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3599 citation(s) found for "Kužma, Martin".

Sex-related differences in outcome of tricuspid valve surgery in severe isolated secondary tricuspid regurgitation
Naser, Jwan A. , Wong, Martin, Ibrahim, Hossam, Tsaban, Gal , Crestanello, J., Hibbert, Benjamin , Enriquez-Sarano, Maurice, Michelena, Hector I, Scott, Christopher G, Miranda, William R, Wong, Martin Chun Kit, Sabbah, Michael S. , Hibbert, Benjamin , Naser, Jwan A , Ibrahim, Hossam H , Enriquez‐Sarano, Maurice , Michelena, Héctor I. , Miranda, William R. , Pislaru, Sorin V.

European Heart Journal - Cardiovascular Imaging | August 18, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/ehjci/jeag223 | PMID 42617076 Get It

Abstract Aims Significant secondary tricuspid regurgitation (STR) is associated with worse morbidity and mortality. To-date, evidence on isolated tricuspid valve surgery in STR remains controversial with uncertainty regarding management strategies. We aimed to investigate sex differences in the association of isolated tricuspid valve surgical repair/replacement (TVR) with outcomes of mortality and heart failure (HF) hospitalizations in STR. Methods and results Patients with severe STR without significant aortic valve or organic mitral valve disease, congenital heart disease, pacemakers, previous valve intervention, malignancy, or end-stage kidney/liver disease were identified. Isolated TVR was studied as a time-dependent covariate in association with mortality and HF hospitalizations. Among 2,857 patients (median age 76 years; 62% women), 143 underwent isolated TVR (58% repair; 42% replacement; 64% with low TRI-SCORE risk category) at median 56 days. Over median 1.6 (IQR 0.2-5.2) years, 1,771 patients died and 1,259 had HF hospitalization. When adjusting to age, comorbidities, left/right ventricular function, pulmonary hypertension, hemoglobin level, and dyspnea, isolated TVR was associated with lower mortality in females (HR 0.54 95% CI 0.35-0.83) but not males (HR 1.29 95% CI 0.90-1.83), p-interaction<0.01; this remained the case when restricting to groups with normal left/right ventricular function. Isolated TVR was associated with HF hospitalization without interaction with sex (HR 0.68 95% CI 0.46-0.998), p-interaction=0.51. Conclusion Isolated TVR for STR was associated with decreased HF hospitalizations in both females and males but improved survival only in females. Future studies are needed to understand differences in the natural history of TR between sexes and stratify outcomes after TR intervention by sex.
Online hemodiafiltration for kidney failure: guidance and best clinical practice recommendations from the Italian Society of Nephrology
Strippoli, Giovanni FM , Pellegrino, Giovanni, Hegbrant, J, Gallieni, Maurizio, Canaud, Bernard, Davenport, Andrew, Ortiz, Alberto, Malyszko, Jolanta, Kazancıoğlu, Rümeyza, Kuhlman, Martin, Ferreira, Ana Carina, Nigwekar, Sagar, Nissenson, Allen R, Nicola, Luca De, Strippoli, Giovanni F M , Lentini, Paolo Luca Maria, Hegbrant, Jörgen , Fabbrini, Paolo , Lentini, Paolo , Aucella, Filippo , Panichi, Vincenzo , Gallieni, Maurizio Alberto , Canaud, Bernard , Davenport, Andrew , Ramos, Rosa , Małyszko, Jolanta , Kazancioğlu, Rümeyza , Cromm, Krister , Nissenson, Allen R., Nicola, Luca De

Journal of Nephrology | August 18, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/joneph/aajag225 | PMID 42614082 Get It

Abstract Background Online hemodiafiltration (HDF) enhances the removal of middle molecules, including large-middle molecules, through the combined action of diffusion and convection. Randomized controlled trials (RCTs) and individual participant data (IPD) meta-analyses demonstrate improved cardiovascular outcomes and, importantly, a reduction in all-cause mortality when HDF is delivered with sufficiently high convective volumes in post-dilution mode. These findings underscore that an adequate convective dose is a critical determinant of clinical benefits compared to high-flux hemodialysis (HD). However, translation into consistent clinical practice remains heterogeneous. Therefore, the Italian Society of Nephrology convened an international, multidisciplinary panel to synthesize randomized evidence comparing online post-dilution HDF with high-flux HD in adults receiving maintenance hemodialysis. Methods The critical outcomes included all-cause and cardiovascular mortality, whereas the important outcomes included selected patient-reported health domains, including physical function, patient-perceived cognitive function, pain interference, social participation, and health-related quality of life. The certainty of the evidence was appraised using the GRADE methodology. Structured guidance recommendations and best practice statements were developed through a consensus. Sensitivity analyses were performed to assess the robustness of the observed mortality effect. Results High-volume post-dilution HDF reduces all-cause mortality (hazard ratio 0.84; 95% CI 0 74–0.95; moderate-certainty evidence) and cardiovascular mortality (hazard ratio 0.78, 95% CI 0.64–0.96; moderate-certainty evidence; data from an individual participant data analysis of trials of high volume HDF versus high-flux HD). Emerging evidence suggests slower deterioration in selected patient-reported domains, including physical function, patient-perceived cognitive function, pain interference, and social participation (low-certainty evidence). Safety with on-line post-dilution HDF has been demonstrated to be similar to that of high-flux HD. Conclusions Online post-dilution HDF should be regarded as a dose-dependent therapy. We recommend its use to reduce cardiovascular mortality and suggest high-volume HDF to reduce all-cause mortality and slow deterioration in selected patient-reported health domains. Effective implementation in clinical practice requires a targeted and individualized approach with careful optimization and monitoring of convective volume, along with appropriate treatment time, blood-flow rate, supporting infrastructure, and consideration of patient preferences. This guidance provides evidence-based recommendations and best practice statements for its use.
Prescription Trends for Bipolar Disorder With and Without Comorbid Substance Use and Anxiety Disorders: A Global Bipolar Cohort Collaborative Study
Yocum, Anastasia K. , Aouizerate, Bruno, Aubin, V. , Bellivier, Frank , Belzeaux, Raoul , Berk, Michael , Biernacka, Joanna M. , Budde, Monika , Burdick, Katherine E. , Coombes, Brandon J., Diaz‐Byrd, Claudia , Dubertret, Caroline, Fico, Giovanna, Godin, Ophélia , Gordon‐Smith, Katherine, Januel, Dominique, Lefrère, Antoine , Llorca, Pierre‐Michel, Mwangi, Benson, Olie, Emilie, Overs, Bronwyn J. , Petite, Joanne, Polosan, Mircea , Rey, Romain, Roberts, Gloria, Schwan, Raymund, Serretti, Alessandro , Soares, Jair C., Stross, Tatjana , Walter, Michel, Williams, Lana J., Wu, Mon‐Ju, Young, Allan H. , Zunta‐Soares, Giovana B., Frye, Mark A. , McInnis, Melvin G., Roberts, Gloria , Alda, Martin , Bellivier, F , Belzeaux, Raoul , Berk, Michael , Biernacka, Joanna , Budde, Monika , Burdick, K E , Chang, Yun-Hsuan , Courtet, Philippe , Dalkner, Nina , Etain, B , Fullerton, Janice M , Godin, Ophelia , Haffen, Emmanuel , Keramatian, Kamyar , Leboyer, Marion , Majd, Marzieh , Mitchell, Philip B , Polosan, Mircea , Roux, Paul , Samalin, Ludovic , Serretti, Alessandro , Sperry, Sarah , Strawbridge, Rebecca , Stross, Tatjana , Vieta, E , Williams, Lana J , Yatham, Lakshmi N , Young, Allan H , Yrondi, Antoine , Frye, Mark , Singh, Balwinder , Alda, Martin , Aouizerate, Bruno , Coombes, Brandon J. , Dubertret, Caroline , Étain, Bruno , Fico, Giovanna , Fullerton, Janice M. , Gordon‐Smith, Katherine , Januel, Dominique , Keramatian, Kamyar , Leboyer, Marion , Llorca, Pierre‐Michel , Mwangi, Benson , Olié, Émilie , Rey, Romain , Samalin, Ludovic , Schwan, Raymund , Soares, Jair C. , Sperry, Sarah H. , Strawbridge, Rebecca , Vieta, Eduard , Walter, Michel , Wu, Mon‐Ju , Yatham, Lakshmi N. , Zunta‐Soares, Giovana B. , McInnis, Melvin G. , Singh, Balwinder

Bipolar Disorders | August 11, 2026 | Volume: 28 | Issue: 6 | Pages: No page available

10.1111/bdi.70167 | PMID 42578538 Get It

ABSTRACT Objectives To investigate pharmacological treatment patterns in individuals with bipolar disorder (BD) with and without comorbid substance use disorder (SUD) and anxiety disorder (AX), we leveraged the Global Bipolar Cohort to analyze cross‐regional practices across North America, Europe, and the Pacific. Methods Fourteen cohorts contributed aggregate data on pharmacotherapy, demographics, diagnostic subtypes, and comorbidities. Proportional meta‐analyses using generalized linear mixed models were conducted to examine prescription trends and identify clinical differences. Results The sample ( N = 11,521) was 60% female and 84% Caucasian. Participants were categorized into four mutually exclusive groups based on comorbidity status: those with comorbid AX only, comorbid SUD only, both AX and SUD, or neither. The AX+SUD subgroup showed higher rates of attention‐deficit/hyperactivity disorder (ADHD), post‐traumatic stress disorder (PTSD), rapid cycling, obesity, and unemployment, reflecting a more severe clinical profile. Regional variations were notable: North American cohorts reported higher prevalence of AX and SUD than European and Pacific cohorts. Antidepressants use for AX were more common in Europe and the Pacific, while North American prescribing patterns were more variable. Benzodiazepine use was high among individuals with SUD across all regions. Lithium and first‐generation antipsychotic prescriptions varied, with higher rates observed in Europe. Conclusions Findings underscore the heterogeneity of BD and the influence of comorbid AX and SUD on illness burden and treatment. Regional prescribing variations underscore the need for context‐specific guidelines. Gaps in data on medication‐assisted treatment for SUD point to areas for future research. These insights can support more individualized and effective care for complex BD presentations.
Natural history of Impella 5.5 in patients with cardiogenic shock and small left ventricular cavities
Desai, Aarti, Wlodkowski, Peter, Klingbiel, Rebecca, Alak, Çetin , Ruiz, Jose, Shapiro, Anna, Martin, Archer, Nativi, Jose, Goswami, R., Klingbeil, Rebecca , Mautong, Hans , Klingbeil, R. , Ruiz, Jose , Nativí, Jose

Frontiers in Cardiovascular Medicine | August 5, 2026 | Volume: 13 | Issue: No issue available | Pages: No page available

10.3389/fcvm.2026.1893068 | PMID 42630958 Get It

The Impella 5.5 is an axillary mechanical circulatory support device used in patients with cardiogenic shock, but those with small left ventricular (LV) cavities may be at risk for suction events, hemolysis, malpositioning, hypoperfusion, and LV injury. Informally accepted guidelines, extrapolated from durable LVAD studies, suggest a minimum left ventricular internal dimension in diastole (LVIDd) of 58 mm, with some clinical practices using a more stringent ≤52 mm cutoff. We retrospectively analyzed 154 consecutive patients supported with Impella 5.5 between January 2020 and December 2024. Overall, 38 patients had an LVIDd ≤58 mm, and 116 had an LVIDd >58 mm; a key subgroup of 21 patients presented with a very small LVIDd of ≤52 mm]. Baseline demographics, comorbidities, body mass index, and renal function were similar [across groups], although those with larger LVIDd had lower ejection fractions (16% vs. 24%, p = 0.001). Median support duration was 24 days in all groups, and pre- and post-implant hemodynamic and laboratory improvements were comparable. Rates of transplantation (79% vs. 90%, p = 0.088) and LVAD implantation (2% vs. 6%, p = 0.159) did not differ significantly in the ≤58 mm cohort. Notably, within the ≤52 mm subgroup, 90-day survival remained high at 90.5% ( p = 0.336), with significant improvements in right atrial pressure (17 to 10 mmHg, p = 0.041), mean pulmonary artery pressure (36 to 26 mmHg, p = 0.008), and eGFR (45 to 57 mL/min/1.73m 2 , p = 0.003). Remarkably, native cardiac recovery was observed exclusively in the smaller LV cohorts, occurring in 11% of the ≤58 mm group ( p = 0.003 vs. 0%, p = 0.003) and reaching 19% in the ≤52 mm group (vs. 0% in larger cavities, p < 0.001), while durable LVAD escalation was entirely avoided in the ≤52 mm cohort (0% vs. 6%). Ninety-day event-free survival was excellent across all cohorts 92% vs. 96% in the primary analysis, with no major device-related complications, suction events, clinically significant hemolysis, bleeding, stroke, or escalation to Bi-VAD support. These findings strongly support the safety and feasibility of Impella 5.5 in extremely constrained, small LV cavities.
Comparative analysis of hypoxic burden and conventional OSA metrics for hypertension in railway workers: a cross-sectional study nested within an occupational cohort
Pérez-Chada, Daniel , Arias, Sergio, Schonfeld, Daniel, Etchegoren, Bernardo M., Henríquez-Beltrán, Mario, Schwartz, Alan R., Azarbarzin, Ali, Labarca, Gonzalo , Labarca, Gonzalo , Solomons, Daniel , Arias, Sergio , Schönfeld, Daniel, Etchegoren, Bernardo Martin, Henríquez‐Beltrán, Mario , Schwartz, Alan R., Azarbarzin, Ali

Journal of Occupational & Environmental Medicine | August 4, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1097/jom.0000000000003843 | PMID 42551017 Get It

Objective: To determine whether sleep apnea–specific hypoxic burden (SASHB) is associated with self-reported hypertension beyond conventional obstructive sleep apnea metrics in rail workers. Methods: Cross-sectional study of 84 Argentine rail workers undergoing home sleep apnea testing. Associations between SASHB and hypertension were evaluated using adjusted logistic regression. Drowsy driving was examined as an unadjusted exploratory secondary outcome. Results: Higher SASHB was independently associated with hypertension in the fully adjusted model (OR per SD 2.42; 95% CI 1.24–5.29; p=0.015). Higher SASHB was also associated with more severe self-reported drowsy driving in unadjusted exploratory ordinal analyses (OR per SD 1.78; 95% CI 1.09–3.28; p=0.035). Conclusions: SASHB may provide complementary information beyond conventional OSA metrics for cardiovascular risk assessment in occupational populations.
Successful treatment of nonunion after high tibial osteotomy using combined Extracorporeal Magnetotransduction Therapy (EMTT) and Extracorporeal Shock Wave Therapy (ESWT): a case report
Ringeisen, Martin, Bondi, Elizabeth , Saxena, Amol , Gerdesmeyer, Lennart , Saxena, Amol

Electromagnetic Biology and Medicine | July 29, 2026 | Volume: No volume available | Issue: No issue available | Pages: 1-5

10.1080/15368378.2026.2710706 | PMID 42522707 Get It

Abstract Fri086: CD38 NADase Suppresses Sulfite Oxidase (SUOX) and Activates Reverse Complex V to Promote Metabolic Remodeling in Endothelial Cells (ECs) Under Disturbed Flow
Ko, Kyung Ae , Samanthapudi, Venkata Subrahman K, Hoang, Oanh, Mejia, Gilbert F. , Rivera, Luis Antonio, KIM, JUNG HYUN, Ostos-Mendoza, Kelia, Deswal, Anita, Pathania, Rajneesh , Morrell, Craig, Chini, Eduardo N. , Martin, James, Hamilton, Dale, Seeley, Erin, Burks, Jared, Brookes, Paul, LE, NHAT TU, Abe, Junichi, Kotla, Sivareddy , Lee, Jonghae , Chen, Weiqing , Hoang, O.N. , Zhang, Aijun , Imanishi, Masaki , Mendoza, Keila Carolina Ostos , Morrell, Craig , Shen, Ying , Hamilton, Dale J. , Burks, Jared K , Wang, Guangyu

Arteriosclerosis, Thrombosis, and Vascular Biology | July 28, 2026 | Volume: 46 | Issue: Suppl_1 | Pages: No page available

10.1161/atvb.46.suppl_1.fri086 Get It

Introduction: Atherosclerotic lesions preferentially form in arterial regions exposed to disturbed flow (DF), where ECs exhibit mitochondrial (mt) dysfunction, metabolic reprogramming, and senescence. Hippo pathway kinases LATS1/2 maintain EC homeostasis, but how DF–mediated LATS1/2 suppression drives EC metabolic remodeling remains unclear. Hypothesis: We propose that DF activates CD38, leading to mt dysfunction and metabolic reprogramming that promotes EC senescence and aberrant proliferation by LATS1/2 inhibition. Methods: EC-specific Lats1/2 knockout mice were generated using tamoxifen-inducible Cre systems, and DF was induced by partial carotid ligation. Murine and human plaques were analyzed using COMET™ immunofluorescence, and spatial metabolomics. Bioenergetic profiling included Seahorse XF analysis, 13 C-glucose/ 13 C-glutamine tracing, and pharmacologic modulation of CD38, mtROS, and ATP synthase. Results: Complete Lats1/2 deletion caused fatal edema and vascular leakage, while partial loss produced fragile, highly neovascularized plaques. Spatial proteomics revealed a CD38-driven senescence-associated stemness (SAS) phenotype under LATS1/2 deficiency. Metabolomics showed sulfite and taurine accumulation, consistent with SUOX deficiency. Mechanistically, CD38 suppressed SUOX, induced Complex V reverse-mode , increased succinate flux, and accelerated ATP consumption. Despite ATP depletion, glutamate metabolism and TCA cycle flux were enhanced, sustaining EC proliferation under energetic stress. LATS1/2 knockdown reduced mt respiratory capacity (lower OCR peak) without significantly increasing glycolysis, and DF suppressed both OCR and ECAR, indicating impaired energy metabolism under pathological shear stress. CD38 inhibition restored mt respiration and glycolytic capacity by preserving NAD, and rescuing LATS1/2 and DF-mediated defects. Blocking reverse-mode Complex V reduced DF- and LATS1/2-dependent EC senescence and proliferation. Conclusion: Complete LATS1/2 deletion causes fatal vascular leakage, while partial loss drives plaque formation with fragile neovessels through a CD38-dependent SAS phenotype. CD38 suppresses SUOX, induces Complex V reverse-mode , increases succinate flux, and accelerates ATP consumption, enabling EC proliferation despite energy stress. DF and LATS1/2 loss impair mt and glycolytic function, whereas CD38 inhibition restores mt respiration and reduces EC senescence and proliferation to prevent atherothrombosis in DF regions.
Psychological symptoms during perimenopause: a global perspective
Hedges, Mary S. , Martin, Yella , Castaneda, Regina , Karam, Jana , Zhaunova, Liudmila , Faubion, Stephanie S. , Shufelt, Chrisandra , Cunningham, Adam C , Hewings-Martin, Yella , Castaneda, Regina , Karam, Jana , Zhaunova, Liudmila , Faubion, Stephanie S , Shufelt, Chrisandra L , Hedges, Mary S , Cunningham, Adam

Menopause | July 28, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1097/gme.0000000000002872 | PMID 42517353 Get It

Objectives: Psychological health changes are known to occur during perimenopause, but the extent to which these differ from premenopause remains unclear. This study aimed to assess psychological symptoms during perimenopause compared with premenopause and evaluate differences by country. Methods: Flo app users aged 35 years or above not taking hormonal contraception or hormone therapy were included. The psychological domain of the Menopause Rating Scale (range 0-16) and symptoms within this domain of depressive mood, irritability, anxiety, and exhaustion (range 0-4 each) were evaluated. Participants in perimenopause were compared with those in premenopause (self-reported not in perimenopause or postmenopause). Results: A total of 7,975 women were included, with 2,353 in perimenopause (mean age 45 years [SD±4.5]) and 5,622 in premenopause (39 y [SD±4.0]). Psychological Menopause Rating Scale scores in the perimenopause group were significantly higher (7.3 [SD±3.56]) than in the premenopause group (4.8 [SD±3.56]; P <0.001). The individual symptoms of depressive mood, irritability, anxiety, and exhaustion were also higher in the perimenopause group ( P <0.001, for all respectively), with the largest difference being exhaustion. These findings remained after adjusting for known confounders, including an existing diagnosis of anxiety or depression. Geographic analysis included 20 countries across 6 continents, with significant differences identified between countries for the overall psychological symptom domain score and all individual symptoms. Conclusion: Significantly greater psychological symptom burden was identified in the perimenopause group compared with the premenopause group, with the greatest difference noted for the individual symptom of exhaustion. Differences in symptom burden were also identified by country.
An explainable transformer model learning from entire treatment timelines for pan-cancer risk profiling across healthcare systems
Keyl, Philipp , Kiermeyer, Niklas , Bosserhoff, Jonah, Lenfers, Tim , Niederhauser, Thibault , Fan, Bowen , Schnake, Thomas , Aubele, Fabio, Kuss, Solveig, Jurmeister, Philipp, Kim, Moon, Bauer, Sebastian , Bechrakis, Nikolaos, Forsting, Michael, Fuehrer-Sakel, Dagmar, Glas, Martin , Gruenwald, Viktor, Hadaschik, Boris, Herrmann, Ken, Kasper, Stefan, Kimmig, Rainer, Lang, Stephan, Pretzell, Ina , Rassaf, Tienush, Roesch, Alexander , Sure, Ulrich, Wichert, Marc, Unger, K, Behr, Juergen, Teupser, Daniel, Stief, Christian G., Mayerle, J, Tufman, Amanda, Ricke, Jens , Lindner, Lars H., Priglinger, Siegfried, Hoeglinger, Guenter, Mahner, Sven, Canis, Martin , Heinzerling, Lucie, Spitzweg, Christine , Tasdogan, Alpaslan , Totzeck, Matthias , Welt, Anja , Wiesweg, Marcel, Westphalen, C. Benedikt, Thasler, Reinhard, Albashiti, Fady , Montavon, Grégoire , Miglino, Nicola, Bergwelt‐Baildon, Michael von , Heinemann, Volker , Belka, Claus , Hartmann, Sylvia, Wicki, A., Nensa, Felix, Teupser, Daniel , Mueller, Klaus-Robert, Kleesiek, Jens , Wicki, Andreas , Wicki, Andreas , Bauer, Sebastian , Bosserhoff, Jonah, Schallenberg, Simon , Aubele, Fabio Paul , Kuss, Solveig , Idaji, Mina Jamshidi , Bechrakis, Nikolaos Emmanouel , Forsting, Michael, Hadaschik, Boris Alexander , Lang, Stephan , Rassaf, Tienush , Siveke, Jens , Guberina, Maja , Sure, Ulrich, Wichert, Marc, Ingrisch, Michael , Behr, Juergen, Mayerle, Julia V. , Harbeck, Nadia , Tufman, Amanda , Lindner, Lars Hartwin , Höglinger, Günter U. , Wiesweg, Marcel , Westphalen, C. Benedikt , Thasler, Reinhard, Miglino, Nicola, Balázs, Zsolt , Hartmann, Sylvia , Nensa, Felix , Schadendorf, Dirk , Schüler, Martin , Klauschen, Frederick , Keyl, Julius

No container title available | July 27, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.07.24.26358838 Get It

Abstract Cancer outcomes vary widely between individual patients, each accumulating an irregular record of treatments, diagnoses, measurements, and complications. Current prognostic models reduce this complexity into a single snapshot, focus on narrow clinical settings, and rarely generalize across hospitals. Here we introduce Chronicle , an explainable transformer that learns from entire patient trajectories to predict diverse clinical outcomes throughout the disease course while capturing both short- and long-term temporal dependencies. Trained on 53.7 million longitudinal data points from 51,711 patients spanning 67 cancer types, Chronicle operates natively on irregular data without imputation and jointly predicts eight endpoints within a flexible framework adaptable to additional outcomes. Chronicle outperformed cross-sectional models for overall survival prediction (C-index 0.84 vs 0.76-0.79), stratified patients more accurately than established prognostic systems, including TNM stage, and predicted seven adverse event and transfusion endpoints (AUC 0.80-0.92). Applied without retraining to 69,341 patients in Germany, Switzerland, and the United States, Chronicle generalized across healthcare systems and improved further with local fine-tuning. Integrated explainability traced each risk update to patient-specific clinical factors, revealing distinct temporal persistence of prognostic information, with relevance half-lives ranging from weeks for therapies to nearly one year for baseline characteristics. These findings demonstrate that learning from hospital-wide patient trajectories enables interpretable and continuously updated predictions, providing a scalable framework to support individualized treatment decisions.