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Using Machine Learning as a Seroma Risk Assessment Tool in Prepectoral Breast Reconstruction
Chinta, Sachin R; Lisk, Rebecca; Shah, Alay R; Boyd, Carter J; Hemal, Kshipra; Sorenson, Thomas J; Choi, Mihye; Rodriguez, Eduardo D; Cohen, Oriana D; Karp, Nolan S
BACKGROUND/UNASSIGNED:This study aimed to develop a machine learning model to predict seroma risk following prepectoral breast reconstruction. METHODS/UNASSIGNED:-nearest neighbors, decision tree, and random forest. RESULTS/UNASSIGNED:Chart review identified 318 breasts that underwent prepectoral reconstruction, with a seroma rate of 25.58%. Univariate analysis found that body mass index, mastectomy specimen weight, hypertension, neoadjuvant chemotherapy, and skin-sparing mastectomy were positively associated with seroma. Method 1 identified the decision tree to have the highest accuracy (0.81) and area under the receiver operating characteristic curve (0.81). Method 2 improved model performance. The random forest achieved the best results, with an accuracy of 0.81 and an area under the receiver operating characteristic curve of 0.83. A web application was then created using the random forest model to provide real-time seroma risk predictions. CONCLUSIONS/UNASSIGNED:Machine learning models offer a valuable tool for improving clinical decision-making by accurately predicting patient-specific seroma risk in breast reconstruction. Our models outperformed traditional methods in identifying high-risk patients, allowing for tailored surgical techniques and intensified follow-up care.
PMCID:12834434
PMID: 41602846
ISSN: 2169-7574
CID: 6003412
Logistical, Ethical, and Technical Considerations in the World's First Face and Whole Eye Transplantation
Chinta, Sachin R; Tran, David L; Shah, Alay R; Ceradini, Daniel J; Dedania, Vaidehi S; Gelb, Bruce E; Cohen, Oriana D; Flores, Roberto L; Levine, Jamie P; Saadeh, Pierre B; Staffenberg, David A; Rojas, Allison C; Rodriguez, Eduardo D
BACKGROUND:Whole eye transplantation (WET) has long been looked to as a potential solution for the aesthetic and functional deficits caused by severe ocular pathology and trauma. Here, we describe the first successful combined face and whole eye transplantation (FT/WET), highlighting the logistical, ethical, and technical considerations that enabled this milestone. METHODS:A 46-year-old male with severe facial and ocular deficits underwent multidisciplinary evaluation and was deemed a candidate for FT/WET. Subsequently, a surgical algorithm was developed through rigorous preoperative planning and team based surgical simulations. This process focused on techniques that would allow for efficient graft procurement and inset, while simultaneously limiting trauma to the globe and its adnexa. RESULTS:Longitudinal monitoring demonstrated maintained graft viability throughout the postoperative period. Fluorescein angiography and ICG angiography confirmed robust retinal and choroidal perfusion. Diffusion-weighted MRI revealed structural preservation of the optic tracts, despite inner retinal atrophy. The patient has also experienced significant improvement in facial aesthetics and functionality with no episodes of graft rejection to date. CONCLUSIONS:This case demonstrates the feasibility of addressing deficits once deemed irreparable through advanced surgical techniques, preoperative planning, and multidisciplinary collaboration. Although functional vision recovery has not been observed, this innovation expands the reconstructive options available for patients with severe facial and ocular deficits, paving the way for future advancements in vascularized composite allotransplantation.
PMID: 41467696
ISSN: 1529-4242
CID: 5985642
Umbilicoplasty Techniques and Outcomes in Abdominally Based Autologous Breast Reconstruction: A Systematic Review
Sorenson, Thomas J; Romanowski, Lauren; Boyd, Carter J; Hemal, Kshipra; Choi, Mihye; Karp, Nolan; Cohen, Oriana
BACKGROUND:Umbilicoplasty is a critical step in donor-site closure following abdominally based autologous breast reconstruction (ABR). While various incision designs and transposition techniques have been described, their impact on patient- and surgeon-assessed aesthetic outcomes remains poorly defined. METHODS:A systematic review was conducted following PRISMA guidelines. PubMed, Ovid EMBASE, and Cochrane Library were searched through August 1, 2025, for studies evaluating umbilicoplasty after ABR. Eligible studies included randomized controlled trials, cohort studies, and case series reporting surgical technique, aesthetic, and/or patient satisfaction outcomes. Data extraction included study characteristics, surgical techniques, patient- and surgeon-assessed aesthetic outcomes, and complications. Risk of bias was assessed using standardized tools. RESULTS:Eight studies comprising 362 patients met inclusion criteria. Umbilicoplasty techniques varied, including oval, U/inverted-U, and Mercedes/inverted Mercedes as well as a neo-umbilicoplasty approaches. Complication rates were low with hypertrophic scarring and umbilical stenosis being most common. Aesthetic outcomes were variably reported, with limited use of validated scales, but generally favored designs that avoid an uninterrupted oval. CONCLUSION/CONCLUSIONS:While reported complication rates are low, methodological limitations and underreporting preclude definitive conclusions about technique safety or superiority. Umbilicoplasty should be individualized, with careful attention to perfusion. Future studies should prioritize standardized reporting, validated outcome measures, and multicenter collaboration to strengthen the evidence base and guide best practices in abdominally based breast reconstruction. LEVEL OF EVIDENCE III/METHODS:This journal requires that authors assign a level of evidence to each article. For a full description of these Evidence-Based Medicine ratings, please refer to the Table of Contents or the online Instructions to Authors www.springer.com/00266 .
PMID: 41266640
ISSN: 1432-5241
CID: 5976082
Techniques for Success in Nipple-Sparing Mastectomy and Immediate Reconstruction
Park, Jenn J; Boyd, Carter J; Hemal, Kshipra; Sorenson, Thomas J; Amro, Chris; Vernice, Nicholas A; Lakatta, Alexis C; Cohen, Oriana; Choi, Mihye; Karp, Nolan S
PMCID:12194029
PMID: 40566108
ISSN: 2077-0383
CID: 6070759
Microsurgical Strategies in Post-Radiation and Revision Breast Reconstruction: Optimizing Outcomes in High-Risk Patients
Sorenson, Thomas J; Boyd, Carter J; Cohen, Oriana; Choi, Mihye; Karp, Nolan
Patients requiring breast reconstruction following radiation therapy or prior failed autologous breast reconstruction (ABR) or implant-based breast reconstruction (IBBR) represent a challenging cohort and often present with compromised vascularity, scarred anatomy, and subsequent increased rates of complications. In this review, we discuss microsurgical strategies designed to optimize donor tissue in these challenging clinical scenarios, including the use of stacked or bipedicled flaps, and the utility of intraoperative indocyanine green angiography. We also review approaches to alternate recipient vessel selection in the suboptimal chest, and we address specific strategies for the revision setting, like soft tissue support and hybrid reconstruction with ABR and IBBR. By synthesizing the current literature and expert experience, this narrative review provides a practical framework for microsurgeons managing complex breast reconstruction in higher-risk patients.
PMCID:12690982
PMID: 41375034
ISSN: 2072-6694
CID: 5977582
Failure of Salvage in Prepectoral Implant Breast Reconstruction: A Single-Center Cohort
Sorenson, Thomas J; Boyd, Carter J; Hemal, Kshipra; Choi, Mihye; Karp, Nolan; Cohen, Oriana
Prepectoral breast reconstruction offers esthetic and recovery advantages but may be more vulnerable to complications due to the absence of muscular coverage. This study examined the clinical course of patients with failed prepectoral implant reconstruction. All consecutive prepectoral reconstructions performed between March 2017 and July 2022 at a single tertiary center were reviewed. Of 239 reconstructions, 42 (17.5%) ultimately failed, most commonly due to infection (50%). Sixteen patients (38%) underwent definitive reconstruction with a median interval of 379 days (IQR 249) from initial surgery to final reconstruction. The most common secondary reconstruction modalities were implant-based reconstruction (31%) and free-tissue transfer (31%). On multivariate analysis, increasing age, higher body mass index (BMI), and prior radiation were independently associated with implant loss. Failure of salvage after prepectoral reconstruction remains a major challenge and often results in delayed or abandoned reconstruction, highlighting the need for careful patient selection.
PMID: 41313678
ISSN: 1555-9823
CID: 5968812
Outcome of Prepectoral Direct-to-Implant Breast Reconstruction With the Poly-4-hydroxybutyrate Wrap
Sorenson, Thomas J; Boyd, Carter J; Hemal, Kshipra; Park, Jenn J; Amro, Chris; Vernice, Nicholas; Lakatta, Alexis; Cohen, Oriana; Choi, Mihye; Karp, Nolan
BACKGROUND/UNASSIGNED:Prepectoral direct-to-implant (DTI) breast reconstruction has gained popularity for reducing postoperative pain, animation deformity, and the number of surgical procedures. However, the limited vascularized tissue overlying the implant presents challenges. This study evaluated mean 18-month outcomes in prepectoral DTI patients using a poly-4-hydroxybutyrate (P4HB) wrap designed to optimize reconstructive results. METHODS/UNASSIGNED:We retrospectively reviewed all consecutive patients who underwent prepectoral DTI breast reconstruction with our P4HB-implant construct. Data were collected via chart review. RESULTS/UNASSIGNED:. The mean (± SD) follow-up time was 18.1 (± 5.1) months. Thirty (30 of 50, 60%) patients did not require further procedures beyond the index operation. No patients had implant malposition/dystopia. Of patients requiring a subsequent operation, the majority (12 of 20, 60%) of operations were for aesthetic optimization. Eight (8 of 87, 9.2%) breasts required a subsequent operation due to complications with 4 (4 of 87, 4.6%) of these breasts requiring removal of the construct. Increased BMI and age were found to significantly decrease the odds of rippling (odds ratios 0.73 and 0.89, respectively), and increased BMI was also found to significantly increase the odds of major complications (odds ratio 1.21). CONCLUSIONS/UNASSIGNED:This is the first study reporting mean 18-month P4HB outcomes in prepectoral DTI breast reconstruction at full hydrolysis. Most patients did not require revisional procedures during the follow-up period, and reoperations were primarily for aesthetic concerns. These findings suggest that P4HB is an effective adjunct for implant stabilization in breast reconstruction.
PMCID:12594305
PMID: 41210398
ISSN: 2169-7574
CID: 5966452
Nipple Areolar Complex (NAC) Neurotization After Nipple-Sparing Mastectomy (NSM) in Implant-Based Breast Reconstruction: A Systematic Review of the Literature
Sorenson, Thomas J; Boyd, Carter J; Park, Jenn J; Hemal, Kshipra; Amro, Chris; Vernice, Nicholas; Lakatta, Alexis; Cohen, Oriana; Karp, Nolan; Choi, Mihye
BACKGROUND/UNASSIGNED:Nipple-sparing mastectomy (NSM) with implant-based breast reconstruction (IBBR) preserves the nipple-areolar complex (NAC) with superior aesthetic results but results in loss of nipple sensation. Nipple neurotization has emerged as a technique to restore the sensory function, yet outcomes remain variable across studies. This systematic review synthesizes the available evidence on nipple neurotization in IBBR, focusing on sensory recovery, patient satisfaction, and surgical techniques. METHODS/UNASSIGNED:A systematic review was conducted following PRISMA guidelines. PubMed, Ovid EMBASE, and Cochrane Library were searched through April 1, 2025, for studies evaluating nipple neurotization in IBBR. Eligible studies included randomized controlled trials, cohort studies, and case series reporting surgical technique, sensory, and/or patient satisfaction outcomes. Data extraction included study characteristics, surgical techniques, sensory outcomes, and patient-reported satisfaction. Risk of bias was assessed using standardized tools. RESULTS/UNASSIGNED:Six studies met inclusion criteria, comprising 212 patients and 257 neurotized breasts. Sensory recovery was assessed using monofilament testing and patient-reported outcomes. Studies demonstrated overall improvement of NAC sensory outcomes and high patient satisfaction after neurotization. However, variability in neurotization methods, follow-up duration, and specific measured sensory outcomes limited direct comparisons. CONCLUSION/UNASSIGNED:Nipple neurotization in IBBR shows promise in enhancing sensory recovery and patient satisfaction after NSM, but heterogeneity in surgical techniques and outcome measures, as well as poor study designs, limits definitive conclusions. Standardized protocols and randomized studies with long-term patient follow-up are needed to establish best practices and optimize neurotization outcomes.
PMCID:12517998
PMID: 41089735
ISSN: 1524-4741
CID: 5954752
Systematic Review of Poly-4-Hydroxybutyrate in Modern Breast Surgery
Vernice, Nicholas A; Boyd, Carter J; Hemal, Kshipra; Amro, Chris; Sorenson, Thomas J; Park, Jenn; Lakatta, Alexis; Cohen, Oriana; Choi, Mihye; Karp, Nolan S
Several biologic and synthetic adjuncts have been employed to reduce ptosis and improve cosmesis in breast surgery. Poly-4-hydroxybutyrate (P4HB), a fully absorbable polymer, continues to increase in use. This study sought to identify uses of P4HB in both reconstructive and aesthetic breast surgery and synthesize the available data on its outcomes and efficacy. A literature search was performed from inception to May 2024 following PRISMA in PubMed (MEDLINE), EMBASE, and Cochrane databases. Two independent reviewers screened the studies for eligibility. Bibliographies and citing references from selected articles from Scopus (Elsevier) were also reviewed. The search identified 372 studies, with 16 articles included. All prospective and retrospective case series utilizing P4HB reported high rates of patient satisfaction and scaffold incorporation as well as low complication rates including recurrent ptosis, implant malposition, and capsular contracture. One retrospective cohort study reported significantly higher rates of capsular contracture with use of P4HB sling in dual-plane, two-stage breast reconstruction. No other studies reported significantly higher rates of capsular contracture with P4HB and no other significant differences in complication rates were noted. Two animal studies exploring the use of P4HB in nipple reconstruction reported that P4HB promoted the growth of fibrovascular tissue with higher rates of nipple projection with respect to control. This study supports P4HB as a safe and efficacious adjunct in a variety of indications. Large-scale, randomized trials between P4HB and other types of soft-tissue support are needed to further delineate the above trends.
PMID: 40580947
ISSN: 1527-330x
CID: 5887302
Is a Seroma the "Kiss of Death" in Prepectoral Tissue Expander Reconstruction?
Hemal, Kshipra; Boyd, Carter; Perez Otero, Sofia; Kabir, Raeesa; Sorenson, Thomas J; Thanik, Vishal; Levine, Jamie; Cohen, Oriana; Choi, Mihye; Karp, Nolan S
BACKGROUND/UNASSIGNED:A seroma following prepectoral tissue expander (TE) reconstruction often begets other complications, which may compromise the reconstruction. This study investigated the association between seroma and subsequent complications. METHODS/UNASSIGNED:All consecutive prepectoral TE reconstructions performed between March 2017 and December 2022 at a single center were reviewed. Demographics, operative characteristics, and complications data were extracted for all patients and analyzed. RESULTS/UNASSIGNED:< 0.01). CONCLUSIONS/UNASSIGNED:Although causality cannot be determined, our data suggests that seroma may be the "kiss of death" in prepectoral TE reconstruction because half of all breasts with a seroma went on to develop other complications.
PMCID:12144650
PMID: 40487834
ISSN: 2169-7574
CID: 5868962