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3026 citation(s) found for "Ma, Kevin".

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
Automatic responsiveness testing in epilepsy with wearable technology: The ARTiE Watch
Wheeler, Lydia , Křemen, Václav , Mersereau, Cole, Ornelas, Guillermo, Yadav, Taruna , Cormier, Devon, Derry, Allyson, Lopez, Andrea Duque , McQuown, Kevin, Sladky, Vladimir , Blumenfeld, Hal , Team, START Project Collaborative, Duque Lopez, Andrea M , Benjamin, Christopher , Worrell, Gregory A , Blumenfeld, Hal , Kremen, Vaclav , Giacino, Joseph T. , Team, START Project Collaborative, Worrell, Gregory

Epilepsia | November 19, 2024 | Volume: 66 | Issue: 1 | Pages: 104-116

10.1111/epi.18181 | PMID 39559901 Get It

Abstract Objective An accurate evaluation of behavioral responsiveness during and after seizures in people with epilepsy is critical for diagnosis and management. Current methods for assessing behavioral responsiveness are characterized by substantial variation, subjectivity, and limited reliability and reproducibility in ambulatory and epilepsy monitoring unit settings. In this study, we aimed to develop and implement a novel mobile platform for deployment of automated responsiveness testing in epilepsy—the ARTiE Watch—to facilitate standardized, objective assessments of behavioral responsiveness during and after seizures. Methods We prospectively recruited patients admitted to the epilepsy monitoring units for diagnostic evaluation and long‐term video‐electroencephalographic monitoring at Mayo Clinic and Yale New Haven Hospital. Participants wore the ARTiE Watch, a smartwatch paired with custom smartphone software integrated with cloud infrastructure allowing for remote activation of standardized assessment on the participants' smartwatches. The assessment consisted of 18 command prompts that test behavioral responsiveness across motor, language, and memory domains. Upon visually identifying an electrographic seizure during EMU monitoring, the BrainRISE platform was used to deploy the ARTiE Watch behavioral testing sequence. Responsiveness scoring was conducted on smartwatch files. Results Eighteen of 56 participants had a total of 39 electrographic seizures assessed with the ARTiE Watch. The 18 subjects with ARTiE Watch‐tested seizures had a total of 67 baseline (interictal) ARTiE Watch tests collected for analysis. The analysis showed distinct ARTiE Watch behavioral responsiveness phenotypes: (1) decreased responsiveness across all ARTiE Watch commands during seizure (ictal–postictal) periods compared (to baseline ( p < .0001), (2) decreased responsiveness in bilateral tonic–clonic seizures compared to baseline ( p < .0001) and compared to focal seizures ( p < .0001), and (3) decreased responsiveness during focal impaired awareness seizures compared to baseline ( p < .0001) and compared to focal aware seizures ( p < .001). Significance ARTiE Watch behavioral testing deployed utilizing a mobile cloud‐based platform is feasible and can provide standardized, objective behavioral responsiveness assessments during seizures.
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.
Novel HMGA2::COL14A1 Fusion Identified in Xanthogranulomatous Epithelial Tumor/Keratin‐Positive Giant Cell Tumor
Dehner, Carina , Buehler, Darya, Hofich, Christopher, Halling, Kevin C. , Folpe, Andrew L. , Dehner, Carina A

Genes, Chromosomes and Cancer | November 18, 2024 | Volume: 63 | Issue: 11 | Pages: No page available

10.1002/gcc.70010 | PMID 39552601 Get It

ABSTRACTXanthogranulomatous epithelial tumor (XGET)/Keratin‐positive giant cell tumor (KP‐GCT) represents a spectrum of recently described neoplasms characterized by a proliferation of distinctive mononuclear cells expressing keratin within a background of osteoclast‐like giant cells, mixed inflammatory cells, and a variably prominent xanthogranulomatous component. Recent studies demonstrated a recurrent HMGA2::NCOR2 fusion in many cases. We herein describe a case of XGET/KP‐GCT arising in the right femoral head of a 19‐year‐old male harboring a rare novel HMGA2::COL14A1 fusion.
The Benefits of Awake Spinal Surgery on Minimizing Positioning-related Complications
Assis, Maria Luisa Machado, Bojaxhi, Elird , Patterson, Jennifer S., White, Kate E., Gruenbaum, Shaun E. , Rabai, Ferenc , Ruyter, Marie L. De, Riutort, Kevin T. , Fleissner, Zachary, Pirris, Stephen M. , Barbosa, Maria, Gruenbaum, Benjamin F. , Assis, Maria L M, De Ruyter, Marie L, Fleissner, Zachary J., Gruenbaum, Benjamin Fredrick , Abode-Iyamah, Kingsley , Ruyter, Marie L. De

Spine | November 18, 2024 | Volume: 50 | Issue: 8 | Pages: 555-561

10.1097/brs.0000000000005219 | PMID 40135655 Get It

Study Design. Literature review and institutional analysis. Objective. This review examines the potential advantages of awake spinal surgery under neuroaxial anesthesia in minimizing positioning-related complications compared with traditional general anesthesia. Summary of Background Data. Spinal surgeries performed in the prone position under general anesthesia are associated with perioperative complications, such as ocular injury and vision loss, nerve damage, and pressure ulcers. Materials and Methods. A comprehensive literature search was conducted for articles published from 1986 to 2023 focusing on awake spinal surgery and positioning-related complications. In addition, insights from the Mayo Clinic team were incorporated to assess the potential benefits of awake spine surgery. Results. The review identified several positioning-related complications associated with prone positioning during spine surgery, including perioperative visual loss, neuropathies, pressure ulcers, and intra-abdominal hypertension leading to systemic cardiovascular effects and potential organ dysfunction. Advances at the Mayo Clinic have enabled the use of awake spinal surgery under neuroaxial anesthesia for complex procedures such as robotic transforaminal lumbar interbody fusion. The use of awake lumbar spine surgery has demonstrated advantages, including reduced positioning-related complications, immediate patient feedback to avoid harmful maneuvers, shorter operating room times, and improved hemodynamic stability. Conclusions. Awake lumbar spine surgery offers notable advantages in reducing positioning-related complications and presents a promising alternative to general anesthesia.
Phase I study of a recombinant attenuated oncolytic virus, MEDI5395 (NDV–GM-CSF), administered systemically in combination with durvalumab in patients with advanced solid tumors
Davar, Diwakar , Carneiro, Benedito A. , Dy, Grace K. , Harrington, Kevin J. , Patel, Sandip Pravin , Samson, Adel , Agrawal, Sonia, Fan, Chunling , Gong, Maozhen , Burton, J.L., Tu, Eric , Durham, Nicholas M. , Laubscher, Kevin, Arnaldez, Fernanda I. , Zamarin, Dmitriy , Harrington, Kevin , Davar, Diwakar , Sheth, Siddharth H , Borad, Mitesh J. , Galanis, Evanthia , Agrawal, Sonia, Chen, Yuyan , Burton, Jenny

Journal for ImmunoTherapy of Cancer | November 17, 2024 | Volume: 12 | Issue: 11 | Pages: e009336

10.1136/jitc-2024-009336 | PMID 39551600 Get It

Background MEDI5395 is a recombinant attenuated Newcastle disease virus engineered to express a human granulocyte-macrophage colony-stimulating factor transgene. Preclinically, MEDI5395 demonstrated broad oncolytic activity, augmented by concomitant programmed cell death-1/programmed cell death ligand-1 (PD-L1) axis blockade. Durvalumab is an anti-PD-L1 immune checkpoint inhibitor approved for the treatment of various solid tumors. We describe the results of the first-in-human study combining intravenous MEDI5395 with durvalumab in patients with advanced solid tumors. Methods This phase I, open-label, multicenter, dose-escalation, dose-expansion study recruited adult patients with advanced solid tumors, who had relapsed or were refractory or intolerant to ≥1 prior line of standard treatment. MEDI5395 was administered intravenously as six doses over 15–18 days. The dose-escalation phase assessed four-dose levels (108, 109, 1010, 1011 focus forming units (FFU)) of MEDI5395, with sequential or delayed durvalumab. Durvalumab 1500 mg was administered intravenously every 4 weeks up to 2 years. The dose-expansion phase was not initiated. The primary objectives were to evaluate safety and tolerability, dose-limiting toxicities (DLTs) and the dose and schedule of MEDI5395 plus durvalumab administration. Secondary objectives included the assessment of the efficacy, pharmacokinetics, pharmacodynamics, and immunogenicity of MEDI5395. Results 39 patients were treated with MEDI5395; 36 patients also received durvalumab. All 39 patients experienced ≥1 treatment-emergent adverse event (TEAE), most commonly fatigue (61.5%), nausea (53.8%) and chills (51.3%). Grade 3–4 TEAEs occurred in 27 (69.2%) patients; these were deemed MEDI5395-related in 12 (30.8%) patients. Two patients experienced a DLT, and the maximum tolerated dose of MEDI5395 with sequential and delayed durvalumab at study termination was 1011 and 1010 FFU, respectively. Four patients (10.3%) achieved a partial response (PR). Patients with PR or stable disease tended to have higher baseline PD-L1 and CD8+ levels in their tumor tissue. A tendency to dose-dependent pharmacokinetics of the viral genome was observed in whole blood and a tendency to dose-dependent viral shedding was observed in saliva and urine. Neutralizing antibodies were observed in all patients but did not appear to impact efficacy negatively. Conclusion This study demonstrates the feasibility, safety and preliminary efficacy of MEDI5395 with durvalumab in patients with advanced solid tumors. Trial registration number NCT03889275
Heart Failure in Zero Gravity—External Constraint and Cardiac Hemodynamics
Hearon, Christopher M. , Manferdelli, Giorgio , Shah, Aman , Tayon, Kevin G. , Sarma, Satyam , Levine, Benjamin D., MacNamara, James P. , Pandey, Ambarish , Levine, Benjamin D.

JAMA Cardiology | November 16, 2024 | Volume: 10 | Issue: 1 | Pages: 98

10.1001/jamacardio.2024.4596 | PMID 39549275 Get It

In this case series study, pulmonary artery systolic, diastolic, and mean pressures of 2 participants with obesity and heart failure with preserved ejection fraction were measured at zero gravity during parabolic flight to assess the effect of external constraint on left ventricular filling pressures.
Two‐Stage Recruitment Design to Reduce Magnetic Resonance Imaging Screening Cost for a Theoretical Clinical Trial of White Matter Hyperintensity Progression
Egle, Marco , Johri, Mohini, Power, Melinda C. , Deal, Jennifer A. , Jack, Clifford R. , Sullivan, Kevin , Mosley, Thomas H. , Mosley, Thomas H. , Sullivan, Kevin J , Gottesman, Rebecca F , Jack, Clifford R , Deal, Jennifer A , Egle, Marco , Johri, Mohini, Gottesman, Rebecca F.

Journal of the American Heart Association | November 16, 2024 | Volume: 13 | Issue: 22 | Pages: No page available

10.1161/jaha.124.036140 | PMID 39547991 Get It

Background White matter hyperintensities (WMH) and their progression are associated with risk of dementia and stroke, so are an important target for clinical trials. The cost of broad magnetic resonance imaging (MRI) screening to identify eligible individuals, however, limits the feasibility of designing clinical trials targeting WMH. A low‐cost retinal or clinical screening measure before MRI could reduce recruitment costs versus an MRI‐only screening design in a hypothetical clinical trial. Methods and Results Data from the Atherosclerosis Risk in Communities study with valid retinal and WMH measurements ( N =1311) were used. To identify a population at greater likelihood of significant WMH on MRI and thus reduce the number of screening MRIs required, we evaluated 3 theoretical prescreening measures: (1) retinal, (2) clinical, (3) combined clinical‐retinal. Given a target sample for clinical trials ( N =646), we calculated screening sample sizes based on the proportion within the population having an elevated score for each prescreening measure (separately) multiplied by the proportion of significant WMH among those with that prescreening feature. Recruitment costs were calculated using estimated retinal and MRI cost estimates. Compared with the estimated cost of MRI‐only screening (>$4.24 million, requiring MRI on 6526 participants), prescreening for a high clinical score resulted in total cost of $2.47 million, with an initial screening group of 52 778 participants, with MRI in 3801. A high clinical‐retinal score cutoff resulted in costs of $2.9 million while requiring 13 572 participants, with 3801 completing MRI. Conclusions A 2‐stage design with low‐cost prescreening measures is a promising approach, resulting in reduced theoretical recruitment costs compared with an MRI‐only design.
Abstract 4147141: Relationship Between CVH and Survival in the Acoramidis Treated Participants Within ATTRibute-CM
Davis, Margot K. , Ambardekar, Amrut, Nativi-Nicolau, José , Shah, Keyur B. , Hanna, Mazen, Gibbs, Simon, Tamby, Jean‐François, Siddhanti, Suresh , Whang, John , Fox, Jonathan C. , Du, Jing, Cheng, Richard K. , Cheng, Richard , Alexander, Kevin M , Ambardekar, Amrut V. , Hanna, Mazen

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

10.1161/circ.150.suppl_1.4147141 Get It

Background: Acoramidis is a novel, potent, investigational, transthyretin (TTR) stabilizer under development for the treatment of TTR amyloidosis that results in near-complete (≥90%) TTR stabilization. In a phase 3 study, ATTRibute-CM, acoramidis demonstrated improved clinical outcomes in participants with transthyretin amyloid cardiomyopathy (ATTR-CM), including a 50% reduction in the risk of CVH compared to placebo over 30 months. The study also demonstrated that cardiovascular hospitalization (CVH) during the study predicted a higher subsequent mortality in participants with ATTR-CM. Hypothesis: CVH portends a higher risk of mortality in participants with ATTR-CM. Since acoramidis reduces CVH, it can improve the prognosis of participants with ATTR-CM. Aim: To evaluate the relationship between CVH and survival in the acoramidis group within ATTRibute-CM. Methods: In this post-hoc analysis, the relationship between those with or without CVH and survival was analyzed within the acoramidis treatment group using the Kaplan-Meier (KM) estimator method. Results: Demographics and baseline disease characteristics were mostly comparable between acoramidis-treated participants with and without CVH, although participants with CVH had a higher baseline NT-proBNP and lower eGFR. At Month 30, in acoramidis-treated participants, those without any CVH (n=300) had a higher survival [86.8% (95% CI = 82.2, 90.3)] versus 62.4% (95% CI = 52.6, 70.7) in those who had any CVH (n=109); p<0.0001 from log-rank test (Figure). Conclusion: In the ATTRibute-CM study, pts without any CVH receiving acoramidis have a higher survival rate. CVHs remain a powerful predictor of mortality. This reinforces the importance of an effective therapy that reduces CVH and in turn may improve survival in patients with ATTR-CM.
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).