Nomogram Risk Prediction Model for Reoperation/Revision in the First 5 Years After Primary Breast Augmentation Following Massive Weight Loss: A Clinical Tool.
Abstract
[BACKGROUND] Previous studies suggest higher revision rates after primary breast augmentation after massive weight loss (MWL); yet, specific risk factors remain unclear. Robust predictive models are lacking.
[OBJECTIVES] The study aimed to create a nomogram to predict 5-year revision risk after primary breast augmentation in women with massive weight loss, providing a clinical tool to guide surgical decision-making.
[METHODS] A nationwide, population-based study was conducted within the Breast Reconstruction After Bariatric Surgery project (ClinicalTrials.gov NCT07059104). Data from the Scandinavian Obesity Surgery Registry and the Swedish Breast Implant Registry (2008-2022) were linked with national healthcare and prescription databases. Univariable logistic regression and group LASSO with 1000 bootstrap iterations were applied to identify predictors of revision within 5 years. A final multivariable model informed the development of a clinical nomogram.
[RESULTS] Among 810 women undergoing 1604 primary breast augmentations after massive weight loss, 84 (10%) required revision during a median follow-up of 5.5 years. Revisions were associated with smaller implant volumes (P = .032) and shorter intervals between bariatric surgery and augmentation (P = .042). In bootstrap analyses, implant volume (92% selection), surgical timing, and medications impairing wound healing were consistently retained. The final model included these three predictors, forming the basis of the nomogram.
[CONCLUSIONS] Implant volume, timing of augmentation, and relevant medications were independent predictors for revision. The nomogram provides a tool to support surgical planning and patient counselling in this high-risk population.
[OBJECTIVES] The study aimed to create a nomogram to predict 5-year revision risk after primary breast augmentation in women with massive weight loss, providing a clinical tool to guide surgical decision-making.
[METHODS] A nationwide, population-based study was conducted within the Breast Reconstruction After Bariatric Surgery project (ClinicalTrials.gov NCT07059104). Data from the Scandinavian Obesity Surgery Registry and the Swedish Breast Implant Registry (2008-2022) were linked with national healthcare and prescription databases. Univariable logistic regression and group LASSO with 1000 bootstrap iterations were applied to identify predictors of revision within 5 years. A final multivariable model informed the development of a clinical nomogram.
[RESULTS] Among 810 women undergoing 1604 primary breast augmentations after massive weight loss, 84 (10%) required revision during a median follow-up of 5.5 years. Revisions were associated with smaller implant volumes (P = .032) and shorter intervals between bariatric surgery and augmentation (P = .042). In bootstrap analyses, implant volume (92% selection), surgical timing, and medications impairing wound healing were consistently retained. The final model included these three predictors, forming the basis of the nomogram.
[CONCLUSIONS] Implant volume, timing of augmentation, and relevant medications were independent predictors for revision. The nomogram provides a tool to support surgical planning and patient counselling in this high-risk population.
추출된 의학 개체 (NER)
| 유형 | 영어 표현 | 한국어 / 풀이 | UMLS CUI | 출처 | 등장 |
|---|---|---|---|---|---|
| 해부 | breast
|
유방 | dict | 6 | |
| 시술 | breast augmentation
|
유방성형술 | dict | 3 | |
| 해부 | MWL
→ massive weight loss
|
scispacy | 1 | ||
| 해부 | nomogram
|
scispacy | 1 | ||
| 합병증 | wound
|
scispacy | 1 | ||
| 약물 | [BACKGROUND]
|
scispacy | 1 | ||
| 약물 | [OBJECTIVES]
|
scispacy | 1 | ||
| 약물 | [CONCLUSIONS] Implant
|
scispacy | 1 | ||
| 질환 | weight loss
|
C1262477
Weight Loss
|
scispacy | 1 | |
| 질환 | MWL
→ massive weight loss
|
scispacy | 1 | ||
| 질환 | Obesity
|
C0028754
Obesity
|
scispacy | 1 | |
| 질환 | Breast Implant Registry
|
scispacy | 1 | ||
| 기타 | women
|
scispacy | 1 | ||
| 기타 | patient
|
scispacy | 1 |
MeSH Terms
Humans; Female; Nomograms; Reoperation; Weight Loss; Adult; Middle Aged; Risk Assessment; Bariatric Surgery; Registries; Risk Factors; Breast Implantation; Follow-Up Studies; Time Factors; Breast Implants; Sweden; Mammaplasty
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