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2816 citation(s) found for "Nuño, Laura".

Leveraging RTLS to assess clinical space utilisation
Younan, Laura, Schieffer, Chris, Resnick, Adam

Management in Healthcare: A Peer-Reviewed Journal | November 25, 2024 | Volume: 9 | Issue: 2 | Pages: 134

10.69554/cwsn8066 Get It

Investment in physical space is a key strategic decision for healthcare managers. Understanding the current utilisation of clinical space is a significant input for this decision. Historically, direct observation or analysis of electronic health record (EHR) timestamps has been used to assess ambulatory space utilisation. Manual observation is prohibitively expensive, prospective and infeasible for large spaces. EHR data is limited to electronically captured workflows and to the quality of data capture. Two pilots explored the efficacy of real-time location systems (RTLS) to assess outpatient space utilisation to assist healthcare management professionals to make space allocation decisions. RTLS was shown to be viable, with accuracy that was not different from EHR-derived utilisation. RTLS had the following benefits: (a) more granular information, (b) data coverage in areas without EHR timestamps and (c) real-time assessment of utilisation. RTLS is an option for ambulatory care managers to understand the needed space for clinical operations.
The persistent problem of persistent air-leaks: approach to management
Mundanchira, George, Frye, Laura, Reisenauer, Janani , Agrawal, Abhinav

Current Opinion in Pulmonary Medicine | November 22, 2024 | Volume: 31 | Issue: 1 | Pages: 28-34

10.1097/mcp.0000000000001134 | PMID 39635887 Get It

Purpose of review Persistent air leaks, defined as an air leak extending beyond 5 days, pose a significant challenge for cardiothoracic surgeons and pulmonologists. Although current guidelines advocate for surgical intervention as the primary treatment, many patients may not suitable candidates for immediate return to the operating room. Alternatively, conservative management, which involves watchful waiting for pleural healing, often results in prolonged hospital stays and increased morbidity. Recent findings Although current guidelines advocate for surgical intervention as the primary treatment, many patients may not suitable candidates for immediate return to the operating room. Alternatively, conservative management, which involves watchful waiting for pleural healing, often results in prolonged hospital stays and increased morbidity. For patients who are not surgical candidates, use of autologous blood patch, pleurodesis or endobronchial valves may offer a viable alternative to conservatively manage air leak. Summary This review evaluates the various noninvasive therapies that have been explored, including sealants, Heimlich valves, chemical and autologous blood patch pleurodesis, and endo and intrabronchial valves. Although these alternatives show promise, further research is needed to compare these treatments before they can be recommended in new guidelines.
An Annual Review of Important Apheresis Articles From the American Society for Apheresis Attending Physician Subcommittee
Tanhehco, Yvette C. , Alsammak, Mohamed , Wu, Ding Wen , Costa, Victoria, Chhibber, Vishesh, Li, Yanhua , Lu, Wen , Stephens, Laura D. , Noland, Daniel K., Martin, Marisa C. Saint, Zantek, Nicole D. , Becker, Joanne , Wehrli, Gay , Levenbrown, Yosef , Lu, Wen , Stephens, Laura , Zantek, Nicole D , Wu, Ding Wen , Mattiazzi, Adela D. , Singh, Nirupama

Journal of Clinical Apheresis | November 20, 2024 | Volume: 39 | Issue: 6 | Pages: No page available

10.1002/jca.22152 | PMID 39564880 Get It

ABSTRACTIn this first annual review article, the American Society for Apheresis (ASFA) Attending Physician Subcommittee (APSc) of the Physicians' Committee (PC) curated key apheresis literature in 2023 and presented their choices for the 10 most seminal apheresis articles. PubMed and OVID search engines were used to identify manuscripts from four topic areas: donor apheresis, therapeutic apheresis, education, and cellular therapy. To further identify seminal criteria, they had to present at least one of the following: novel findings, practice‐altering outcomes, international scope, randomized controlled trial, relevant to current clinical practice, and/or provide evidence for category III or IV indications based on the ASFA ninth special issue of the Guidelines on the Use of Therapeutic Apheresis in Clinical Practice‐Evidence‐Based Approach. Inclusion criteria included: full‐length, peer‐reviewed, English language, and human subjects. Case reports, review articles, and meta‐analyses were excluded.
Bioengineered Human Arteries for the Repair of Vascular Injuries in an Extremity Injury Subset of Trial Participants
Moore, Ernest E. , Kundi, Rishi, Rajani, Ravi R. , Sokolov, Oleksandr , Niklason, Laura E. , Khondker, Zakaria, Parikh, Shamik , Investigators, CLN-PRO-V005 Investigators and the CLN-PRO-V017, Kundi, Rishi, Brenner, Megan , Lum, Ying Wei, Namias, Nicholas, Fujitani, Roy M. , Magee, Gregory A. , Batista, Philip M. , Trani, Jose, Oresanya, Lawrence , Sjoholm, Lars Ola, Calero, Aurelia, Seamon, Mark J. , Malas, Mahmoud B. , Clouse, Darrin, Naslund, Thomas C., Callcut, Rachael A. , Grandas, Oscar H., Skarupa, David , Southerland, Kevin W. , Freeman, Carl, Hurie, Justin , Goldin, Ilya, Karram, Tony, Greenberg, George, Halak, M., Skupyy, Oleh, Yurets, Serhii, Stanko, Oleksandr , Curi, Michael A. , Namias, Nicholas , Kundi, Rishi, Lum, Ying Wei , Fox, Charles J. , Rasmussen, Todd E. , Investigators, CLN-PRO-V005 Investigators and the CLN-PRO-V017, Kundi, Rishi, Morrison, Jonathan J. , Lum, Ying Wei, Shores, Jaimie T. , Namias, Nicholas, Schreiber, Martin J. , Halak, Moshe, Shaprynskyi, Vasyl V.

JAMA Surgery | November 20, 2024 | Volume: 160 | Issue: 2 | Pages: 181

10.1001/jamasurg.2024.4893 | PMID 39565635 Get It

Importance Vascular injuries require urgent repair to minimize loss of limb and life. Standard revascularization relies on autologous vein or synthetic grafts, but alternative options are needed when adequate vein is not feasible and when clinical conditions preclude safe use of synthetic materials. Objective To evaluate the performance of the acellular tissue engineered vessel (ATEV) in the repair of extremity arterial injuries. Design, Setting, and Participants Two open-label, single-arm, nonrandomized clinical trials, including 1 prospective civilian study (CLN-PRO-V005 [V005]) and 1 retrospective observational study in a war zone (CLN-PRO-V017 [V017]), were conducted from September 2018 to January 2024 (follow-up ongoing) at 19 level 1 trauma centers in the US and Israel and 5 frontline hospitals in Ukraine. Patients had vascular injury, no autologous vein available for emergent revascularization, and risk factors for wound infection. Data include the subset of patients with extremity injuries and were analyzed from September 2023 to January 2024. Intervention The ATEV is a bioengineered vascular conduit grown from human vascular cells, available off the shelf, and implantable without immunosuppression. Main Outcomes and Measures Primary patency at day 30 was the primary outcome. Secondary outcomes included limb salvage, graft infection, and patient survival. A systematic literature review identified synthetic graft benchmarks in the treatment of arterial trauma for the same end points. Results The arterial extremity injury subset included 51 of 69 participants in V005 and 16 of 17 participants in V017. The majority were male (V005, 38 [74.5%]; V017, 16 [100%]), the mean (SD) ages were similar (V005, 33.5 [13.6] years; V017, 34.2 [9.0] years), and the mean (SD) Injury Severity Scores were similar (V005, 20.8 [10.5]; V017, 20.1 [18.9]). Penetrating injuries dominated (V005, 29 patients [56.9%]; V017, 14 patients [87.5%]). At day 30 for the V005 and V017 trials, respectively, ATEV primary patency was 84.3% (95% CI, 72.0%-91.8%) and 93.8% (95% CI, 71.7%-98.9%); secondary patency was 90.2% (95% CI, 79.0%-95.7%) and 93.8% (95% CI, 71.7%-98.9%); amputation rate was 9.8% (95% CI, 4.3%-21.0%) and 0% (95% CI, 0.0%-19.4%); ATEV infection rate was 2.0% (95% CI, 0.4%-10.3%) and 0% (95% CI, 0.0%-19.4%); and death rate was 5.9% (95% CI, 2.0%-15.9%) and 0% (95% CI, 0.0%-19.4%) (no deaths attributed to the ATEV at day 30). Day 30 synthetic graft benchmarks were as follows: secondary patency, 78.9%; amputation, 24.3%; infection, 8.4%; and death, 3.4%. Conclusions and Relevance Results of analysis in the subset of patients with vascular extremity injuries in 2 single-arm trials in civilian and real-world military settings suggest that the ATEV provides benefits in terms of patency, limb salvage, and infection resistance. Comparing ATEV outcomes with synthetic graft benchmarks demonstrated improved outcomes in the treatment of acute vascular injuries of the extremities. The analyses reported herein are limited to the subset of 67 patients with vascular extremity injuries out of 86 patients enrolled in 2 trials and excluded 19 patients with iatrogenic and torso injuries. Had these 19 patients been included in these analyses, the efficacy and safety findings could have been attenuated. Trial Registration ClinicalTrials.gov Identifiers: NCT03005418 , NCT05873959
Long-Term Efficacy and Safety of Acoramidis in ATTR-CM: Initial Report From the Open-Label Extension of the ATTRibute-CM Trial
Judge, Daniel P. , Gillmore, Julian D. , Ambardekar, Amrut V. , Cappelli, Francesco , Fontana, Marianna , Grodin, Justin L. , Grogan, Martha , Hanna, Mazen, Masri, Ahmad , Nativi-Nicolau, José , Sarswat, Nitasha , Shah, Keyur, Cao, Xiaofan, Wang, Kevin , Tamby, Jean‐François, Katz, Leonid , Sinha, Uma, Fox, Jonathan C. , Maurer, Mathew S. , Alexander, Kevin M , Ambardekar, Amrut V , Cappelli, Francesco , Fontana, Marianna , Garcia-Pavia, Pablo , Grodin, Justin L , Grogan, Martha , Masri, Ahmad , Nativi-Nicolau, Jose , Obici, Laura , Sarswat, Nitasha , Soman, Prem , Lystig, Ted , Fox, Jonathan C , Maurer, Mathew S , Gillmore, Julian D , Judge, Daniel P , Hanna, Mazen, Obici, Laura , Poulsen, Steen Hvitfeldt , Pecoraro, Maria Lucia

Circulation | November 18, 2024 | Volume: 151 | Issue: 9 | Pages: 601-611

10.1161/circulationaha.124.072771 | PMID 39556242 Get It

BACKGROUND: In the phase 3 randomized controlled study ATTRibute-CM (Efficacy and Safety of AG10 in Subjects With Transthyretin Amyloid Cardiomyopathy), acoramidis, a transthyretin stabilizer, demonstrated significant efficacy on the primary end point. Participants with transthyretin amyloid cardiomyopathy who completed ATTRibute-CM were invited to enroll in an open-label extension study (OLE). We report the efficacy and safety data of acoramidis in participants who completed ATTRibute-CM and enrolled in the ongoing OLE. METHODS: Participants who previously received acoramidis through month 30 in ATTRibute-CM continued to receive it (continuous acoramidis), and those who received placebo through month 30 were switched to acoramidis (placebo to acoramidis). Participants who received concomitant tafamidis in ATTRibute-CM were required to discontinue it to be eligible to enroll in the OLE. Clinical efficacy outcomes analyzed through month 42 included time to event for all-cause mortality (ACM) or first cardiovascular-related hospitalization (CVH), ACM alone, first CVH alone, ACM or recurrent CVH, change from baseline in NT-proBNP (N-terminal pro-B-type natriuretic peptide), 6-minute walk distance, serum transthyretin, and Kansas City Cardiomyopathy Questionnaire Overall Summary score. Safety outcomes were analyzed through month 42. RESULTS: Overall, 438 of 632 participants in ATTRibute-CM completed treatment, and 389 enrolled in the ongoing OLE (263 continuous acoramidis and 126 placebo to acoramidis). The hazard ratio for ACM or first CVH was 0.57 (95% CI, 0.46–0.72) at month 42 based on a stratified Cox proportional hazards model ( P <0.0001) favoring continuous acoramidis. Similar analyses were performed on ACM alone and first CVH alone, with hazard ratios of 0.64 (95% CI, 0.47–0.88) and 0.53 (95% CI, 0.41–0.69), respectively, at month 42. Treatment effects for NT-proBNP and 6-minute walk distance also favored continuous acoramidis. On initiation of open-label acoramidis in the placebo-to-acoramidis arm, there was a prompt increase in serum transthyretin. Quality of life assessed by Kansas City Cardiomyopathy Questionnaire Overall Summary score was well preserved in continuous-acoramidis participants compared with the placebo-to-acoramidis participants. No new clinically important safety issues were identified in this long-term evaluation. CONCLUSIONS: Early initiation and continuous use of acoramidis in the ATTRibute-CM study through month 42 of the ongoing OLE study were associated with sustained clinical benefits in a contemporary transthyretin amyloid cardiomyopathy cohort, with no clinically important safety issues newly identified. REGISTRATION: URL: https://www.clinicaltrials.gov ; Unique identifier: NCT04988386.
Abstract 4148007: Cardiovascular outcomes with Glucagon-like Peptide-1 receptor agonists and Sodium-glucose Cotransporter-2 Inhibitors in patients with ischemic stroke in the community
Sheffeh, Mohammad Ali , Estrada-Magana, Andres , Aviles, Laura Ortega, Bianchettin, Rosana G, Medina-Inojosa, Betsy, Klaas, James P. , Brown, Robert D. , Medina‐Inojosa, José R. , Medina‐Inojosa, Betsy J. , López-Jiménez, Francisco

Circulation | November 14, 2024 | Volume: 150 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.150.suppl_1.4148007 Get It

Background: Sodium-glucose cotransporter-2 inhibitors (SGLT-2i) and glucagon-like peptide-1 receptor agonists (GLP1-RA) have known cardiovascular benefits. We aimed to assess the efficacy of GLP1-RA or SGLT2i initiation in reducing mortality or cardiovascular events in a community-based cohort of adults with ischemic stroke. Methods: Patients ≥18 years old admitted for acute ischemic stroke between Jan 2000 and June 2022 were identified using the Rochester Epidemiology Project. Subjects were considered exposed to SGLT-2i or GLP1-RA if they were treated with either medication after the index stroke and before the primary (all-cause mortality) or secondary outcomes (MI, recurrent ischemic stroke or composite). Kaplan-Meier curves and Cox models are shown in the Figures . Results: We included 7044 subjects, mean age 72±14 yr, 52% male, 94% white, over a median follow-up of 3 [1-7] years, 416 subjects (6%) had a second stroke, 426 (6%) had an incident MI and 3738 (53%) died. Those on SGLT2i/GLP1-RA had a decreased risk for mortality, incident MI, and composite in the univariate analysis. These associations remained significant after multivariable adjustment and were not affected by minimum time of exposure Figure 1&2 . SGLT2i/GLP1-RA use was associated with recurrent ischemic stroke in the multivariate analysis Figure 2C . All associations remained significant in most sub-analyses of individual medications except for the association between GLP1-RA and recurrent stroke Figure 3 Conclusions: SGLT2i or GLP-1 RA use was associated with decreased mortality and risk of myocardial infarction and recurrent stroke in patients with ischemic stroke.
Abstract 4147977: The association of Fontan fenestration patency on cardiopulmonary exercise performance in children and adults
Aviles, Laura Ortega, Opp, Derek N., Cetta, Frank , Allison, Thomas G. , Santos-Patarroyo, Sebastián

Circulation | November 14, 2024 | Volume: 150 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.150.suppl_1.4147977 Get It

Background: Many children born with single ventricle physiology are palliated with Fontan operation, which may include a fenestration creation. This has been demonstrated to improve short-term outcomes after surgery. Reduced exercise capacity has been shown to be a predictor of prognosis in Fontan patients. Aim: We sought to compare cardiopulmonary exercise test (CPET) data between fenestrated and non-fenestrated Fontan patients. Methods: We conducted a retrospective cohort study of 185 patients referred for CPET from 2011 to 2024. Patients with complete CPET data were included. Type of Fontan, comorbidities, and echocardiogram data were ascertained electronically. Patients were divided into 2 different groups according to the fenestration patency. Fisher’s exact test or chi-square was used to compare categorical variables. T-test and Turkey-Kramer were used to compare continuous variables. Adjustment using General Lineal Models procedure were used to identify any confounder that could affect the results. P value <0.05 was considered significant. Results: 142 patients were classified in the non-fenestrated (NF) group, and 43 in the fenestrated group (FF). Baseline characteristics of both groups are shown in Table 1. From the evaluated CPET variables, the minute ventilation-carbon dioxide production (VE/VCO2) was higher in the FF (p=<0.001), and oxygen saturation at peak exercise (SatO2) was lower in this group (p= <0.001) (Figure 1). There was no significant difference between peak oxygen consumption (VO2) between groups. When adjusted by comorbidities only VE/VCO2 nadir, slope and peak SatO2 were statistically significant different between groups (Table 2). Conclusion: Ventilatory variables showed significant differences when fenestration was presented, secondary to V-Q mismatch from increased right to left shunt. Despite the theoretical advantage of increased cardiac output from Fontan fenestration, exercise performance was similar between both groups.
Abstract 4147915: Title: Cardiovascular Events Associated with Endothelin Receptor Antagonists: A Pharmacovigilance Analysis of Bosentan and Ambrisentan
Jonna, Sadhana , Hanna, Dániel , Müller, Laura , Navas, Elsy V., Rathore, Azeem H. , Verghese, Dhiran , Sierra, Juan, Mirsaeidi, Mehdi

Circulation | November 14, 2024 | Volume: 150 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.150.suppl_1.4147915 Get It

Introduction: Endothelin receptor antagonists (ERAs) are the mainstay therapy for pulmonary arterial hypertension (PAH). However, there is limited data on cardiac adverse drug events (ADEs) associated with ERA medications. We performed a pharmacovigilance study comparing bosentan and ambrisentan using the FDA Adverse Event Reporting System (FAERS) data. Methods: Cardiac ADE data for bosentan and ambrisentan from January 1, 2004, to December 31, 2023, in the FAERS database were retrieved. Disproportionality analysis was performed by calculating the reporting odds ratio (ROR) aligned with p-values. The following cardiac ADEs were included: atrial fibrillation (AF), right ventricular failure (RVF), and cardiac arrest (CA). Results: For adults ≥ 18 years, a total of 12,058 cardiac ADEs were reported for both bosentan (38%) and ambrisentan (62%). Among the selected cardiac ADEs, AF was more frequently reported with bosentan (ROR 3.99, 95% CI: 3.62-4.40) than ambrisentan (ROR 1.91, 95% CI: 1.77-2.07). RVF showed a significantly higher ROR for bosentan (73.60, 95% CI: 66.68-81.25) than ambrisentan (23.11, 95% CI: 20.99-25.46). CA was also more commonly associated with bosentan (ROR 2.25, 95% CI: 1.98-2.55) than with ambrisentan (ROR 0.69, 95% CI: 0.61-0.78), with all comparisons showing p-values < 0.001. Conclusion: Our study identifies a significantly higher frequency of cardiac ADEs, particularly AF, RVF, and CA, in patients treated with bosentan compared to ambrisentan. This finding corroborates previous literature that has suggested differential safety profiles among ERAs, emphasizing the need for vigilant cardiac monitoring. Clinicians should integrate these insights into their practice, potentially favoring ambrisentan in patients with elevated cardiac risk, thus optimizing the management of PAH and improving patient outcomes.
Abstract 4147904: Chronotropic Incompetence in Amyloid Cardiac Disease: A Marker of Severity?
Aviles, Laura Ortega, Grogan, Martha , Allison, Thomas G. , Santos-Patarroyo, Sebastián

Circulation | November 14, 2024 | Volume: 150 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.150.suppl_1.4147904 Get It

Background: Cardiac amyloidosis is a rapidly progressing and severe condition leading to heart failure and reduced quality of life. Amyloid deposits impair both chronotropic and pumping functions of the heart. The Cardiopulmonary Exercise Test (CPET) is a vital tool in assessing the severity and progression of this disease. Aims: This study aims to investigate the differences in chronotropic function associated with the stages of heart failure in patients with cardiac amyloidosis and outcomes. Methods: A retrospective cohort study was conducted involving 194 patients diagnosed with cardiac amyloidosis who underwent at least one CPET from February 2010 to February 2024. Medical records were reviewed for data on the type of amyloidosis, comorbidities, and CPET results. The cohort was divided into two groups according to the Weber Classification: Weber Class A/B and Weber Class C/D. Patients who had CPET studies post-heart transplant were excluded. Statistical analyses, including Fisher’s exact test and chi-square test, were used. Cox regression model analysis, proportional hazards model for time to event. Adjustment for beta-blocker use was made to assess chronotropic incompetence. A p-value <0.05 was considered significant. Results: Among the 194 patients, 94 were classified as Weber A/B and 100 as Weber C/D. The average age at the time of the stress test was similar between the groups: 62.9 ± 11.7 years for Weber A/B and 62.3 ± 10.7 years for Weber C/D (p=0.087) Table 1 . Chronotropic function, evaluated through CPET, showed significant differences. Heart rate reserve was significantly lower in the Weber C-D group compared to the A-B group (p<0.001). The chronotropic index was also significantly lower in the Weber C-D group Figure 2. Chronotropic incompetence was observed in 43.9% of the Weber A and increased progressively, being significantly more prevalent in the Weber D group (100%) (p<0.001). Additionally, Chronotropic incompetence was strongly associated with the composite outcome of (hospitalization for heart failure and death) HR 1.932 (1.126 -3.313) p =0.0167 (Table 2). Conclusion: CPET assessment of chronotropic function correlates with VO2 parameter evaluated in Weber classification. Patients with higher Weber stages of heart failure in amyloidosis exhibited a higher prevalence of chronotropic incompetence, indicating it could serve as a marker of cardiac function.
A Novel Machine Learning Model to Predict Revision ACL Reconstruction Failure in the MARS Cohort
Group, MARS, Vasavada, Vrinda, Devana, Sai K. , Hame, Sharon L. , Jazrawi, Laith M. , Huston, Laura J. , Haas, Amanda K. , Cooper, Daniel E. , Amendola, Annunziato, Annunziata, Christopher C., Arciero, Robert A. , Bach, Bernard R. , Baker, Champ L., Bartolozzi, Arthur R. , Baumgarten, Keith M. , Berg, Jeffrey H., Bernas, Geoffrey A., Brockmeier, Stephen F. , Bush‐Joseph, Charles A., Butler, J. Brad, Carey, James L. , Carpenter, James E. , Cole, Brian J. , Cooper, Jonathan M., Creighton, R. Alexander , Dunn, Warren R. , Flanigan, David C. , Frederick, Robert W., Ganley, Theodore J. , Gatt, Charles J. , Gecha, Steven R., Hannafin, Jo A., Harris, Norman Lindsay, Hechtman, Keith S., Hershman, Elliott B., Hoellrich, Rudolf G., Johnson, David C. , Kaeding, Christopher C., Kamath, Ganesh V. , Klootwyk, Thomas E., Levy, Bruce A. , Benjamin, C. , Maiers, G. Peter, Marx, Robert G. , Matava, Matthew J. , Mathien, Gregory M., McCormack, Robert G. , Miller, Bruce S., Nissen, Carl W. , O’Neill, Daniel F., Parker, Richard D., Purnell, Mark L., Ramappa, Arun J. , Rauh, Michael A. , Rettig, Arthur C., Sekiya, Jon K., Shea, Kevin G. , Slauterbeck, James R., Smith, Matthew V. , Svoboda, Steven J. , Taft, Timothy N., Tenuta, Joachim J., Tingstad, Edwin M., Vidal, Armando F. , Viskontas, Darius G., White, Richard A., Wolcott, Michelle L., Wright, Rick W. , York, James J. , Group, MARS, Vasavada, Kinjal , Moran, Jay T. , Lee, Chang Hee , Sherman, Orrin H. , Allen, Christina R. , DeBerardino, Thomas M. , Spindler, Kurt P , Stuart, Michael J., Brophy, Robert H. , Cox, Charles L. , David, Tal S. , Giffin, J. Robert , Johnson, David C., Johnson, Timothy S. , Jones, Morgan H. , Kaeding, Christopher C. , McAllister, David R. , McCarty, Eric C. , Miller, Bruce S., Owens, Brett D. , Spang, Jeffrey T. , Vidal, Armando F. , Williams, James S. , Wolf, Brian R.

Orthopaedic Journal of Sports Medicine | November 14, 2024 | Volume: 12 | Issue: 11 | Pages: No page available

10.1177/23259671241291920 | PMID 39555321 Get It

Background: As machine learning becomes increasingly utilized in orthopaedic clinical research, the application of machine learning methodology to cohort data from the Multicenter ACL Revision Study (MARS) presents a valuable opportunity to translate data into patient-specific insights. Purpose: To apply novel machine learning methodology to MARS cohort data to determine a predictive model of revision anterior cruciate ligament reconstruction (rACLR) graft failure and features most predictive of failure. Study Design: Cohort study; Level of evidence, 3. Methods: The authors prospectively recruited patients undergoing rACLR from the MARS cohort and obtained preoperative radiographs, surgeon-reported intraoperative findings, and 2- and 6-year follow-up data on patient-reported outcomes, additional surgeries, and graft failure. Machine learning models including logistic regression (LR), XGBoost, gradient boosting (GB), random forest (RF), and a validated ensemble algorithm (AutoPrognosis) were built to predict graft failure by 6 years postoperatively. Validated performance metrics and feature importance measures were used to evaluate model performance. Results: The cohort included 960 patients who completed 6-year follow-up, with 5.7% (n = 55) experiencing graft failure. AutoPrognosis demonstrated the highest discriminative power (model area under the receiver operating characteristic curve: AutoPrognosis, 0.703; RF, 0.618; GB, 0.660; XGBoost, 0.680; LR, 0.592), with well-calibrated scores (model Brier score: AutoPrognosis, 0.053; RF, 0.054; GB, 0.057; XGBoost, 0.058; LR, 0.111). The most important features for AutoPrognosis model performance were prior compromised femoral and tibial tunnels (placement and size) and allograft graft type used in current rACLR. Conclusion: The present study demonstrated the ability of the novel AutoPrognosis machine learning model to best predict the risk of graft failure in patients undergoing rACLR at 6 years postoperatively with moderate predictive ability. Femoral and tibial tunnel size and position in prior ACLR and allograft use in current rACLR were all risk factors for rACLR failure in the context of the AutoPrognosis model. This study describes a unique model that can be externally validated with larger data sets and contribute toward the creation of a robust rACLR bedside risk calculator in future studies. Registration: NCT00625885 (ClinicalTrials.gov identifier).