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Abstract RF6-04: Associations Between Cardiac Radiation Dose Volume Metrics and Cardiac Specific Health Related Quality of Life for Patients with Breast Cancer Randomized to Proton versus Photon Radiation on the RadComp Trial
Wright, J. L., Ko, Kyunga , Kenworthy, Walter, Bosch, W., Braunstein, L., Freedman, G., Gillespie, E. F., Jimenez, R., Pugh, S., Lu, H., Pankuch, M., Remmes, N., Straube, W., Zou, Wei-Liang, Fang, L., MacDonald, S., Kim, J., Thukral, A., Taghian, A. G., Mutter, Robert W. , Croog, V., Boggs, Drexell H. , Urbanic, James J., Ohri, N., Chawla, Ashish, Meier, T., Rosen, L.R., Fegundes, M., Cahlon, O., Hoffman, K., Ferriozzi, A., Bekelman, J., Lin, A., Ky, B., Bosch, Walter , Braunstein, L.Z., Gillespie, E.F., Pankuch, Mark , Berlin, Eva , Taunk, Neil Kanth , Mishra, Mark V. , Croog, Victoria J., Ohri, Nisha , Hoffman, Karen E., Feriozzi, Ashley, Bekelman, Justin E. , Ky, Bonnie

Clinical Cancer Research | February 17, 2026 | Volume: 32 | Issue: 4_Supplement | Pages: RF6-04-RF6-04

10.1158/1557-3265.sabcs25-rf6-04 Get It

Abstract Objectives: In the RadComp randomized trial, we compared radiation dose to cardiac substructures in patients treated with proton versus photon radiation therapy (RT) ; evaluated changes in cardiac-specific health-related quality of life (HRQOL) outcomes from baseline to 6 months following RT; and determined associations between radiation dose volume histogram (DVH) parameters and changes in cardiac-specific HRQOL. Methods: The study cohort included patients with locally advanced breast cancer enrolled on RadComp who completed treatment per protocol, had available radiation DVH metrics for all cardiac substructures, and completed both the baseline and at least one follow-up cardiac-specific HRQOL over the 6 months post-RT. Cardiac-specific HRQOL measures included PROMIS fatigue, PRO-CTCAE shortness of breath (SOB) (severity and interference with daily activities), and PRO-CTCAE chest pain, chest tightness, and angina (frequency, severity, and interference). Detailed dose volume histograms (DVH) for cardiac substructures included the whole heart, left ventricle (LV), right ventricle (RV), left atrium (LA), right atrium (RA), and left anterior descending artery (LAD) were derived. The Wilcoxon rank-sum test was used to compare dose distributions between photon and proton RT. Associations between DVH metrics and HRQOL outcomes were evaluated using repeated-measures linear regression via generalized estimating equations with an independent working correlation structure. All models were adjusted for RT type, age, cardiovascular risk factors, surgery type, laterality, ethnicity, education, timepoint, and race. Additional stratified analyses was performed according to laterality (right versus left + bilateral). Results: Across 1160 RadComp participants, RT exposure to cardiac substructures differed significantly between proton and photon RT and by laterality. Median mean heart dose was lower with protons, 0.9 Gy (Q1, Q3 0.49, 1.46), compared to photons 2.83 Gy (Q1, Q3 1.49, 4.52) (p< 0.001), and lower for right-sided disease, 0.91 Gy (Q1, Q3 0.44, 1.55), compared to left and bilateral 1.99 Gy (Q1, Q3 1.11, 3.63) (p<0.001). Similarly, for the LAD, LA, LV, and RA, mean proton dose was significantly lower (p<0.001). However, for the whole heart, RA, and RV, maximum doses to small-volume parameters and dose to 0.03cc were higher with proton RT. PRO-CTCAE measures of HRQOL were generally favorable at all timepoints across all participants, and grade ≥3 toxicity was rare (≤5.5%) for all measures. The PROMIS Fatigue T-Score increased from baseline (median 49 [Q1, Q3 46, 57]) to end of RT (55 [Q1, Q3 49, 63]), and returned to baseline levels at 6 months (p<0.001). While there were no significant differences in PRO-CTCAE SOB severity (p=0.24) and interference (p=0.11) over time, PRO-CTCAE chest pain worsened compared to pre-RT with respect to frequency (p<0.001), severity (p<0.001), and interference (p=0.008). However, the absolute changes were small. No DVH metrics were significantly associated with any cardiac-specific HRQOL outcomes. Stratification by laterality yielded similar results. Conclusions: Proton RT generally conferred significantly lower doses to the heart and cardiac substructures compared to photon RT. HRQOL outcomes were favorable across all participants, with fatigue returning to baseline, no change in SOB parameters, and a slight worsening of chest pain outcomes over 6 months following RT. Cardiac-specific HRQOLs appear not to be significantly affected by RT dose to cardiac substructures within the first 6 months post-RT. Other organs at risk that could also impact cardiac HRQOL endpoints, longer follow-up, and major cardiac events will be evaluated in future analyses. Citation Format: J. L. Wright, K. Ko, W. Kenworthy, W. Bosch, L. Braunstein, G. Freedman, E. Gillespie, R. Jimenez, S. Pugh, H. Lu, M. Pankuch, N. Remmes, W. Straube, W. Zou, E. Berlin, L. Fang, S. MacDonald, N. Taunk, J. Kim, A. Thukral, A. Taghian, M. Mishra, R. Mutter, V. Croog, D. Boggs, J. Urbanic, N. Ohri, A. Chawla, T. Meier, L. Rosen, M. Fegundes, O. Cahlon, K. Hoffman, A. Ferriozzi, J. Bekelman, A. Lin, B. Ky. Associations Between Cardiac Radiation Dose Volume Metrics and Cardiac Specific Health Related Quality of Life for Patients with Breast Cancer Randomized to Proton versus Photon Radiation on the RadComp Trial [abstract]. In: Proceedings of the San Antonio Breast Cancer Symposium 2025; 2025 Dec 9-12; San Antonio, TX. Philadelphia (PA): AACR; Clin Cancer Res 2026;32(4 Suppl):Abstract nr RF6-04.
Hodgkin Lymphoma, Version 1.2026, NCCN Clinical Practice Guidelines In Oncology
Advani, Ranjana H., Kelsey, C., Armand, Philippe, Bello, Celeste, Benitez, Cecil M. , Chen, Weina , Cherian, Sheen , Czader, Magdalena , Dabaja, Bouthaina, Daly, Megan E., Gordon, L. I., Hansen, Neil, Herrera, Alex F. , Hochberg, Ephraim P. , Hoppe, Richard T., Isufi, Iris, Johnston, Patrick B., Kelly, Kara M, Kenkre, Vaishalee P. , Lynch, R., Morgan, David, Rabinovitch, R., Salavati, Ali, Sano, Dahlia , Svoboda, J., Yahalom, Joachim, Yang, Joanna C. , Stehman, Katie, Advani, Ranjana H. , Hoppe, Richard T. , Advani, Ranjana H , Hoppe, Richard T , Kelsey, Chris R. , Armand, Philippe , Bond, David A. , Dabaja, Bouthaina, Daly, Megan, Frosch, Zachary AK , Hansen, Neil, Johnston, Patrick B, Kelly, Kara M , Kline, Justin Paul , McConathy, Jonathan , Niu, Alex , Paul, Suman , Rabinovitch, Rachel , Salavati, Ali , Shah, Harsh , Spinner, Michael A. , Svoboda, Jakub , Winter, Jane N. , Yahalom, Joachim , Montgomery, Sarah E.

Journal of the National Comprehensive Cancer Network | February 9, 2026 | Volume: 24 | Issue: 2 | Pages: 41-60

10.6004/jnccn.2026.0006 | PMID 41671432 Get It

The NCCN Clinical Practice Guidelines in Oncology (NCCN Guidelines) for Hodgkin lymphoma provide expert, multidisciplinary recommendations for the diagnosis and treatment of Hodgkin lymphoma. The panel convenes annually to update recommendations based on a review of recently published clinical trials. This selection from the NCCN Guidelines for Hodgkin Lymphoma focuses on the management of newly diagnosed and relapsed/refractory classic Hodgkin lymphoma in adults aged 18 to 60 years.
Abstract A029: Diagnostic Yield of Cardiac CT to Detect Cardiac Thrombi in Acute Ischemic Stroke: an Individual Patient Data Meta-Analysis.
Nio, Shan Sui , Green, Daniel B. , Berry, Alexander , Rinkel, Leon A, Planken, R. Nils, Randen, Adriënne van , Hilt, Mirre , Ruhe, Deborah, Bouma, B., Boekholdt, S, Chew, Beng Lim Alvin , Fridgant, Joshua, ROMO, LUIS MENA, Guo, Shuyu, Winders, Joel, Senadeera, Sajith C. , Lim, Anthony , Fink, John , Leung, Melissa , Parsons, Mark, Spratt, N., Garcia-Esperon, Carlos, Wu, Teddy, Coutinho, Jonathan M. , Green, Daniel, Rinkel, Leon A. , Beemsterboer, Chiel F.P. , Hasnain, Md Golam , Planken, R. Nils , Boekholdt, S. Matthijs , Romo, Luis Mena, Kim, Dong Hyun , Alamri, Yassar , Lim, Anthony T , Leung, Melissa , Cordato, Dennis , Spratt, Neil J , Garcia-Esperon, Carlos , Wu, Teddy Y

Stroke | January 29, 2026 | Volume: 57 | Issue: Suppl_1 | Pages: No page available

10.1161/str.57.suppl_1.a029 Get It

Background: Cardiac CT acquired during the acute stroke imaging protocol is an emerging diagnostic modality to detect cardiac thrombi. We aimed to determine its diagnostic yield in a large, international, multicenter study. Methods: We performed an individual patient data meta-analysis by pooling prospective and retrospective observational data of patients with acute ischemic stroke (AIS) who underwent cardiac CT (ECG-gated or non-ECG-gated) as part of the acute imaging protocol between May 2018 and June 2024. We excluded patients with a TIA or stroke mimic. The primary outcome was the proportion of patients with a cardiac thrombus detected on cardiac CT. Secondary outcomes were additional scan time and radiation dose, comparison of yield with echocardiography, and 90-day mortality and recurrent ischemic stroke rates. Results: We included 3940 patients from 4 hospitals (median age 74 [IQR 63-82], 58.0% male, median NIHSS 6 [IQR 3-12], median time onset to hospital arrival 100 minutes [IQR 62-185]). Atrial fibrillation at baseline was present in 23.1% patients, and 29.6% had a large vessel occlusion. Cardiac CT was non-diagnostic in 17 (0.4%) patients. In total, cardiac CT detected 254 cardiac thrombi in 243/3923 (6.2%) patients. Thrombi were located in the left atrial appendage (n=193), left atrium (n=19), and left ventricle (n=42). Of 95/243 (39.1%) patients with a cardiac thrombus that underwent echocardiography (median interval cardiac CT-echocardiography: 2 days), transthoracic echocardiography detected a thrombus in 18/92 (19.6%) patients and transesophageal echocardiography in 2/5 (40.0%) patients. The diagnostic yield in patients that underwent both modalities was higher for cardiac CT (OR 7.5 [CI 4.0-15.3], p<0.001). Median additional scan time was 6 minutes (IQR 5-7) for ECG-gated and 17 seconds (IQR 15-63) for non-ECG-gated cardiac CT. Median additional radiation dose was 5.4mSv (IQR 3.0-7.6). Patients with a cardiac thrombus on cardiac CT had higher 90-day mortality than those without a thrombus (33.3% vs 14.6%, p<0.001). We found no difference in 90-day recurrent stroke rate (5.4% vs 4.4%, p=0.50). Conclusion: Routine cardiac CT performed during the acute stroke imaging protocol detects a cardiac thrombus in 1 out of 16 patients with AIS, with a 7-times higher yield than routine echocardiography. Mortality rate was doubled in patients with a cardiac thrombus, but 90-day stroke recurrence risk did not differ.
Abstract DP126: ECG-gated versus non-ECG-gated cardiac CT protocols for cardiac thrombus detection in acute ischemic stroke.
ROMO, LUIS MENA, Nio, Shan Sui , Berry, Alexander , Spratt, N., Green, Daniel, Hasnain, Md, Chew, Beng Lim Alvin , Fridgant, Joshua, Rinkel, Leon A, Beemsterboer, Chiel, Planken, R. Nils, Randen, Adriënne van , Hilt, Mirre, Ruhe, Deborah, Bouma, B., Boekholdt, S, Kim, Dong Hyun, Guo, Shuyu, Winders, Joel, Senadeera, Sajith C. , Lim, Anthony , Fink, John , Leung, Melissa, Parsons, Mark, Wu, Teddy, Coutinho, Jonathan, Garcia-Esperon, Carlos, Romo, Luis Mena, Spratt, Neil J , Hasnain, Md Golam , Rinkel, Leon A. , Beemsterboer, Chiel F.P. , Planken, R. Nils , Hilt, Mirre , Boekholdt, S. Matthijs , Alamri, Yassar , Lim, Anthony T , Cordato, Dennis , Parsons, Mark W , Wu, Teddy Y , Garcia-Esperon, Carlos

Stroke | January 29, 2026 | Volume: 57 | Issue: Suppl_1 | Pages: No page available

10.1161/str.57.suppl_1.dp126 Get It

Background: The rate of intracardiac thrombus detection in the hyperacute phase of stroke varies from 5% to 12% between studies. Our aim was to compare the thrombus detection rate between ECG-gated and non-ECG-gated cardiac CT protocols in acute stroke patients, using data from a large, international, multicentre registry. Methods: We conducted an individual patient data meta-analysis by pooling prospective and retrospective observational data from stroke patients assessed at four comprehensive stroke centres who underwent either ECG-gated or non-ECG-gated cardiac CT (extended CT angiography or two-phase non-ECG-gated cardiac CT) as part of the acute stroke imaging protocol between May 2018 and June 2024. The primary outcome was the proportion of patients with a cardiac thrombus in gated vs non gated techniques. Results: Of 3,940 patients, 1,474 (37.4%) underwent ECG-gated and 2,466 (62.6%) non-ECG-gated cardiac CT. Patients in the ECG-gated group were younger (median age 72 [IQR 62–81] vs. 74 [IQR 64–82] years, p = 0.000) and had a lower NIHSS at baseline (median 5 [IQR 2–12] vs. 6 [IQR 3–13], p < 0.00). There was a higher rate of thrombus detection with ECG-gated CT compared to non-gated CT (7.5% vs. 5.5%, p = 0.011. The association remained significant after adjusting for age, sex, baseline NIHSS score, and baseline atrial fibrillation (adjusted OR 1.87, 95% CI 1.42–2.47, p = 0.000). ECG-gated CT was associated with lower radiation dose (3.6 vs. 6.3 mSv, p = 0.000) but longer acquisition time (5.8 vs. 0.28 min, p = 0.000). Conclusion: ECG-gated cardiac CT has a higher detection rate for intracardiac thrombus detection compared to non-ECG-gated CT in patients with acute ischemic stroke.
310. Antibiotic Duration and Risk of Treatment Failure in Acute Postoperative Spinal Implant Infections: A Multicenter Retrospective Cohort Study
Nelson, Sandra B. , Corvino, Daniela F de Lima, Ritter, Alaina, Aronson, Jenny R, Furukawa, Daisuke, Abdalla, Tarek, Fleece, Molly , Gottfried, Oren N., Green, Cindy, Tobert, Daniel G , Seidelman, Jessica, Tai, Don Bambino Geno , Poehlein, Emily , O'Neil, J , Ritter, Alaina S , Certain, Laura , Tatara, Alexander M , Tande, Aaron J. , Furukawa, Daisuke , Erickson, Melissa, Seidelman, Jessica

Open Forum Infectious Diseases | January 12, 2026 | Volume: 13 | Issue: Supplement_1 | Pages: No page available

10.1093/ofid/ofaf695.106 Get It

Abstract Background Spinal implant infections (SII) are serious complications following instrumented spinal fusion. Debridement with implant retention requires antibiotic therapy, yet the optimal duration remains unclear. We assessed whether longer antibiotic duration is associated with reduced risk of treatment failure. Methods We conducted a multicenter retrospective cohort study of adult patients diagnosed with acute postoperative SII (≤90 days from index surgery) between January 1, 2017, and December 31, 2022. All patients underwent debridement with implant retention. Treatment failure was defined as unplanned reoperation, clinical recurrence, or infection-related death. A Cox proportional hazards model assessed whether being on antibiotics was protective, treating antibiotic use as a time-dependent covariate, adjusting for relevant clinical variables, and including death not attributable to infection as a competing event. A second Cox model evaluated whether shorter antibiotic duration was associated with increased risk of failure with landmark analysis at six weeks. Results There were 531 patients included in the study. Patient demographics are described in Table 1. During a median follow-up of 1,168 days (IQR 576-1,817), 151 patients experienced treatment failure. There was a non-significant trend toward decreased hazard of failure while on antibiotics (HR 0.70; 95% CI 0.46–1.05; p=0.087). Among 363 patients without early failure, 60 (16.5%) received ≤6 weeks of antibiotics and 303 (83.5%) received &gt;6 weeks. Longer antibiotic duration was not associated with a differential risk of failure (HR 0.75, 95% CI 0.43–1.33; p=0.34). Conclusion Continuing antibiotic therapy after debridement and implant retention may help reduce the risk of treatment failure in SII. However, it remains unclear whether extending antibiotic treatment beyond a certain duration continues to offer additional benefits. Prospective studies are needed to better define the optimal duration and approach to antibiotic therapy in these scenarios. Disclosures Sandra B. Nelson, MD, UpToDate Wolters Kluwer Health: Author, Editor
Multiple Myeloma, Version 5.2026, NCCN Clinical Practice Guidelines In Oncology
Kumar, Shaji K., Adekola, Kehinde , Anderson, Larry , Costello, C. L., D’Angelo, Christopher R. , Elsedawy, Noura, Godara, Amandeep , Godby, Kelly, Hillengass, J, Holmberg, Leona, Htut, Myo , Huff, Carol Ann , Hultcrantz, Malin , Kang, Yubin , Larson, Sarah, Lee, Hans Chulhee, Liedtke, Michaela , Martin, Thomas, Omel, James, Robinson, Timothy J., Rosenberg, Aaron, Sherbenou, Daniel, Suvannasankha, Attaya, Valent, Jason , Varshavsky‐Yanovsky, Asya, Ye, J Christine, Kovach, Emily, Kumar, Rashmi , Kumar, Shaji , Callander, Natalie S. , Baljević, Muhamed , Baz, Rachid , Campagnaro, Erica , Costello, Caitlin , Derman, Benjamin A. , Devarakonda, Srinivas , Hillengass, Jens, Holmberg, Leona , Kang, Yubin , Larson, Sarah, Lee, Hans C. , Rosenberg, Aaron , Sarosiek, Shayna , Schroeder, Mark A. , Sherbenou, Daniel W , Suvannasankha, Attaya , Valent, Jason Neil , Vogl, Dan T. , Kovách, E

Journal of the National Comprehensive Cancer Network | January 8, 2026 | Volume: 24 | Issue: 1 | Pages: No page available

10.6004/jnccn.2026.0001 | PMID 41671464 Get It

The treatment landscape for multiple myeloma (MM) is evolving rapidly and includes several new options. The management must be tailored to the individual. The NCCN Guidelines for MM provide a framework to base decisions regarding diagnosis, workup, treatment, and follow-up of both newly diagnosed and previously treated relapsed/refractory MM. This manuscript outlines the recommendations from NCCN Guidelines for MM specific to newly diagnosed MM (NDMM).
Placental hypoxia and oxidative stress responses to smokeless tobacco use in Alaska Native participants in the MAW study
Kennedy, Katherine M. , Wallace, Jessica G. , Thomas, Timothy K., Murphy, Neil J. , Hughes, Christine A. , Holloway, Alison C. , Sloboda, Deborah M. , Patten, Christi A. , Holloway, Alison C , Koller, Kathryn R. , Flanagan, Christie A.

Canadian Journal of Physiology and Pharmacology | January 7, 2026 | Volume: 104 | Issue: No issue available | Pages: 1-7

10.1139/cjpp-2025-0271 | PMID 41499767 Get It

Cigarette smoking is associated with numerous adverse pregnancy outcomes, due in part to polycyclic aromatic hydrocarbons and free radicals produced by combustion. Less is known about the impact of smokeless tobacco (ST) use during pregnancy. Alaska Native women report higher rates of cigarette and ST use during pregnancy than non-Native women. We investigated oxidative stress and hypoxia pathways in term placentae from Alaska Native women who did (commercial or iqmik; n = 10) or did not ( n = 18) use ST during pregnancy. Despite substantial maternal exposure to nicotine, placentae of women who used ST had similar mRNA levels of antioxidant enzymes and markers of hypoxia compared to those who did not use tobacco. Although mRNA levels of angiogenesis markers vegf and vegfr2 were similar between groups, vegfr1 mRNA levels are increased in placentae of women using ST compared to women who did not use tobacco. Together these results suggest that, while ST use may not have as significant an effect on oxidative stress pathways in the placenta as cigarette smoking, an effect is present. It is not clear what this limited effect may have on the developing fetus.
Exercise recommendations for older adults living with and beyond cancer: A consensus statement by the Advancing Capacity to Integrate Exercise Into the Care of Older Cancer Survivors expert panel
Winters‐Stone, Kerri M. , Meyers, G., Cheville, Andrea , Garcia, José M. , Mohile, Supriya G. , Mustian, Karen, Neil‐Sztramko, Sarah, Schwartz, Anna L. , Sitemba, Jessica, Smith, Robert, Campbell, K., Mustian, Karen M. , Neil‐Sztramko, Sarah , Cheville, Andrea L , McNeely, Margaret L , Neil-Sztramko, Sarah , Schmitz, Kathryn H , Campbell, Kristin L , Winters-Stone, Kerri M , Garcia, Jose M , Eckstrom, Elizabeth , Rogers, Laura Q. , Schmitz, Kathryn H.

Cancer | January 7, 2026 | Volume: 132 | Issue: 2 | Pages: No page available

10.1002/cncr.70252 | PMID 41499155 Get It

Abstract Background The number of cancer survivors aged older than 65 years is rising rapidly. Current evidence‐based exercise guidelines lack specific guidance for older cancer survivors as a result of insufficient evidence. An expert panel was convened to develop consensus‐based recommendations for exercise in older cancer survivors. Methods The development of recommendations was guided by the Grading of Recommendations Assessment, Development, and Evaluation Evidence‐to‐Decision framework for good practice statements. The panel drew from the available literature, a Delphi survey of exercise and health professionals, other exercise guidelines, clinical and research expertise, and interest‐holder input provided by a community advisory board of older cancer survivors and caregivers ( n = 11). Recommendations had to be deemed accessible (i.e., no added barriers) to older cancer survivors and feasible to implement. The panel voted on the strength of the recommendation for or against each statement, with consensus set at 85% agreement. Results Consensus was reached on 11 recommendations covering the following areas: medical evaluation/clearance for exercise, pre‐exercise assessment, exercise prescription, exercise tolerance and safety, exercise delivery, and behavioral support. The recommendations aimed to promote engagement in and uptake of appropriately prescribed exercise programming by older cancer survivors, while keeping barriers and risks as low as possible. Conclusions Older cancer survivors can benefit from appropriately prescribed exercise, which should be an essential component of their cancer care. Exercise and health professionals need to consider the unique needs of older cancer survivors to ensure that exercise is safe and effective for this population, while also reducing barriers to reach as many people as possible.
Artificial intelligence for aortic valve calcium score quantification by echocardiography
López-Gutiérrez, Pere , Morales-Galán, Alberto, Galián-Gay, Laura , Dux-Santoy, Lydia, Craig, Neil, Ye, Z, Bermejo, Javier , Calvo, Francisco , Ferrer, Elena, Carmona, J. Medina , Saura, Daniel, Foley, Thomas A. , Ferreira-González, Ignacio, Dweck, Marc R, Evangelista, Arturo , Teixido-Tura, Gisela , Rodriguez-Palomares, José Fernando, Guala, Andrea, Bermejo, Javier , Craig, Neil , Craig, Neil J , Garrido, J. Aparicio , Dux‐Santoy, Lydia , Alegret, Josep Maria , Ferrer‐Sistach, Elena , Méndez, Irene , Carmona, Juan M. Robledo , Sanchez, Violeta M. , Sevilla, Teresa , Cuéllar, Hug , Ferreira‐González, Ignacio , Michelena, Héctor I. , Dweck, Marc Richard , Guala, Andrea

No container title available | January 1, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2025.12.26.25343075 Get It

Abstract Background Aortic valve calcification (AVC), as measured by gold-standard computed tomography (CT) Agatston score, provides an anatomic assessment of aortic stenosis (AS) severity and is a key predictor of AS progression and need for valve replacement. AVC detection and quantification from transthoracic echocardiography (TTE) could expand AS early diagnosis and risk stratification, currently limited by CT availability and radiation exposure. Methods A multi-view video-based deep learning framework was developed using 1166 TTE aortic valve videos from 187 TTE studies acquired in 110 patients with available AVC score by CT. EchoAVC architecture includes a feature extraction model followed by a quality-aware model that aggregates video-level information to obtain patient-level predictions for AVC detection and quantification (score). The framework was validated internally with 173 TTE studies from 86 patients across seven centres, and externally using 430 TTE studies from 280 patients across four different centres. The associations between EchoAVC estimations and AS severity, progression, and need for aortic valve replacement were examined. Results EchoAVC demonstrated excellent performance in AVC detection (AUROC 0.98, accuracy 94.4%), and quantification (R = 0.64) in the external multi-centre testing set. EchoAVC score was correlated with echocardiographic AS severity descriptors, including aortic valve mean pressure gradient (ρ = 0.749) and peak velocity (ρ = 0.757), and predicted future increase in mean pressure gradient (ρ = 0.382), peak velocity (ρ = 0.433) and calcium score by CT (ρ = 0.650). In 361 patients followed for a median of 3.8 years, 139 underwent aortic valve replacement. Baseline presence and extent of AVC as predicted by EchoAVC showed strong risk-stratification power for aortic valve replacement, remarkably in line with those obtained by CT, and incremental over TTE AS descriptors. EchoAVC was further tested in routine clinical practice images, confirming strong associations with AS severity and progression, including stratification for incident AS in previously unaffected individuals (p<0.001). Conclusions EchoAVC enables accurate and non-invasive detection and quantification of AVC, offering substantial diagnostic and prognostic value for aortic stenosis progression and need for valve replacement. This technique holds promise as a scalable tool for early detection and clinical management of aortic valve stenosis. Clinical Perspective What Is New? * Aortic valve calcification can be detected and quantified on standard, two-dimensional transthoracic echocardiography * EchoAVC score is associated with echocardiographic metrics of aortic stenosis severity * EchoAVC predicts progressive increase in aortic stenosis severity and need for aortic valve replacement What Are the Clinical Implications? * This openly available deep learning framework can be used to estimate aortic valve calcium in patients at risk of or presenting aortic stenosis to predict aortic stenosis progression * EchoAVC may help identify patients likely to have high aortic valve calcium and prioritize them for confirmatory CT assessment, thereby supporting earlier identification of calcific aortic valve disease in clinical pathways.