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Predictive Value of Deep Learning-derived CT Pectoralis Muscle and Adipose Measurements for Incident Heart Failure: Multi-Ethnic Study of Atherosclerosis
Hathaway, Quincy; Ibad, Hamza Ahmed; Bluemke, David A; Pishgar, Farhad; Kasaiean, Arta; Klein, Joshua G; Cogswell, Rebecca; Allison, Matthew; Budoff, Matthew J; Barr, R Graham; Post, Wendy; Bredella, Miriam A; Lima, João A C; Demehri, Shadpour
PURPOSE/UNASSIGNED:To develop a deep learning algorithm capable of extracting pectoralis muscle and adipose measurements and to longitudinally investigate associations between these measurements and incident heart failure (HF) in participants from the Multi-Ethnic Study of Atherosclerosis (MESA). MATERIALS AND METHODS/UNASSIGNED:MESA is a prospective study of subclinical cardiovascular disease characteristics and risk factors for progression to clinically overt disease approved by institutional review boards of six participating centers (ClinicalTrials.gov identifier: NCT00005487). All participants with adequate imaging and clinical data from the fifth examination of MESA were included in this study. Hence, in this secondary analysis, manual segmentations of 600 chest CT examinations (between the years 2010 and 2012) were used to train and validate a convolutional neural network, which subsequently extracted pectoralis muscle and adipose (intermuscular adipose tissue (IMAT), perimuscular adipose tissue (PAT), extramyocellular lipids and subcutaneous adipose tissue) area measurements from 3031 CT examinations using individualized thresholds for adipose segmentation. Next, 1781 participants without baseline HF were longitudinally investigated for associations between baseline pectoralis muscle and adipose measurements and incident HF using crude and adjusted Cox proportional hazards models. The full models were adjusted for variables in categories of demographic (age, race, sex, income), clinical/laboratory (including physical activity, BMI, and smoking), CT (coronary artery calcium score), and cardiac MRI (left ventricular ejection fraction and mass (% of predicted)) data. RESULTS/UNASSIGNED:In 1781 participants (median age, 68 (IQR,61, 75) years; 907 [51%] females), 41 incident HF events occurred over a median 6.5-year follow-up. IMAT predicted incident HF in unadjusted (hazard ratio [HR]:1.14; 95% CI: 1.03-1.26) and fully adjusted (HR:1.16, 95% CI: 1.03-1.31) models. PAT also predicted incident HF in crude (HR:1.19; 95% CI: 1.06-1.35) and fully adjusted (HR:1.25; 95% CI: 1.07-1.46) models. CONCLUSION/UNASSIGNED:The study demonstrates that fast and reliable deep learning-derived pectoralis muscle and adipose measurements are obtainable from conventional chest CT, which may be predictive of incident HF.©RSNA, 2023.
PMCID:10613925
PMID: 37908549
ISSN: 2638-6135
CID: 5651212
Bone marrow adipocytes fuel emergency hematopoiesis after myocardial infarction
Zhang, Shuang; Paccalet, Alexandre; Rohde, David; Cremer, Sebastian; Hulsmans, Maarten; Lee, I-Hsiu; Mentkowski, Kyle; Grune, Jana; Schloss, Maximilian J; Honold, Lisa; Iwamoto, Yoshiko; Zheng, Yi; Bredella, Miriam A; Buckless, Colleen; Ghoshhajra, Brian; Thondapu, Vikas; van der Laan, Anja M; Piek, Jan J; Niessen, Hans W M; Pallante, Fabio; Carnevale, Raimondo; Perrotta, Sara; Carnevale, Daniela; Iborra-Egea, Oriol; Muñoz-Guijosa, Christian; Galvez-Monton, Carolina; Bayes-Genis, Antoni; Vidoudez, Charles; Trauger, Sunia A; Scadden, David; Swirski, Filip K; Moskowitz, Michael A; Naxerova, Kamila; Nahrendorf, Matthias
After myocardial infarction (MI), emergency hematopoiesis produces inflammatory myeloid cells that accelerate atherosclerosis and promote heart failure. Since the balance between glycolysis and mitochondrial metabolism regulates hematopoietic stem cell homeostasis, metabolic cues may influence emergency myelopoiesis. Here, we show in humans and female mice that hematopoietic progenitor cells increase fatty acid metabolism after MI. Blockade of fatty acid oxidation by deleting carnitine palmitoyltransferase (Cpt1A) in hematopoietic cells of Vav1
PMCID:10857823
PMID: 38344689
ISSN: 2731-0590
CID: 5651232
Pilot Study: Short Term Impact of Radiation Therapy on Bone Mineral Density and Bone Metabolism
Thio, Quirina C B S; van Wulfften Palthe, Olivier D R; Bramer, Jos A M; DeLaney, Thomas F; Bredella, Miriam A; Dempster, David W; Zhou, Hua; Hornicek, Francis J; Chen, Yen-Lin E; Schwab, Joseph H
Despite the risk of complications, high dose radiation therapy is increasingly utilized in the management of selected bone malignancies. In this study, we investigate the impact of moderate to high dose radiation (over 50 Gy) on bone metabolism and structure. Between 2015 and 2018, patients with a primary malignant bone tumor of the sacrum that were either treated with high dose definitive radiation only or a combination of moderate to high dose radiation and surgery were prospectively enrolled at a single institution. Quantitative CTs were performed before and after radiation to determine changes in volumetric bone mineral density (BMD) of the irradiated and non-irradiated spine. Bone histomorphometry was performed on biopsies of the irradiated sacrum and the non-irradiated iliac crest of surgical patients using a quadruple tetracycline labeling protocol. In total, 9 patients were enrolled. Two patients received radiation only (median dose 78.3 Gy) and 7 patients received a combination of preoperative radiation (median dose 50.4 Gy), followed by surgery. Volumetric BMD of the non-irradiated lumbar spine did not change significantly after radiation, while the BMD of the irradiated sacrum did (pre-radiation median: 108.0 mg/cm3 (IQR 91.8-167.1); post-radiation median: 75.3 mg/cm3 (IQR 57.1-110.2); p = 0.010). The cancellous bone of the non-irradiated iliac crest had a stable bone formation rate, while the irradiated sacrum showed a significant decrease in bone formation rate [pre-radiation median: 0.005 mm3/mm2/year (IQR 0.003-0.009), post-radiation median: 0.001 mm3/mm2/year (IQR 0.001-0.001); p = 0.043]. Similar effects were seen in the cancellous and endocortical envelopes. This pilot study shows a decrease of volumetric BMD and bone formation rate after high-dose radiation therapy. Further studies with larger cohorts and other endpoints are needed to get more insight into the effect of radiation on bone. Level of evidence: IV.
PMCID:10673955
PMID: 37910222
ISSN: 1432-0827
CID: 5651222
What is well-being? A scoping review of the conceptual and operational definitions of occupational well-being
Bautista, Tara G; Roman, Gretchen; Khan, Munziba; Lee, Michele; Sahbaz, Sumeyra; Duthely, Lunthita M; Knippenberg, Alexa; Macias-Burgos, Miracle A; Davidson, Alec; Scaramutti, Carolina; Gabrilove, Janice; Pusek, Susan; Mehta, Darshan; Bredella, Miriam A
Well-being is a multifaceted construct that is used across disciplines to portray a state of wellness, health, and happiness. While aspects of well-being seem universal, how it is depicted in the literature has substantial variation. The aim of this scoping review was to identify conceptual and operational definitions of well-being within the field of occupational health. Broad search terms were used related to well-being and scale/assessment. Inclusion criteria were (1) peer-reviewed articles, (2) published in English, (3) included a measure of well-being in the methods and results section of the article, and (4) empirical paper. The searches resulted in 4394 articles, 3733 articles were excluded by reading the abstract, 661 articles received a full review, and 273 articles were excluded after a full review, leaving 388 articles that met our inclusion criteria and were used to extract well-being assessment information. Many studies did not define well-being or link their conceptual definition to the operational assessment tool being used. There were 158 assessments of well-being represented across studies. Results highlight the lack of a consistent definitions of well-being and standardized measurements.
PMCID:10643923
PMID: 38028344
ISSN: 2059-8661
CID: 5617302
Caring for Dependents Travel Awards to Promote Career Advancement of Early Career Faculty with Caregiver Responsibilities [Letter]
Bredella, Miriam A; Olson, Lauren; Patel, Karan A; Levy, Anne S; Leyne, Maire; Sylvia, Louisa G
PMCID:10231282
PMID: 37256527
ISSN: 1525-1497
CID: 5602152
Opportunistic Imaging: Point-Increasing the Value of Diagnostic Imaging
Bredella, Miriam A
PMID: 36629309
ISSN: 1546-3141
CID: 5602162
Differences in bone accrual over one year in young girls with obesity compared to Normal weight controls
Singhal, Vibha; Kaur, Snimarjot; Haidar, Lea Abou; Lee, Hang; Bredella, Miriam A; Misra, Madhusmita
Despite higher bone mineral density (BMD), women with obesity are at an increased risk of fracture compared to normal-weight women. Optimal adolescent bone accrual is critical for normal peak bone mass acquisition and future bone health. Whereas several studies have examined the impact of low body weight on bone accrual in youth, data are lacking regarding the impact of obesity on bone accrual. We examined bone accrual over one year in young women with moderate to severe obesity (OB) (n = 21) versus normal-weight controls (NWC) (n = 50). Participants were 13-25 years old. We used dual-energy X-ray absorptiometry to assess areal BMD (aBMD) and high resolution peripheral quantitative computed tomography (distal radius and tibia) to assess volumetric BMD (vBMD), bone geometry, and microarchitecture. Analyses were controlled for age and race. The mean age was 18.7 ± 2.7 years. OB and NWC were similar for age, race, height, and physical activity. OB had a higher BMI (p < 0.0001) and younger menarchal age (p = 0.022) than NWC. Over one year, OB did not demonstrate the increase in total hip BMD observed in NWC (p = 0.03). Increases in percent cortical area and cortical thickness, and cortical and total vBMD at the radius were lower in OB than in NWC (p ≤ 0.037). Groups did not differ for tibial bone accrual. We demonstrate that longitudinal bone accrual is impaired at the total hip and radial cortex in young women with obesity, raising concerns regarding their future bone health.
PMCID:10198942
PMID: 37030498
ISSN: 1873-2763
CID: 5602092
Training and cultivating the translational science workforce: Responses of Clinical and Translational Science Awards program hubs to the COVID-19 pandemic
Bredella, Miriam A; Volkov, Boris B; Doyle, Jamie M
The coronavirus disease 2019 (COVID-19) pandemic has dramatically changed our lives and the delivery of healthcare. The pandemic also led to widespread disruption in the research activities and training of pre-doctoral, post-doctoral, and early career faculty researchers. This mini-review uses the Local Adaptive Capacity Framework to describe successful practices, challenges, and lessons learned on how Clinical and Translational Science Award (CTSA) hubs have used their expertise, resources, and collaborations to advance clinical and translational science research and workforce development while facing and adapting to a pandemic. Data for this mini-review were taken from the scientific literature (23 articles) and the Research Performance Progress Reports of 50 unique CTSA hubs (40 TL1 and 50 KL2 awards). Institutions responded in innovative ways to the disruption of the COVID-19 pandemic. Electronic and virtual platforms were used to overcome challenges related to physical distancing, laboratory closures, and travel bans. The importance of mentorship and well-being led to the creation of new virtual programs to expand mentoring and networking beyond the home institution and to promote well-being and resilience. These solutions to translational workforce development can be implemented to address future public health emergencies.
PMCID:9841297
PMID: 36448246
ISSN: 1752-8062
CID: 5602122
Adaptive capacity and preparedness of Clinical and Translational Science Award Program hubs: Overview of an environmental scan
Volkov, Boris B; Ragon, Bart; Doyle, Jamie Mihoko; Bredella, Miriam A
The ability of research networks and individual institutions to effectively and efficiently prepare, respond, and adapt to emergent challenges is essential for the biomedical research enterprise. At the beginning of 2021, a special Working Group was formed by individuals in the Clinical and Translational Science Award (CTSA) consortium and approved by the CTSA Steering Committee to explore "Adaptive Capacity and Preparedness (AC&P) of CTSA Hubs." The AC&P Working Group took a pragmatic Environmental Scan (E-Scan) approach of utilizing the diverse data that had been collected through existing mechanisms. The Local Adaptive Capacity framework was adapted to illustrate the interconnectedness of CTSA programs and services, while exposing how the demands of the pandemic forced them to quickly pivot and adapt. This paper presents a synopsis of the themes and lessons learned that emerged from individual sections of the E-Scan. Lessons learned from this study may improve our understanding of adaptive capacity and preparedness at different levels, as well as help strengthen the core service models, strategies, and foster innovation in clinical and translational science research.
PMCID:9947610
PMID: 36845304
ISSN: 2059-8661
CID: 5602202
Changes in Hepatic Fat Content by CT 1 Year After Sleeve Gastrectomy in Adolescents and Young Adults With Obesity
López López, Ana Paola; Tuli, Shubhangi; Lauze, Meghan; Becetti, Imen; Pedreira, Clarissa C; Huber, Florian A; Omeroglu, Emre; Singhal, Vibha; Misra, Madhusmita; Bredella, Miriam A
CONTEXT/BACKGROUND:Obesity is associated with nonalcoholic fatty liver disease (NAFLD). Sleeve gastrectomy (SG) is an effective means of weight loss and improvement of NAFLD in adults; however, data regarding the efficacy of SG in the early stages of pediatric NAFLD are sparse. OBJECTIVE:To assess the impact of SG on hepatic fat content 1 year after SG in youth with obesity compared with nonsurgical controls with obesity (NS). DESIGN/METHODS:A 12-month prospective study in 52 participants (mean age, 18.2 ± .36 years) with obesity, comprising 25 subjects who underwent SG (84% female; median body mass index [BMI], 44.6 [42.1-47.9] kg/m2) and 27 who were NS (70% female; median BMI, 42.2 [38.7-47.0] kg/m2). MAIN OUTCOME MEASURES/METHODS:Hepatic fat content by computed tomography (liver/spleen ratio), abdominal fat by magnetic resonance imaging. RESULTS:Mean 12-month decrease in BMI was greater in SG vs NS (-12.5 ± .8 vs -.2 ± .5 kg/m2, P < .0001). There was a within-group increase in the liver-to-spleen (L/S) ratio in SG (.13 ± .05, P = .014) but not NS with a trend for a difference between groups (P = .055). All SG participants with an L/S ratio <1.0 (threshold for the diagnosis of NAFLD) before surgery had a ratio of >1.0 a year after surgery, consistent with resolution of NAFLD. Within SG, the 12-month change in L/S ratio was negatively associated with 12-month change in visceral fat (ρ = -.51 P = .016). CONCLUSIONS:Hepatic fat content as assessed by noncontrast computed tomography improved after SG over 1 year in youth with obesity with resolution of NAFLD in all subjects. This was associated with decreases in visceral adiposity.
PMCID:10655539
PMID: 37403207
ISSN: 1945-7197
CID: 5602272