| Literature DB >> 32562188 |
Amy R Godden1,2, Rachel L O'Connell1,2, Peter A Barry2, Katherine C D Krupa1, Lisa M Wolf1, Kabir Mohammed1, Anna M Kirby1,2, Jennifer E Rusby3,4.
Abstract
BACKGROUND: Two-thirds of patients with early breast cancer undergo breast-conserving treatment (BCT). Aesthetic outcome is important and has long term implications for psychosocial wellbeing. The aesthetic goal of BCT is symmetry for which there is no gold-standard measure. Panel scoring is the most widely adopted assessment but has well-described limitations. This paper describes a model to objectively report aesthetic outcome using measures derived from 3-dimensional surface images (3D-SI).Entities:
Keywords: 3D-SI; Aesthetics; Breast; Cancer; Conservation; Surgery
Mesh:
Year: 2020 PMID: 32562188 PMCID: PMC7717038 DOI: 10.1007/s12282-020-01117-9
Source DB: PubMed Journal: Breast Cancer ISSN: 1340-6868 Impact factor: 4.239
Fig. 13D-SI in Mirror® illustrating the cranial and caudal views (a, b) and linear measures (a–d)
Clinicopathological data for the training and validation sets
| Clinico-pathological data | Training set | Validation set |
|---|---|---|
| Pre-operative data | ||
| Age at time of surgery (years), mean (SD) | 61 (11) | 59 (11) |
| Time from surgery to study participation (months), median (IQR) | 36 (18–49) | 34 (23–47) |
| Ethnic origin | ||
| White | 178 (95) | 91 (91) |
| Non-white | 9 (5) | 9 (9) |
| Smoking status (%) | ||
| Never | 114 (60) | 58 (58) |
| Current | 16 (8) | 16 (16) |
| Ex-smoker | 60 (32) | 25 (25) |
| BMI at surgery (kg/m2), mean (SD) | 27.42 (5.38) | 27.51 (5.19) |
| Location of tumour on pre-operative imaging (%) | ||
| Upper outer | 104 (55) | 50 (50) |
| Central | 5 (3) | 2 (2) |
| Lower inner | 27 (14) | 14 (14) |
| Lower outer | 20 (11) | 18 (18) |
| Upper inner | 34 (18) | 15 (15) |
| 1-unknown (external report) | ||
| US size (mm), mean (SD) | 13.73 (8.58) | 15.99 (8.54) |
| Mammographic size (mm), mean (SD) | 16.08 (10.96) | 18.16 (10.13) |
| Neoadjuvant therapy (%) | ||
| None | 167 (88) | 92 (92) |
| Endocrine | 9 (5) | 2 (2) |
| Chemotherapy | 14 (7) | 6 (6) |
| Intra-operative data | ||
| Experience of operating surgeon | ||
| Consultant | 105 (55) | 47 (47) |
| Trainee with consultant scrubbed | 41 (22) | 17 (17) |
| Trainee with consultant un-scrubbed | 44 (23) | 36 (36) |
| Type of surgery (%) | ||
| WLE | 172 (91) | 90 (90) |
| Other complex | 18 (9) | 10 (10) |
| Axillary surgery (%) | ||
| Nil | 16 (8) | 10 (10) |
| SLNB or sampling | 145 (76) | 74 (74) |
| ALND | 29 (16) | 16 (16) |
| Re-excision of margins (%) | ||
| No | 160 (84) | 88 (88) |
| Yes | 30 (16) | 12 (12) |
| Pathology data | ||
| Tumour pathology size (mm), mean (SD) | 21.51 (13.6) | 24.02 (15.89) |
| Weight of specimen (g), median (IQR) | 32 (20–48) | 44 (22–59) |
| Tumour type on final pathology (%) | ||
| IDC + DCIS | 120 (63) | 68 (68) |
| IDC | 26 (14) | 17 (17) |
| ILC | 25 (13) | 4 (4) |
| Other invasive | 4 (2) | 5 (5) |
| Total invasive | 175 (92) | 93 (93) |
| DCIS | 15 (8) | 6 (6) |
| Grade of invasive tumours (%) | ||
| 1 | 40 (23) | 19 (20) |
| 2 | 88 (50) | 43 (47) |
| 3 | 43 (25) | 27 (29) |
| Not recorded | 4 (2) | 4 (4) |
| ER status of invasive tumours (%) | ||
| Positive | 157 (90) | 82 (88) |
| Negative | 18 (10) | 11 (12) |
| PR status of invasive tumours (%) | ||
| Positive | 135 (77) | 65 (70) |
| Negative | 40 (23) | 28 (30) |
| HER2 status of invasive tumours (%) | ||
| Negative | 165 (94) | 87 (94) |
| Positive | 9 (5) | 6 (6) |
| Not recorded | 1 (1) | |
| Triple negative tumours (%) | 12 (7) | 9 (10) |
| Nodal status (%) | ||
| Negative | 131 (69) | 72 (72) |
| Positive | 43 (23) | 18 (18) |
| No axillary surgery | 16 (8) | 10 (10) |
| Adjuvant therapy | ||
| Adjuvant chemotherapy (%) | ||
| No | 155 (82) | 72 (72) |
| Yes | 35 (18) | 28 (28) |
| Adjuvant endocrine therapy (%) | ||
| No | 29 (15) | 22 (22) |
| Yes | 161 (85) | 78 (78) |
| Adjuvant radiotherapy (%) | ||
| No | 0 (0) | 6 (6) |
| Yes | 190 (100) | 94 (94) |
| Boost | 50 (26) | 28 (30) |
| SCF & axilla | 11 (6) | 7 (7) |
| Post-operative complications | ||
| Delayed wound healing (> 30 days) (%) | ||
| No | 183 (95) | 100 (100) |
| Yes | 7 (5) | 0 (0) |
Univariate and multivariate analysis comparing 3D-SI measures with mean Harvard panel score
| Variable | Constant (95% CI) | Coefficient (95% CI) | |
|---|---|---|---|
| Upper proportion difference | 3.21 (3.04–3.39) | − 0.059 (− 0.082: − 0.035) | < 0.001 |
| N–M difference (%) | 3.04 (2.87–3.21) | − 0.015 (− 0.027: − 0.003) | 0.011 |
| N–IMF difference (%) | 3.09 (2.94–3.25) | − 0.014 (− 0.022: − 0.007) | < 0.001 |
| N–SN difference (%) | 3.38 (3.22–3.54) | − 0.079 (− 0.099: − 0.059) | < 0.001 |
| Breast width difference (%) | 3.07 (2.89–3.25) | − 0.043 (− 0.073: − 0.013) | 0.005 |
| M-MMF distance (cm) | 2.62 (2.37–2.87) | 0.097 (0.001: 0.184) | 0.030 |
| NH difference (cm) | 3.31 (3.16–3.46) | − 0.256 (− 0.324: − 0.188) | < 0.001 |
| IMF difference (cm) | 3.30 (3.15–3.45) | − 0.355 (− 0.449: − 0.262) | < 0.001 |
| Projection difference (cm) | 3.08 (2.92–3.25) | − 0.344 (− 0.547: − 0.141) | 0.001 |
| N–N distance (cm) | 3.74 (2.75–4.72) | − 0.036 (− 0.078: 0.005) | 0.083 |
| Volume symmetry (%) | 1.22 (0.37–2.07) | 0.019 (0.009: 0.029) | < 0.001 |
| Surface asymmetry (mm) | 3.87 (3.64–4.10) | − 0.156 (− 0.189: − 0.123) | < 0.001 |
| Constant | 3.137 (2.372: 3.902) | – | – |
| N–SN difference (%) | – | − 0.047 (− 0.068: − 0.026) | < 0.001 |
| Breast width difference (%) | – | − 0.028 (− 0.052: − 0.004) | 0.021 |
| IMF difference (cm) | – | − 0.162 (− 0.267: − 0.057) | 0.003 |
| Projection difference (cm) | – | − 0.255 (− 0.424: − 0.086) | 0.003 |
| N–N distance (cm) | – | 0.041 (0.007: 0.075) | 0.017 |
| Surface asymmetry (mm) | – | − 0.072 (− 0.116: − 0.028) | 0.001 |
The model was built using forward stepwise multiple linear regression for the training set (at 5% alpha level) (n 190)
RMS root mean squared, IMF infra-mammary fold, N–M nipple–midline, N–IMF nipple-infra-mammary fold, M–MMF medial-medial mammary fold, NH nipple height, N–N nipple–nipple
3D-SI measures for the training and validated sets and a summary of the mean observed Harvard panel scores and the predicted panel score using the multivariate model
| Training set | Validation set | ||
|---|---|---|---|
| Measures from 3D-SI | |||
| Surface asymmetry (mm) | 6.40 (2.86) | 7.11 (2.97) | |
| NSN difference (%) | 6.47 (4.97) | 5.44 (4.35) | |
| IMF height difference (cm) | 1.21 (1.07) | 1.12 (1.03) | |
| Projection difference (cm) | 0.61 (0.54) | 0.61 (0.52) | |
| N–N distance (%) | 23.76 (2.74) | 23.99 (2.80) | |
| Breast width difference (%) | 4.62 (3.72) | 5.31 (3.42) | |
Fig. 2Histograms to show the frequency distribution of the mean observed Harvard panel scores (a), 3D model (b), and the calibrated model (c) for the training set (n = 190)
Fig. 3Scatter plots illustrating the correlation between the observed Harvard panel score and the Calibrated Model for the training set (a) and the validation set (b). Correlation co-efficient r = 0.67 and 0.69 respectively
Descriptive statistics for the mean observed panel scores, 3D Model, and calibrated model for the training and validation sets
| Observed | 3D-Model | Calibrated Model | ||||
|---|---|---|---|---|---|---|
| Training | Validation | Training | Validation | Training | Validation | |
| Min | 1 | 1 | 0.96 | 0.75 | 0.25 | − 0.04 |
| Max | 4 | 4 | 3.85 | 3.77 | 4.69 | 4.54 |
| Mean | 2.87 | 2.93 | 2.87 | 2.87 | 2.92 | 2.93 |
| SD | 0.79 | 0.78 | 0.53 | 0.55 | 0.81 | 0.85 |
| Median | 3.0 | 3.0 | 2.99 | 3.02 | 2.98 | 3.03 |
| Quartile 1 | 2 | 2.2 | 2.56 | 2.54 | 2.44 | 2.38 |
| Quartile 3 | 3.6 | 3.6 | 3.24 | 3.29 | 3.49 | 3.57 |
Fig. 4Left; observed Harvard panel score of 1.4 and 3D-model score of 2.8. A focal deficit in the upper outer breast detracts from the overall aesthetic result, however, may not be captured in the overall asymmetry score (rms) delivered by 3D-SI analysis (a, b). Right; observed Harvard panel score of 2.4 and 3D-model score of 2.3. Global volume and surface asymmetry between operated and non-operated breast are accurately detected by 3D-SI analysis (c, d)