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224 citation(s) found for "Yu-Rice, Yi".

Catecholaminergic polymorphic ventricular tachycardia mediated by ryanodine receptor 2: a validated risk stratification
Lieve, Krystien V.V. , Werf, Christian van der , Kallas, Dania , Denjoy, Isabelle , Bos, J Martijn , Aiba, Takeshi , Behr, Elijah R. , Berg, Maarten P van den, Bergeman, Auke T. , Blom, Nico A. , Borggrefe, Martin , Mora, Lidia María Carrillo , Chorin, Ehud , Franciosi, Sonia , Giudicessi, John R. , Llopis, Francisco Ángel González , Heuvel, Freek van den , Ingles, Jodie , Kammeraad, Janneke A.E. , Khan, Habib R, MacIntyre, Ciorsti , Maltret, Alice , Marjamaa, Annukka, Ohno, Seiko , Peltenburg, Puck J. , Perez, Guillermo J, Roberts, Jason D, Robyns, Tomas , Noguer, Ferran Roses I., Roston, Thomas M. , Rydberg, Annika , Sacher, Frédéric , Semsarian, Christopher , Starling, Luke, Skinner, Jonathan R, Tavačová, Terézia , Tfelt‐Hansen, Jacob , Till, Janice A, Yap, Sing‐Chien , Wada, Yuko, Wangüemert, Fernando , Zorio, Esther , Ackerman, Michael J, Wilde, Arthur A, Khan, Habib , Lieve, Krystien V , van der Werf, Christian , Brugada, Ramón , Carrillo Mora, Lidia María , Chorin, Ehud , Crotti, Lia , Davis, Andrew , Drago, Fabrizio , Dusi, Veronica , Extramiana, Fabrice , Franciosi, Sonia , Giudicessi, J R , González Llopis, Francisco Ángel , Haugaa, Kristina , van den Heuvel, Freek , Horie, Minoru , Ingles, Jodie , Kammeraad, Janneke A E , Kannankeril, Prince J , Krahn, Andrew D , MacIntyre, Ciorsti , Maltret, Alice , Ohno, Seiko , Peltenburg, Puck J , Probst, Vincent , Robyns, Tomas , Rootwelt-Norberg, Christine , Roston, Thomas M , Rydberg, Annika , Sacher, Frederic , Sarquella-Brugada, Georgia , Schwartz, Peter J. , Semsarian, Christopher , Shimizu, Wataru , Sumitomo, Naokata , Tavacova, Terezia , Tfelt-Hansen, Jacob , Yap, Sing-Chien , Wangüemert, Fernando , Zorio, Esther , Leenhardt, Antoine , Sanatani, Shubhayan , Tanck, Michael , Behr, Elijah Raphael , Denjoy, Isabelle , Blom, Nico A , Kallas, Dania , Bos, J Martijn , Aiba, Takeshi , Berg, Maarten P van den, Bergeman, Auke T , Borggrefe, Martin , Khan, Habib R, Marjamaa, Annukka, Perez, Guillermo J, Roberts, Jason D, Noguer, Ferran Roses I., Starling, Luke, Skinner, Jonathan R, Till, Janice A, Wada, Yuko, Ackerman, Michael J, Leenhardt, Antoine , Wilde, Arthur A.M.

European Heart Journal | November 9, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/eurheartj/ehaf965 | PMID 41416846 Get It

Abstract Background and Aims Patients with catecholaminergic polymorphic ventricular tachycardia (CPVT) are at risk for potentially life-threatening arrhythmic events (AEs) even while treated with β-blockers. The aim was to develop a model for individualized prediction of AEs in patients with RYR2-mediated CPVT on β-blocker monotherapy. Methods The derivation and independent validation cohorts included 743 and 129 patients, respectively. AEs were defined as arrhythmic syncope, appropriate implantable cardioverter–defibrillator shock, sudden cardiac arrest (SCA), and sudden cardiac death. Near-fatal or fatal AEs (nf/fAEs) included all AEs except for arrhythmic syncope. Prediction models using Cox regression were developed and internally and externally validated. Results A total of 102 (13.7%) patients in the derivation cohort and 24 (18.6%) patients in the validation cohort experienced ≥1 AE over a median follow-up of 5.1 [interquartile range (IQR), 7.7] and 2.4 (IQR, 4.4) years, respectively. Predictors of AE were arrhythmic syncope or SCA prior to diagnosis and age at β-blocker initiation. In the derivation and validation cohorts, the optimism-corrected C-indices of the models for AE were 0.67 [95% confidence interval (CI) 0.62–0.72] and 0.59 (95% CI 0.48–0.71), respectively. For nf/fAEs, ventricular arrhythmia severity before β-blocker initiation was a fourth independent predictor, and C-indices of the models in the derivation and validation cohorts were 0.74 (95% CI 0.68–0.80) and 0.60 (95% CI 0.47–0.72), respectively. In the derivation cohort, calibration slopes were 1.00 (95% CI 0.59–1.41) for AE and 1.00 (95% CI 0.69–1.32) for nf/fAE. Conclusions These externally validated risk prediction models using clinical parameters accurately distinguished CPVT patients on β-blocker monotherapy at low and high risk for future AEs while treated with β-blockers. These models provide guidance for implementation of clinical management therapies to prevent AEs in patients with CPVT.
Shape analysis of the amygdala, hippocampus and thalamus in former American football players
John, Omar , Wickham, Alana, Jung, Leonard , Mirmajlesi, Anya S, Stearns, J. W. , Breedlove, Katherine M. , Billah, Tashrif , Pasternak, Ofer , Chamaria, Arushi , Bernick, Charles , Balcer, Laura J. , Rushmore, R. Jarrett , Alosco, Michael L. , Lin, Alexander , Cummings, Jeffrey L., Reiman, Eric M. , Arciniega, Hector , Su, Yi, Chen, Kewei, Protas, Hillary, Boker, Connie, Alosco, Michael L, Au, Rhoda, Cantu, Robert C, Farrer, Lindsay, Helm, Robert, Katz, Douglas I, Kowall, Neil, Mez, Jesse, Mercier, Gustavo, Otis, James, Weller, Jason, Simkin, Irene, Andino, Alondra, Conneely, Shannon, Diamond, Courtney, Fagle, Tessa, Haller, Olivia, Hunt, Tennyson, Gullotti, Nicole, Mariani, Megan, Mayville, Brian, McLaughlin, Kathleen , Nanna, Mary, Platt, Taylor, Rice, Fiona, Sestak, Madison, Annis, Douglas S. , Dixon, Diane, Finney, Carolyn, Gallagher, Kerrin, Hartlage, Kaitlin , Martin, Brett, Palmisano, Joseph , Pine, Brittany, Fitzsimmons, Jennifer, Pasternak, Ofer, Arcinieago, Hector, Coello, Eduardo , Coleman, Michael J. , Jung, Leonhard, Liao, Huijun, Loy, Maria, Rizzoni, Elizabeth, Schultz, Vivian , Silva, Annelise, Vessey, Brynn, Banks, Sarah J. , Ritter, Aaron, Cruz, Raelynn de la, Durant, Jan, Golceker, Morgan, Harmon, Nicolette, Kaylegian, Kaeson, Long, Rachelle, Nance, Christin, Sandoval, Priscilla, Serrano, Andrew, Falk, Bryce W., Duffy, Amy, Howard, Marci, Montague, Michelle , Osgood, Thomas, Babcock, Debra, Marmar, Charles R. , Hasanaj, Lisena, Serrano, Liliana , Al-Kharafi, Alhassan, George, Allan , Martin, Sammie, Runge, William, Peskind, Elaine R. , Colasurdo, Elizabeth A. , Marcus, Daniel S., Gurney, Jenny , Greenwald, Richard M., Johnson, Keith A, Jung, Leonard B , Stearns, Jared , Breedlove, Katherine , Tripodis, Yorghos , Adler, C H , Alosco, Michael L , Koerte, Inga K , Arciniega, Hector , Kim, Nicholas , Daneshvar, Daniel H. , Coleman, Michael , Tripodis, Yorghos , Adler, Charles H. , Stern, Robert A. , Shenton, Martha E. , Bouix, Sylvain , Su, Yi, Chen, Kewei, Alosco, Michael L., Au, Rhoda, Cantu, Robert C. , Mez, Jesse, Weller, Jason , Simkin, Irene, Fagle, Tessa, Pulukuri, Surya Vamsi , McClean, Michael D , Annis, Douglas, Chaisson, Christine E. , Finney, Carolyn, Lü, Jun , Ojo, Emmanuel, Ramachandran, Janani , Bonke, Elena M. , Wiegand, Tim L. T. , Miller, Jason Rafe , Sabbagh, Marwan Noel , II, Robert W. Turner , Marek, Kenneth , Dodick, David W. , Geda, Yonas E. , Wethe, Jennifer V. , Falk, Bryce, Montague, Michelle, Bellgowan, Patrick S.F. , Barr, William , Goldberg, Judith D. , Wısnıewskı, Thomas , Kirov, Ivan I. , Lui, Yvonne W. , George, Allan, Riley, Edward P. , Cummings, Jeffrey L. , Johnson, Keith A.

Brain Communications | November 6, 2025 | Volume: 7 | Issue: 6 | Pages: No page available

10.1093/braincomms/fcaf440 | PMID 41277896 Get It

Abstract Repetitive head impacts are common in contact and collision sports and are linked to structural brain changes and an elevated risk of neurodegenerative diseases such as Chronic Traumatic Encephalopathy. Identifying early in vivo structural markers remains challenging. Although diagnosis currently requires post-mortem confirmation, clinical symptoms, including cognitive impairment and behavioural changes, are reflected in the diagnosis of Traumatic Encephalopathy Syndrome. These symptoms align with dysfunction in key brain regions—amygdala, hippocampus and thalamus—which support memory, emotion and behaviour and commonly show tau pathology in Chronic Traumatic Encephalopathy. This study uses shape analysis to examine structural differences in these regions between former American football players and unexposed asymptomatic controls and evaluates the influence of age, head impact exposure and clinical diagnosis on brain structure. We analyzed brain morphology in former American football players (n = 163) and unexposed, asymptomatic controls (n = 53). Structural segmentation was performed with FreeSurfer 7.1, and the shape analysis pipeline was used to generate subregional reconstructions. Vertex-level morphometry, based on the logarithm of the Jacobian determinant and radial distance, quantified local surface area dilation and thickness. Group differences were examined with covariate-adjusted linear regression models contrasting football players and controls, as well as participants with and without a Traumatic Encephalopathy Syndrome diagnosis. Partial correlations examined the influence of age, age of first football exposure and cumulative head impact index metrics, including frequency, linear acceleration and rotational force. Models were adjusted accordingly for age, body mass index, education, race, imaging site, apolipoprotein ϵ4 status and total intracranial volume. Former football players exhibited bilateral surface area contractions in the hippocampus and amygdala, along with reduced amygdala thickness, compared to controls. Older age was associated with widespread surface contractions and thinning across all regions, except for preserved thickness in the left hippocampus. An earlier age of first exposure to football correlated with surface contractions in the thalamus and left hippocampus. Greater cumulative linear acceleration was linked to bilateral hippocampal surface contractions and reduced thickness in the left thalamus, while greater rotational force exposure was associated with hippocampal thinning. No significant structural differences were found between players with and without a diagnosis of Traumatic Encephalopathy Syndrome. These findings extend volume-based research by revealing localized alterations in surface area dilation and thickness and emphasize the roles of age and repetitive head impact exposure in long-term brain changes.
Sulcal morphology in former American football players
Jung, Leonard , Mirmajlesi, Anya S, Stearns, J. W. , Breedlove, Katherine M. , John, Omar , Kim, Nicholas , Wickham, Alana, Protas, Hillary , Baucom, Zachary, Tuz‐Zahra, Fatima , Wiegand, Tim L. T. , Billah, Tashrif , Pasternak, Ofer, Im, Brian , Datta, Shae , Bernick, Charles , Balcer, Laura J. , Alosco, Michael L. , Lin, Alexander , Cummings, Jeffrey L., Reiman, Eric M. , Arciniega, Hector , Boker, Connie, Kowall, Neil W. , Otis, James , Weller, Jason , Simkin, Irene, Andino, Alondra, Diamond, Courtney , Fagle, Tessa, Haller, Olivia, Hunt, Tennyson, Gullotti, Nicole, Mariani, Megan, Mayville, Brian, McLaughlin, Kathleen , Nanna, Mary, Platt, Taylor, Rice, Fiona, Sestak, Madison, Annis, Douglas S. , Dixon, Diane, Finney, Carolyn, Gallagher, Kerrin, Hartlage, Kaitlin , Martin, Brett, Palmisano, Joseph , Pine, Brittany, Fitzsimmons, Jennifer, Pasternak, Ofer , Arcinieago, Hector, Coello, Eduardo , Coleman, Michael J. , Jung, Leonhard, Liao, Huijun, Loy, Maria, Rizzoni, Elizabeth, Schultz, Vivian , Silva, Annelise, Vessey, Brynn, Banks, Sarah J. , Ritter, Aaron, Cruz, Raelynn de la, Durant, Jan, Golceker, Morgan, Harmon, Nicolette, Kaylegian, Kaeson, Long, Rachelle, Nance, Christin, Sandoval, Priscilla, Serrano, Andrew, Falk, Bryce W., Duffy, Amy, Howard, Marci, Montague, Michelle , Osgood, Thomas, Babcock, Debra, Marmar, Charles R. , Hasanaj, Lisena, Serrano, Liliana , Al-Kharafi, Alhassan, George, Allan , Martin, Sammie, Runge, William, Peskind, Elaine R. , Colasurdo, Elizabeth A. , Marcus, Daniel S., Gurney, Jenny , Greenwald, Richard M., Johnson, Keith A. , Jung, Leonard B , Stearns, Jared , Breedlove, Katherine , Tripodis, Yorghos , Adler, C H , Alosco, Michael L , Koerte, Inga K , Arciniega, Hector , Su, Yi , Tripodis, Yorghos , Daneshvar, Daniel H. , Heller, Carina , Coleman, Michael , Adler, Charles H. , Stern, Robert A. , Shenton, Martha E. , Bouix, Sylvain , Chen, Kewei , Au, Rhoda , Cantu, Robert C. , Farrer, Lindsay A. , Helm, Robert H. , Katz, Douglas I. , Mez, Jesse , Mercier, Gustavo , Conneely, Shannon E. , Diamond, Courtney, Pulukuri, Surya Vamsi , McClean, Michael D , Annis, Douglas, Chaisson, Christine E. , Finney, Carolyn, Lü, Jun , Ojo, Emmanuel, Ramachandran, Janani , Bonke, Elena M. , Miller, Jason Rafe , Sabbagh, Marwan Noel , II, Robert W. Turner , Marek, Kenneth , Dodick, David W. , Geda, Yonas E. , Wethe, Jennifer V. , Falk, Bryce, Montague, Michelle, Bellgowan, Patrick S.F. , Barr, William , Goldberg, Judith D. , Wısnıewskı, Thomas , Kirov, Ivan I. , Lui, Yvonne W. , George, Allan, Riley, Edward P. , Cummings, Jeffrey L.

Brain Communications | September 9, 2025 | Volume: 7 | Issue: 5 | Pages: No page available

10.1093/braincomms/fcaf345 | PMID 41048544 Get It

Abstract Repetitive head impacts are associated with structural brain changes and an increased risk for chronic traumatic encephalopathy, a progressive neurodegenerative disease that can only be diagnosed after death. Chronic traumatic encephalopathy is defined by the abnormal accumulation of phosphorylated tau protein, particularly at the depths of the superior frontal sulci, suggesting that sulcal morphology may serve as a relevant structural biomarker. Contact sport athletes, such as former football players, are at elevated risk due to their prolonged exposure to repetitive head impacts. Cortical atrophy linked to underlying tau accumulation may result in shallower and wider sulci, potentially making sulcal morphology an imaging marker for identifying individuals at risk for this disease. This study investigated sulcal morphological differences in former football players and examined associations with age, football-related exposure, clinical diagnosis of traumatic encephalopathy syndrome, levels of certainty for chronic traumatic encephalopathy pathology, neuropsychological performance, and positron emission tomography imaging using flortaucipir. We analysed structural magnetic resonance imaging data from 169 male former football players (mean age 57.2 (8.2) years, range 45–74) and 54 age-matched, unexposed asymptomatic male controls (mean age 59.4 (8.5) years, range 45–74). Sulcal depth and width were quantified using the CalcSulc, focusing on two regions in each hemisphere commonly affected by chronic traumatic encephalopathy pathology: the superior frontal and occipitotemporal sulci. Generalized least squares models were used to assess group differences and interactions with age and football exposure variables, including age of first exposure, total years played, and cumulative head impact exposure. An analysis of covariance evaluated relationships between sulcal morphology, clinical measures, and flortaucipir uptake, adjusting for age, race, body mass index, education, imaging site, apolipoprotein E4 status, and total intracranial volume. Former football players demonstrated significantly shallower sulcal depth in the left superior frontal sulcus compared to unexposed controls. Earlier age of first exposure and longer football careers were associated with greater widening of the left occipitotemporal sulcus. Higher cumulative head impact exposure was linked to reduced sulcal depth in the left superior frontal region. However, sulcal morphology was not associated with clinical diagnosis, levels of certainty, neuropsychological test performance, or flortaucipir imaging. These findings suggest that sulcal morphology may reflect cumulative exposure to repetitive head impacts, particularly in brain regions vulnerable to chronic traumatic encephalopathy pathology. Future ante- and post-mortem validation studies are needed to determine whether sulcal morphology can serve as a reliable in vivo biomarker of risk.
Context Matching is not Reasoning: Assessing Generalized Evaluation of Generative Language Models in Clinical Settings
Lu, Qiuhao , Chuang, Yu-Neng , Yuan, Jiayi , Zhang, Jiamu, Wang, Liwei , Miller, Kurt, Jia, Heling , Hu, Xia , Miller, Kurt D, Wen, Andrew , Wang, G. C., Zhang, Jiamu, Wang, L H, Fu, Sunyang , Bedrick, Steven , Hersh, William , Roberts, Kirk E , Hu, Xia, Liu, Hongfang

No container title available | August 29, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-7325383/v1 | PMID 40909787 Get It

Abstract Current discussion surrounding the clinical capabilities of generative language models (GLMs) predominantly center around multiple-choice question-answer (MCQA) benchmarks derived from clinical licensing examinations. While accepted for human examinees, characteristics unique to GLMs bring into question the validity of such benchmarks. Here, we validate four benchmarks using eight GLMs, ablating for parameter size and reasoning capabilities, validating via prompt permutation three key assumptions that underpin the generalizability of MCQA-based assessments: that knowledge is applied, not memorized, that semantic consistency will lead to consistent answers, and that situations with no answers can be recognized. While large models are more resilient to our perturbations compared to small models, we globally invalidate these assumptions, with implications for reasoning models. Additionally, despite retaining the knowledge, small models are prone to answer memorization. All models exhibit significant failure in null-answer scenarios. We then suggest several adaptations for more robust benchmark designs more reflective of real-world conditions.
AAV9-mediated KCNH2 suppression-replacement gene therapy in a transgenic rabbit model of type 1 short QT syndrome
Nimani, Saranda , Bains, Sahej , Alerni, Nicolò , Ördög, Balázs , Horváth, András , Matas, Lluis , Louradour, Julien , Giammarino, Lucilla , Tester, David J. , Beslac, Olgica, López, Rubén , Meier, Stefan , Christoforou, Nicolas , Barbieri, Miriam , Vashanthakumar, Varjany, Perez‐Feliz, Stefanie , Casalta, L.G. Garcia, Kim, C.S. John, Zhou, Wei , Ye, Dan , Jurgensen, Jacqulyn, Bego, Mariana G. , Keyes, Lisa R., Owens, Jane , Pinkstaff, Jason, Zehender, Manfred, Brunner, Michael, Heijman, Jordi , Casoni, Daniela , Brooks, Gabriel , Odening, Katja E. , Egle, Manuel , Barbieri, Miriam , Christoph, Jan , Brunner, Michael , Heijman, Jordi , Praz, Fabien , Haeberlin, Andreas , Ackerman, Michael J , Odening, Katja E , Bains, Sahej , Vashanthakumar, Varjany, Parodi, Chiara, Barry, Michael A. , Praz, Fabien , Ackerman, Michael

European Heart Journal | August 15, 2025 | Volume: 47 | Issue: 2 | Pages: 199-213

10.1093/eurheartj/ehaf660 | PMID 40884219 Get It

Abstract Background and Aims Type 1 short QT syndrome (SQT1) is a genetic channelopathy caused by gain-of-function variants in KCNH2, resulting in shortened cardiac repolarization and QT intervals, which predispose patients to ventricular arrhythmias and sudden cardiac death. This study aimed to investigate the therapeutic efficacy of KCNH2-specific suppression-and-replacement (KCNH2-SupRep) gene therapy in a transgenic rabbit model of SQT1. Methods KCNH2-SupRep was developed by combining a KCNH2-shRNA with its corresponding shRNA-immune KCNH2-cDNA into an AAV9 vector, delivered directly into the aortic root (1 × 1010 vg/kg). Therapeutic efficacy was evaluated in vivo by electrocardiogram, ex vivo by optical mapping, and at cellular levels by patch-clamp, calcium imaging, and qPCR in ventricular cardiomyocytes (VCMs). Results In vivo, KCNH2-SupRep normalized the heart rate-corrected QT interval (QTc) in SQT1 rabbits, without affecting repolarization heterogeneity. Ex vivo, KCNH2-SupRep corrected the action potential duration (APD90) and resolved the increased apicobasal APD90 heterogeneity observed in untreated (UT)-SQT1 hearts, supporting an antiarrhythmic effect, which was further validated by reduced re-entry formation in silico. At cellular levels, KCNH2-SupRep prolonged APD90 in VCMs from SupRep-SQT1 rabbits closer to wildtype levels compared with UT- and sham-SQT1. Additionally, KCNH2-SupRep restored the cellular surrogate of the electro-mechanical window and normalized IKr in nearly 50% of VCMs, in line with a 50%–60% suppression of the mutant KCNH2 transcript. Conclusions This proof-of-concept study is the first to demonstrate the efficacy of gene therapy for SQT1 in a medium-sized animal model. KCNH2-SupRep gene therapy successfully corrected the pathologic phenotype in vivo, ex vivo, and at cellular levels in transgenic SQT1 rabbits.
Variant‐Specific Late Gadolinium Enhancement Patterns Influence Clinical Outcomes in LMNA ‐Related Cardiomyopathy
Castrichini, Matteo , Garmany, Ramin , Siontis, Konstantinos C. , Collins, Jeremy D. , Bois, John P. , Pereira, Naveen L. , Tester, David J. , Gluscevic, Martina, Huynh, Trung, Neves, Raquel , Rosenbaum, Andrew , Ackerman, Michael J. , Giudicessi, John R. , Rosenbaum, Andrew N , Collins, Jeremy , Neves, Raquel Almeida Lopes , Castrichini, Matteo

Journal of the American Heart Association | July 21, 2025 | Volume: 14 | Issue: 15 | Pages: No page available

10.1161/jaha.124.041230 | PMID 40689545 Get It

Background Disease‐causative variants in LMNA ‐encoded lamin A/C cause a genetic cardiomyopathy characterized by atrioventricular block, atrial fibrillation, ventricular arrhythmias, and systolic dysfunction. The influence of LMNA variant type/localization on late gadolinium enhancement (LGE) patterns and clinical outcomes remains unclear. Methods Retrospective analysis of 822 genotype‐positive patients with arrhythmogenic/dilated cardiomyopathy was used to identify those with disease‐causative variants in LMNA . Data on LGE distribution and prevalence of advanced heart failure, thromboembolic and sudden cardiac death/major ventricular arrhythmia events were extracted from the electronic record and analyzed by variant type/localization. Results Among the 72/116 (62%) LMNA variant‐positive patients with cardiac magnetic resonance imaging data, LGE was observed in 40/72 (56%) cases. Most exhibited a nonischemic, midmyocardial or subepicardial pattern (73%), and 6/40 (15%) showed a unique “pseudo‐infarct” transmural pattern, predominantly affecting the apical segments. All 6 patients with this distinct LGE pattern harbored C‐terminal IgD (immunoglobulin‐like domain) variants (p.Arg471His or p.Arg541His). In patients with clinically manifest disease (76/116), those with IgD‐localizing variants had a lower prevalence of atrioventricular block (25% versus 72%, P =0.002) and atrial fibrillation (50% versus 81%, P =0.019) but higher rates of thromboembolic events (42% versus 16%, P =0.038). During a median follow‐up of 37 months, IgD variant presence independently predicted sudden cardiac death/major ventricular arrhythmia (hazard ratio, 2.391 [95% CI, 1.046–5.464]; P =0.039). Conclusions LMNA missense variants localizing to IgD present a distinct apical pseudo‐infarct LGE pattern associated with increased risk of ventricular arrhythmias and thromboembolic events but reduced atrioventricular block and atrial fibrillation. Multicenter studies are warranted to develop variant‐specific risk‐stratification strategies in cardiac laminopathy.
Titin-related familial dilated cardiomyopathy: factors associated with disease onset
Johnson, Renée , Fletcher, Robert A. , Peters, Stacey , Ohanian, Monique , Soka, Magdalena , Smolnikov, Andrei , Abihider, Katherine E, Ackerman, Michael J. , Ader, Flavie , Akhtar, Mohammed , Ashley, Euan A. , Austin, Rachel , Baas, Annette F., Blouin, Jean‐Louis , Brown, Emily E. , Cannie, Douglas , Correnti, Gemma, Ferro, Matteo Dal , Dellefave‐Castillo, Lisa , Dooijes, Dennis , Dybro, Anne M. , Demri, Youssef Ed, Hachmi, Mohamed El , Escobar-López, Luis , Foye, Sarah , Gigli, Marta , López, Esther González , Goudal, Adeline , Graw, Sharon , Guipponi, Michel, Haan, Eric , Haas, Jan , Hammersley, Daniel , Hansen, Frederikke , Hey, Thomas Morris , Houweling, Arjan C. , Ingrey, A., Jabbour, Andrew , Jansweijer, Joeri A. , Jongbloed, Jan D.H. , Keogh, Anne , Deprez, Ronald H. Lekanne , Macciocca, Ivan , Mansencal, Nicolas , Mansour, Julia, Martinez‐Veira, Cristina, Medo, Kristen , Merlo, Marco , Michalak, Ewa , Monserrat, Lorenzo , Mountain, Helen , Murphy, Anne M. , Murray, Brittney , Pachter, Nicholas , Palmyre, Aurélien , Pereira, Naveen L. , Picard, Kermshlise, Prasad, Sanjay , Proukhnitzky, Julie , Pruny, Jean-François, Réant, Patricia , Ronan, Anne , Semsarian, Christopher , Storm, Garrett , Thomson, Kate , Thompson, Tina , Wallis, Mathew , Flagship, Australian Genomics Cardiac, Adès, Lesley C., Alankarage, Dimithu, almog, Morgan, Al-Shinnag, Mohammad , Barnett, Chris , Bodek, Simon , Boggs, Kirsten, Bray, Alessandra , Brown, Jaye, Burns, Charlotte , Cao, Michelle, Carr, Will, Casauria, Sarah , Chalinor, Heather V., Chang, Yu‐Chen , Charitou, Theodosia , Collins, Felicity, Correnti, Gemma, Cox, Kathy, Das, Debjani , Fazio, Paul De, Elzen, Nicola Den, Devery, Sophie , Dobbins, Julia , Elbracht-Leong, Stefanie, Enríquez, A. Juanico, Fatkin, Diane , Fear, Vanessa S. , Fine, Miriam, Garza, Denisse , Gongolidis, Laura, Gray, Belinda , Greer, Cassie, Haan, Eric, Haas, Mathilda, Hanna, Bernadette , Hayward, Janette, Herrera, Carmen, Hill, Adam P. , Hollingsworth, Georgie, Hollway, Georgina E. , Horton, Ari , Ingles, Jodie, Isbister, Joanne , Jane-Pantaleo, Sarah, Kelly, Andrew , King‐Smith, Sarah L., Lassman, Timo, Lipton, Jonathon, MacIntyre, Paul, Madelli, Evanthia O. , Martin, Ellenore , Medi, C., Metke, Alejandro, Morrish, A., Morwood, Jim, Mowat, David , Ng, Chai‐Ann , Nowak, Natalie , Martinez, Noelia Nunez, O'Sullivan, S. S. , Overkov, Angela, Perrin, Mark J. , Perry, Matthew , Pflaumer, Andreas , Phillips, Peta, Phuong, Thuan, Pope-Couston, Rachel, Poplawski, Nicola K., Punni, Preeti, Rajagopalan, Sulekha , Regan, Matthew, Rogers, Jonathan, Ryan, Mark , Sandaradura, Sarah A. , Schönrock, Nicole, Scuffham, Paul , Sherburn, Isabella, Sherlock, Mary-Clare, Smerdon, Carla, Smith, Janine , Smyth, Renee, Sy, Raymond W. , Tang, Dotti, Taylor, Shelby , Tchan, Michel , Trainer, Alison, Trivedi, Gunjan, Spaendonck‐Zwarts, Karin van , Vandenberg, Jamie I. , Verma, Kunal , Vidgen, Miranda E. , Vohra, Jitendra K. , Waddel-Smith, Kathryn, Weintraub, Robert G, Worgan, Lisa , Wornham, Linda, Wu, Kathy H. C. , Yeates, Laura , Zentner, Dominica, Arnott, Clare , Fokstuen, Siv , Meder, Benjamin , Giudicessi, John R. , Parikh, Victoria N. , Ware, James S. , Rooryck, Caroline , Lakdawala, Neal K. , Elliott, Perry , Charron, Philippe , Peña‐Peña, María Luisa, Mogensen, Jens , Rasmussen, Torsten B. , Seidman, Jonathan G. , Seidman, Christine E. , Riele, Anneline S.J.M. te , Pinto, Yigal M. , Christiaans, Imke , Fatkin, Diane, Gray, Belinda , Akhtar, Mohammed M , Amin, Ahmad S , Ashley, Euan A , Atherton, John J , Austin, Rachel , Baas, Annette F , Bagnall, Richard D , Ross, Samantha Barratt , Blouin, Jean-Louis , Brown, Emily E , Bundgaard, Henning , Cannie, Douglas , Chmielewski, Przemyslaw , Crespo-Leiro, Maria Generosa , Dal Ferro, Matteo , Dellefave-Castillo, Lisa M , Dominguez, Fernando , Dybro, Anne M , Ed Demri, Youssef , El Hachmi, Mohamed , Escobar-Lopez, Luis , Foye, Sarah Jajesnica , Franaszczyk, Maria , Gigli, Marta , Goudal, Adeline , Graw, Sharon , Guipponi, Michel , Haan, Eric , Hammersley, Daniel J , Hansen, Frederikke G , Hayward, Chris , Hey, Thomas Morris , Ho, Carolyn Y , Houweling, Arjan C , Jabbour, Andrew , Jansweijer, Joeri A , Jongbloed, Jan D H , Keogh, Anne M , Larrañaga-Moreira, Jose M , Lekanne Deprez, Ronald H , Macciocca, Ivan , Macdonald, Peter S , McDonough, Barbara , McGaughran, Julie , Medo, Kristen , Michalak, Ewa , Monserrat, Lorenzo , Mountain, Helen , Muller, Steven A , Murphy, Anne M , Oates, Emily C , Ormondroyd, Elizabeth , Pachter, Nicholas , Palmyre, Aurélien , Pereira, Naveen L , Proukhnitzky, Julie , Reant, Patricia , Richard, Pascale , Ronan, Anne , Sedaghat-Hamedani, Farbod , Semsarian, Christopher , Storm, Garrett , Stroeks, Sophie , Taylor, Matthew R G , Thomson, Kate , Thompson, Tina , van Tintelen, J Peter , Vissing, Christoffer Rasmus , Waddell-Smith, Kathryn E , Wallis, Mathew , Marian, Ali J , Fokstuen, Siv , Giudicessi, J R , Parikh, Victoria N , Piriou, Nicolas , Rooryck, Caroline , Lakdawala, Neal K , Mestroni, Luisa , van Spaendonck-Zwarts, Karin Y , Garcia-Pavia, Pablo , Peña-Peña, Maria Luisa , Christensen, Alex Hoerby , Bilińska, Zofia T , Rasmussen, Torsten B , Seidman, Jonathan G , Seidman, Christine E , Te Riele, Anneline S J M , Ware, James S , Gray, Belinda , Vandenberg, Jamie I , Fletcher, Robert A , Amin, Ahmad S. , Bundgaard, Henning , Crespo‐Leiro, María G. , Domínguez, Fernándo , Heymans, Stéphane , Ho, Carolyn Y. , Ingles, Jodie , James, Paul A. , McGaughran, Julie , Paldino, Alessia , Poplawski, Nicola Kazia , Prasad, Sanjay K , Syrris, Petros , Taylor, Matthew R.G. , Tintelen, J. Peter van , Zentner, Dominica , Flagship, Australian Genomics Cardiac, Barnett, Chris, Blue, Gillian M. , Bogwitz, Michael R. , Boughtwood, Tiffany F. , Brion, Marie‐Jo , Bryson‐Richardson, Robert J. , Burnett, Leslie , Chapman, Gavin , Chong, Belinda , Correnti, Gemma, Cox, Kathy, Cunningham, Fiona, Davis, Jason A. , Davis, Andrew M. , Silva, M. De , Dunwoodie, Sally L. , Dwyer, Nathan , Elliott, David A. , Enriquez, Annabel, Finlay, Keri , Giannoulatou, Eleni , Greer, Cassie, Harvey, Richard Paul , Herrera, Carmen, Hill, Adam, Howting, Denise A. , Jackson, Matilda R. , Johnson, Renee, Kirk, Edwin Philip , Kummerfeld, Sarah , Lunke, Sebastian , MacIntyre, Paul, Mallawaarachchi, Amali C. , Mathew, Jacob , Mattiske, Tessa , McLean, Alison K. , McNamara, James W. , Milnes, Di , Milward, Michael, O'Sullivan, Sinead, Patel, Chirag , Quinn, Michael C. , Raju, Hariharan , Rath, Emma M. , Regan, Matthew, Ryan, Mark, Singer, Emma S. , Stark, Zornitza , Taylor, Jessica, Thorpe, Jordan , Trivedi, Gunjan , Valente, Giulia , Wilson, Meredith , Winlaw, David Scott , Zentner, Dominica, Oh, Jae Won , James, Cynthia A. , Villa, Roberto Barriales , Wahbi, Karim , Mestroni, Luisa , Sinagra, Gianfranco , Watkins, Hugh , McNally, Elizabeth M. , Charron, Philippe , Verdonschot, Job A.J.

European Heart Journal | July 18, 2025 | Volume: 46 | Issue: 48 | Pages: 5240-5257

10.1093/eurheartj/ehaf380 | PMID 40796136 Get It

Abstract Background and Aims Truncating variants in the TTN gene (TTNtv) are the most common genetic cause of dilated cardiomyopathy (DCM) but also occur as incidental findings in the general population. This study investigated factors associated with the clinical manifestation of TTNtv. Methods An international multicentre retrospective observational study was performed in families with TTNtv-related DCM. Shared frailty models were used to estimate associations of variant characteristics with lifetime risk of DCM, and logistic regression to estimate odds ratios (ORs) for individual-level clinical risk factor profiles (cardiac conditions, cardiovascular comorbidities, lifestyle) and DCM. Results A total of 3158 subjects in 1043 families with TTNtv-related DCM were studied. TTNtv-positive subjects were 21-fold more likely to develop DCM [OR, 21.21; 95% confidence interval (CI), 14.80–30.39]. Disease onset was earlier in males, but was similar for TTNtv of different types and locations. The presence of clinical risk factors was associated with earlier DCM onset (OR, 3.41; 95% CI, 2.06–5.64), with a prior history of atrial fibrillation having a two-fold increased odds of DCM (OR, 2.05; 95% CI, 1.27–3.32). The prevalence of clinical risk factors increased with age; however, the strength of the DCM association was greatest for young-onset (<30 years) disease (OR, 4.75; 95% CI, 2.35–9.60). Administration of beta-adrenergic receptor or renin-angiotensin system-blocking drugs prior to overt DCM was associated with 87% reduced odds of DCM (OR, .13; 95% CI, .08–.23). Conclusions Disease onset in TTNtv-associated familial DCM is dependent on individual patient context and is potentially modifiable by risk factor management and prophylactic therapeutic intervention.
Genomic dimensions deconstruct the clinical heterogeneity of bipolar disorder
Veen, Tracey van der , Tesfaye, Markos , Yang, Jessica , Boltz, Toni , David, Friederike S. , Crinion, Shane , Koromina, Maria , Bigdeli, Tim B., Coombes, Brandon J., Panagiotaropoulou, Georgia, Parker, Nadine, Sung, Heejong , Bass, Nicholas, Coleman, Jonathan R. I., Guzman-Parra, José , Kálmán, János , McGrouther, Caroline C., Rangan, Aaditya V. , Scott, Katie , Vreeker, Annabel , Bauer, Michael , Brunkhorst-Kanaan, Nathalie, Byerley, William , Cervantes, Pablo , Chatzinakos, Chris , Claus, Isabelle , Cruceanu, Cristiana , Cuellar-Barboza, Alfredo, Dafnas, Konstantinos , Degenhardt, Franziska, Fanous, Ayman H. , Ferrier, I. Nicol , Forty, Liz , Frank, Josef , Freimer, Nelson B. , Hamshere, Marian L., Harder, Arvid , Hautzinger, Martin , Hellgren, Dennis, Hoffmann, Per, Jönsson, Lina , Kittel‐Schneider, Sarah , Knowles, James A. , Lavebratt, Catharina , Lawrence, Jacob , Leber, Markus , Lucae, Susanne , Lundberg, Martin , Maier, Wolfgang , Maihofer, Adam X. , Maratou, Eirini , McKay, James , Medeiros, Helena , Meyer‐Lindenberg, Andreas , Moutsatsou, Paraskevi , Mühleisen, Thomas W. , O’Connell, Kevin S. , Papiol, Sergi , Perry, Amy , Pisanu, Claudia , Potash, James B. , Rapaport, Mark Hyman , Regeer, Eline J. , Rice, John P. , Schulte, Eva C. , Senner, Fanny , Shilling, Paul D. , Sirignano, Lea , Slaney, Claire , Smeland, Olav B. , Sobell, Janet L. , Stein, Dan J. , Vawter, Marquis P. , Vedder, Helmut , Witt, Stephanie H. , Zandi, Peter P. , Investigators, Genomic Psychiatry Cohort (GPC), Psychiatry, HUNT All-In, Bengesser, Susanne , Berrettini, Wade H. , Blackwood, Douglas, Boehnke, Michael , Catts, Stanley V. , Craddock, Nicholas , Dikeos, Dimitris , Ferentinos, Panagiotis , Frye, Mark A. , Gawlik, Micha , Kahn, René S., Landén, Mikael , Lenger, Melanie , Loughland, Carmel , Melle, Ingrid , Myers, R , Müller‐Myhsok, Bertram , Neale, Benjamin M. , Øedegaard, Ketil J. , Paciga, Sara A. , Pato, Carlos N. , Pawlak, Joanna , Perlis, Roy H. , Reif, Andreas , Schalling, Martin , Scott, Laura J. , Scott, Rodney J., Stahl, Eli A. , Stordal, Eystein , Sullivan, Patrick F., Vaaler, Arne E. , Waldman, Irwin D. , Ophoff, Roel A. , Mullins, Niamh , Forstner, Andreas J. , van der Veen, Tracey , Yang, Jessica Mei Kay , Alda, Martin , Ophoff, Roel A , O'Connell, Kevin S , Mullins, Niamh , Forstner, Andreas J , Grigoroiu-Serbanescu, Maria , Edenberg, Howard J , McMahon, Francis , Andreassen, Ole A , Di Florio, Arianna , McQuillin, Andrew , Witt, Stephanie H , Meyer-Lindenberg, Andreas , Stein, Dan J , Papiol, Sergi , Cruceanu, Cristiana , Schulte, Eva , Kittel-Schneider, Sarah , Lavebratt, Catharina , Pisanu, Claudia , Reif, Andreas , Perlis, Roy H , Andlauer, Till F. M. , Bigdeli, Tim B. , Coombes, Brandon J. , Greenwood, Tiffany A. , Panagiotaropoulou, Georgia , Parker, Nadine , Bass, Nicholas, Coleman, Jonathan Ri , Mitchell, Brittany L. , Shadrin, Alexey A. , Smith, Daniel J. , Adorjan, Kristina , Albani, Diego , Alemany, Silvia , Alliey‐Rodriguez, Ney , Antoniou, Anastasia , Beins, Eva Carolina , Boks, Marco P. , Bosch, Rosa , Brumpton, Ben , Budde, Monika , Cabana‐Domínguez, Judit , Cairns, Murray J. , Carpiniello, Bernardo , Casas, Miguel , Clarke, Toni‐Kim , Cuéllar‐Barboza, Alfredo B. , Czerski, Piotr M. , Dale, Anders M. , Dalkner, Nina , DePaulo, J Raymond , Djurovic, Srdjan , Escott‐Price, Valentina , Fellendorf, Frederike T. , Frei, Oleksandr , Garnham, Julie , Gizer, Ian R. , Gordon, Scott D. , Gordon‐Smith, Katherine , Hahn, Tim , Hamshere, Marian L. , Heilbronner, Urs , Herms, Stefan , Hickie, Ian Bernard , Hoffmann, Per , Holmans, Peter , Jamain, Stéphane , Kennedy, James L. , Koch, Elise , Kogevinas, Manolis , Kranz, Thorsten M. , Kushner, Steven A. , Lind, Penelope A. , Lundberg, Martin, MacIntyre, Donald J. , Malaspina, Dolores , Manchia, Mirko , Martinsson, Lina , McInnis, Melvin G. , Millischer, Vincent , Morris, Derek W. , Olsen, Catherine M. , Pardiñas, Antonio F. , Pfennig, Andrea , Quested, Digby J. , Rivera, Margarita , Sindermann, Lisa , Siskind, Dan , Artigas, María Soler , Stein, Frederike , Świątkowska, Beata , Thorp, Jackson G. , Toma, Claudio , Tondo, Leonardo , Tooney, Paul A. , Walters, James , Young, Allan H. , Zillich, Lea , Adolfsson, Rolf , Alfredsson, Lars , Backlund, Lena , Baune, Bernhard , Bellivier, Frank , Biernacka, Joanna M. , Blackwood, Douglas , Breen, Gerome , Carr, Vaughan J , Cichon, Sven , Corvin, Aiden , Dannlowski, Udo , Esko, Tõnu , Étain, Bruno , Fullerton, Janice M. , Gershon, Elliot S. , Goes, Fernando , Green, Melissa J. , Hauser, Joanna , Henskens, Frans A , Hjerling‐Leffler, Jens , Jones, Ian Richard , Jones, Lisa Anne , Kahn, René S. , Kelsoe, John R , Kircher, Tilo , Kirov, George , Kobayashi, Nene, Leboyer, Marion , Li, Qingqin S. , Lissowska, Jolanta , Loughland, Carmel M. , Luykx, Jurjen J. , Martin, Nicholas G. , Mathews, Carol A. , Mayoral, Fermín , McElroy, Susan L. , McIntosh, Andrew M. , Medland, Sarah E. , Mitchell, Philip B , Morken, Gunnar , Möser, Chiara, Nievergelt, Caroline M , Nurnberger, John I , Nöthen, Markus M. , O‘Donovan, Michael , Olsson, Tomas , Owen, Michael J. , Pantelis, Christos , Pato, Michele T. , Patrinos, George P. , Ramos‐Quiroga, Josep Antoni , Reininghaus, Eva , Ribasés, Marta , Rietschel, Marcella , Ripke, Stephan , Rouleau, Guy Armand , Schall, Ulrich , Schofield, Peter R. , Schulze, Thomas , Scott, Rodney J. , Serretti, Alessandro , Smoller, Jordan W. , Squassina, Alessio , Streit, Fabian , Turecki, Gustavo , Vieta, Eduard , Vincent, John B. , Weickert, Cynthia Shannon , Weickert, Thomas Wesley , Whiteman, David C. , Alda, Martin , Grigoroiu‐Serbânescu, Maria , McMahon, Francis J. , Andreassen, Ole A. , McQuillin, Andrew

No container title available | June 25, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1101/2025.06.23.25330155 | PMID 40666370 Get It

ABSTRACT Bipolar disorder’s (BD) clinical heterogeneity has an unresolved genetic basis. We meta-analyzed genome-wide association studies (GWAS) of 16 BD subphenotypes in 226,032 individuals from 57 cohorts (38,022 cases); 10 advanced to multivariate and multi-trait analyses. Four factors (compulsive, psychotic, dysregulated, internalizing) explained 82.8% of shared genetic variance. BD1 and BD2 loaded on distinct factors despite a high genetic correlation; 87.0% of common-factor loci were significant in neither subtype. Unipolar mania aligned with psychosis over internalizing, and was distinguishable from BD1, and rapid cycling showed heritable cross-domain liability. We identified 356 risk loci, 158 novel, including the first univariate-GWAS associations for psychosis, unipolar mania, rapid cycling and schizoaffective disorder—and 249 credible genes (89 high-confidence), 12 with approved-drug or clinical-phase annotations. Cell-type association showed a midbrain dopaminergic–GABAergic gradient along the psychotic factor. BD’s genetic architecture appears hierarchical—a general liability resolving into dimensions of course and comorbidity beyond diagnostic subtypes.
Medications for Weight Loss and MASLD
Asgharpour, Amon , Aby, Elizabeth S. , Mellinger, Jessica L. , Luther, Jay , Izzy, Manhal , Haque, Lamia , Lee, Brian T. , Sherman, Courtney B. , Rice, John P. , Chandna, Shaun , Chen, Po‐Hung , Singal, Ashwani K. , Bansal, Meena B. , Cotter, Thomas G. , Im, Gene , Cotter, T G , Stine, Jonathan G. , Jophlin, Loretta , Goel, Aparna , Lizaola‐Mayo, Blanca

Journal of Clinical Gastroenterology | June 23, 2025 | Volume: 60 | Issue: 8 | Pages: 750-757

10.1097/mcg.0000000000002147 | PMID 40549581 Get It

Goals: Our aim was to perform a national survey of provider attitudes, practices, and knowledge regarding weight loss and MASLD medications in patients with MASLD. Background: While weight loss is a cornerstone in the management of metabolic dysfunction-associated steatotic liver disease (MASLD), FDA-approved medications for weight loss remain underutilized. Results: We conducted a survey before resmetirom approval of hepatology and gastroenterology providers practicing in 44 states. Surveys were sent to 747 providers with 304 complete responses (41%), of whom 260 (86%) work at a liver transplant center. While nearly all respondents (96%) believed that weight loss medications could benefit patients with MASLD, 77% have never/rarely prescribed them due to low comfort (81%). Among weight loss medication prescribers, glucagon-like peptide-1 (GLP-1) receptor agonists were preferred (66%). In contrast, 63% had prescribed off-label medications for MASLD in the past 12 months, most commonly vitamin E (30%) and GLP-1 receptor agonists (25%). The top reported barriers to prescribing weight loss medications were lack of training/unfamiliarity, cost/insurance coverage, and side-effects, which may be explained by low formal obesity education and lack of knowledge (only 33% of FDA-approved medications for weight loss were correctly identified by >50% of providers). Overall, there was reasonable provider-reported adherence to the 2023 AASLD practice guidance for MASLD. Conclusions: This nationwide survey of hepatology and gastroenterology providers before resmetirom demonstrates that while off-label prescribing for MASLD was common, weight loss medication prescription rates remain very low due to low comfort possibly from insufficient education despite strong beliefs that they can benefit patients with MASLD.
Defining Clinically Meaningful Subgroups in Patients Undergoing Arthroscopic Rotator Cuff Repair Using Unsupervised Machine Learning
Lu, Yining, Berlinberg, Elyse J. , Alder, Kareme D. , Chervonski, Ethan , Patel, Harsh, Rice, Morgan W. , Yanke, Adam B. , Cole, Brian J. , Verma, Nikhil N. , Hevesi, Mario , Alder, Kareme, Forsythe, Brian , Hevesi, Mario , Patel, Harsh H. , Forsythe, Brian

Orthopaedic Journal of Sports Medicine | June 17, 2025 | Volume: 13 | Issue: 6 | Pages: No page available

10.1177/23259671251335977 | PMID 40535587 Get It

Background: Outcomes after arthroscopic rotator cuff repair (RCR) are frequently measured through clinically significant outcomes (CSOs) such as the minimal clinically important difference, the substantial clinical benefit, and the Patient Acceptable Symptom State. Global achievement of CSOs is challenging to predict. Purpose: To determine if unsupervised machine learning can identify distinct patient subgroups based on CSO achievement after elective arthroscopic RCR. Study Design: Case-control study; Level of evidence, 3. Methods: A prospectively collected database was analyzed to identify patients who underwent elective arthroscopic RCR from 2015 to 2017. Tear dimensions were measured on magnetic resonance imaging utilizing a validated technique. CSO achievements on the American Shoulder and Elbow Surgeons, the Single Assessment Numeric Evaluation, and the Constant-Murley subjective score at 2-year follow-up were calculated. An unsupervised random forest algorithm was utilized to develop and internally validate patient subgroups with significantly different rates of CSO achievement. Patient subgroup membership, along with a total of 30 demographic and clinical variables, as well as preoperative patient-reported outcomes, were incorporated into a stepwise multivariable logistic regression to identify factors predictive of optimal CSO achievement. Results: A total of 346 patients (192 male; mean ± SD age, 57.2 ± 9.1 years; body mass index, 30.1 ± 5.4 kg/m 2 ) were eligible for inclusion and followed for a mean of 3.8 years (range, 2.0-6.2 years) Of these, a total of 333 patients were partitioned by the random forest algorithm into 2 subgroups (stability, 0.16; connectivity: 180.8; Dunn: 0.16; silhouette: 0.05), with 176 patients in the optimal achievement subgroup and 157 patients in the suboptimal achievement subgroup. The 2 subgroups differed significantly (all P ≤ .004) in the likelihood of achievement of all CSOs. Stepwise multivariable logistic regression identified an increase of 1 mm in tear size in the sagittal dimension beyond 1.9 cm to predict a 10% increase in the probability of suboptimal achievement. Additional risk factors for suboptimal CSO achievement included increasing number of tendons involved (odds ratio [OR], 14.07; 95% CI, 4.50-44.02; P < .001), subscapularis involvement (OR, 8.67; 95% CI, 2.45-30.71; P = .01), and increased preoperative CMS score (OR, 1.11; 95% CI, 1.04-1.18; P = .001). Protective factors included performance of a subpectoral biceps tenodesis compared with biceps tenotomy (OR, 0.22; 95% CI, 0.05-0.92; P = .03). Conclusion: Clinically meaningful subgroups were uncovered using an unsupervised machine learning algorithm in patients undergoing arthroscopic RCR. Tear size, number of tendons involved, and subscapularis involvement were significant and additive predictors of suboptimal CSO achievement at 2-year minimum follow-up. Treatment of concurrent biceps pathology with tenodesis conferred 78% increased likelihood of CSO achievement compared with tenotomy.