.97) | (31.03) | (22.58) | (77.42) | (68.97) | (31.03) | (22.58) | (77.42) | ||
| HR−/HER2+ | |||||||||
| pCR | 16 | 4 | 20 | 9 | Ki‐67 response | 9 | 4 | 14 | 6 |
| (53.33) | (30.77) | (68.97) | (42.86) | (30.00) | (30.77) | (48.28) | (28.57) | ||
| No pCR | 14 | 9 | 9 | 12 | No Ki‐67 response | 6 | 4 | 3 | 4 |
| (46.67) | (69.23) | (31.03) | (57.14) | (20.00) | (30.77) | (10.34) | (19.05) | ||
| Missing | 0 | 0 | 0 | 0 | Missing | 15 | 5 | 12 | 11 |
| — | — | — | — | (50.00) | (38.46) | (41.38) | (52.38) | ||
| Total | 30 | 13 | 29 | 21 | Total | 30 | 13 | 29 | 21 |
| (69.77) | (30.23) | (58.00) | (42.00) | (69.77) | (30.23) | (58.00) | (42.00) | ||
Abbreviations: ECR, early clinical response; MRI, magnetic resonance imaging; pCR, pathological complete response; US, ultrasound.
Rates of pCR, no pCR and patients with missing data among the patients with and without imaging response.
Share of patients with and without imaging response.
PPV, NPV, SENS and SPEC for prediction of pCR by US, MRI and Ki‐67
| US and MRI group (N = 107) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| US group (N = 401) | MRI group (N = 226) | US | MRI | Ki‐67 | ||||||
| Value | Estimator | CL | Estimator | CL | Estimator | CL | Estimator | CL | Estimator | CL |
| Overall | ||||||||||
| PPV | 0.4702 | 0.3886‐0.5530 | 0.4388 | 0.3549‐0.5255 | 0.5405 | 0.3692‐0.7051 | 0.4444 | 0.3192‐0.5751 | 0.3793 | 0.2551‐0.5163 |
| NPV | 0.7284 | 0.6678‐0.7833 | 0.7349 | 0.6266‐0.8258 | 0.7500 | 0.6302‐0.8471 | 0.7857 | 0.6319‐0.8970 | 0.8148 | 0.6192‐0.9370 |
| SENS | 0.5182 | 0.4313‐0.6044 | 0.7349 | 0.6266‐0.8258 | 0.5405 | 0.3692‐0.7051 | 0.7568 | 0.5880‐0.8823 | 0.8148 | 0.6192‐0.9370 |
| SPEC | 0.6887 | 0.6282‐0.7448 | 0.4388 | 0.3549‐0.5255 | 0.7500 | 0.6302‐0.8471 | 0.4853 | 0.3622‐0.6097 | 0.3793 | 0.2551‐0.5163 |
| HR+/HER2+ | ||||||||||
| PPV | 0.3725 | 0.2788‐0.4739 | 0.4200 | 0.2819‐0.5679 | 0.5000 | 0.2993‐0.7007 | 0.4242 | 0.2548‐0.6078 | 0.3659 | 0.2212‐0.5306 |
| NPV | 0.7386 | 0.6615‐0.8062 | 0.7045 | 0.5480‐0.8324 | 0.7436 | 0.5787‐0.8696 | 0.7188 | 0.5325‐0.8625 | 0.7143 | 0.4190‐0.9161 |
| SENS | 0.4872 | 0.3723‐0.6031 | 0.6176 | 0.4356‐0.7783 | 0.5652 | 0.3449‐0.7681 | 0.6087 | 0.3854‐0.8029 | 0.7895 | 0.5443‐0.9395 |
| SPEC | 0.6384 | 0.5630‐0.7092 | 0.5167 | 0.3839‐0.6477 | 0.6905 | 0.5291‐0.8238 | 0.5476 | 0.3867‐0.7015 | 0.2778 | 0.1420‐0.4519 |
| HR−/HER2− | ||||||||||
| PPV | 0.6500 | 0.4078‐0.8461 | 0.4068 | 0.2807‐0.5425 | 0.6667 | 0.0943‐0.9916 | 0.2778 | 0.0969‐0.5348 | 0.3077 | 0.0909‐0.6143 |
| NPV | 0.7536 | 0.6351‐0.8495 | 0.8077 | 0.6065‐0.9345 | 0.8571 | 0.6366‐0.9695 | 1.0000 | 0.5407‐1.0000 | 0.9091 | 0.5872‐0.9977 |
| SENS | 0.4333 | 0.2546‐0.6257 | 0.8276 | 0.6423‐0.9415 | 0.4000 | 0.0527‐0.8534 | 1.0000 | 0.4782‐1.0000 | 0.8000 | 0.2836‐0.9949 |
| SPEC | 0.8814 | 0.7707‐0.9509 | 0.3750 | 0.2492‐0.5145 | 0.9474 | 0.7397‐0.9987 | 0.3158 | 0.1258‐0.5655 | 0.5263 | 0.2886‐0.7555 |
| HR−/HER2+ | ||||||||||
| PPV | 0.6897 | 0.4917‐0.8472 | 0.5333 | 0.3433‐0.7166 | 0.6250 | 0.2449‐0.9148 | 0.7500 | 0.4281‐0.9451 | 0.7500 | 0.1941‐0.9937 |
| NPV | 0.5714 | 0.3402‐0.7818 | 0.6923 | 0.3857‐0.9091 | 0.5000 | 0.1570‐0.8430 | 1.0000 | 0.3976‐1.0000 | 1.0000 | 0.1581‐1.0000 |
| SENS | 0.6897 | 0.4917‐0.8472 | 0.8000 | 0.5634‐0.9427 | 0.5556 | 0.2120‐0.8630 | 1.0000 | 0.6637‐1.0000 | 1.0000 | 0.2924‐1.0000 |
| SPEC | 0.5714 | 0.3402‐0.7818 | 0.3913 | 0.1971‐0.6146 | 0.5714 | 0.1841‐0.9010 | 0.5714 | 0.1841‐0.9010 | 0.6667 | 0.0943‐0.9916 |
Abbreviations: CL, exact 95% confidence limits (Clopper‐Pearson); NPV, negative predictive value, defined as P(pCR = 0|R = 0); PPV, positive predictive value, defined as P(pCR = 1|R = 1); SENS, sensitivity, defined as P(R = 1|pCR = 1); SPEC, specificity, defined as P(R = 0|pCR = 0 where P(A|B) denotes the conditional probability of event A given that event B has occurred and R is a placeholder for ECR or Ki‐67 response.
Ki‐67 response data was available for 86 out of 107 patients with MRI and US.
FIGURE 2ROC curves for detecting pCR by US, by MRI and by Ki‐67. Data are shown for all patients with MRI and US (A) and for patients with HR+/HER2+ (B), HR−/HER2− (C) and HR−/HER2+ (D) tumors. MRI and US data were available for 107 patients and Ki‐67 data were available for 86 patients. HER2, human epidermal growth factor receptor 2; HR, hormone receptor; MRI, magnetic resonance imaging; pCR, pathological complete response; ROC, receiver operating characteristic; US, ultrasound