Citations

Clear

635 citation(s) found for "Carter, R".

Best Practices for Spatial Profiling for Breast Cancer Research with the GeoMx® Digital Spatial Profiler
Bergholtz, Helga , Carter, Jodi M. , Cesano, Alessandra, Cheang, Maggie C.U. , Church, S. , Divakar, Prajan , Fuhrman, Christopher A. , Goel, Shom , Gong, Jingjing , Guerriero, Jennifer L. , Hoang, Margaret L. , Hwang, E. Shelley , Kuasne, Hellen, Lee, Jinho , Liang, Yan , Perez, Jessica, Prat, Aleix , Pusztai, Lajos , Reeves, Jason , Riazalhosseini, Yasser , Richer, Jennifer K. , Şahin, Özgür , Sato, Hiromi , Sørlie, Thérese , Swarbrick, Alexander , Thompson, E. Aubrey , Tolaney, Sara M. , Warren, Sarah H. , Cheang, Maggie Chon U , Church, Sarah E , Prat, Aleix , Pusztai, Lajos , Sahin, Özgür , Sørlie, Therese , Liang, Yan , Carter, Jodi , Mittendorf, EA , Schlam, Ilana Miriam , Stover, Daniel G. , Swain, Sandra M. , Warren, Sarah

Mayo Clinic

Cancers | September 6, 2021 | Volume: 13 | Issue: 17 | Pages: 4456

10.3390/cancers13174456 | PMID 34503266 Get It

Breast cancer is a heterogenous disease with variability in tumor cells and in the surrounding tumor microenvironment (TME). Understanding the molecular diversity in breast cancer is critical for improving prediction of therapeutic response and prognostication. High-plex spatial profiling of tumors enables characterization of heterogeneity in the breast TME, which can holistically illuminate the biology of tumor growth, dissemination and, ultimately, response to therapy. The GeoMx Digital Spatial Profiler (DSP) enables researchers to spatially resolve and quantify proteins and RNA transcripts from tissue sections. The platform is compatible with both formalin-fixed paraffin-embedded and frozen tissues. RNA profiling was developed at the whole transcriptome level for human and mouse samples and protein profiling of 100-plex for human samples. Tissue can be optically segmented for analysis of regions of interest or cell populations to study biology-directed tissue characterization. The GeoMx Breast Cancer Consortium (GBCC) is composed of breast cancer researchers who are developing innovative approaches for spatial profiling to accelerate biomarker discovery. Here, the GBCC presents best practices for GeoMx profiling to promote the collection of high-quality data, optimization of data analysis and integration of datasets to advance collaboration and meta-analyses. Although the capabilities of the platform are presented in the context of breast cancer research, they can be generalized to a variety of other tumor types that are characterized by high heterogeneity.
Blenderized food tube feeding in patients with head and neck cancer
Spurlock, Amy , Johnson, Teresa W. , Pritchett, Ali, Pierce, Leah, Hussey, Jenna, Johnson, Kelly , Davidson, Stephen L., Mundi, Manpreet S. , Epp, Lisa , Mundi, Manpreet S , Hurt, Ryan T. , Johnson, Kelly, Carter, Holly

Mayo Clinic

Nutrition in Clinical Practice | August 31, 2021 | Volume: 37 | Issue: 3 | Pages: 615-624

10.1002/ncp.10760 | PMID 34462968 Get It

AbstractBackgroundPatients with headand neck cancer (HNC) are at high risk for malnutrition before and during chemoradiation treatment. Many will also require tube feeding to address declines in energy intake, weight, and quality of life (QOL) caused by the impact of treatment on gastrointestinal (GI) symptoms. Blenderized tube feeding (BTF) may ameliorate these adverse conditions.MethodsIn this open‐label, prospective pilot study, 30 patients with HNC who required feeding tube placement were recruited to switch from standard commercial formula after 2 weeks to a commercially prepared BTF formula. Weight, body mass index (BMI), GI symptoms, and QOL scores were tracked for 6 weeks from the first week of feeding tube placement.ResultsOf the 16 patients who completed the 6‐week assessment period, weights and BMI scores for 15 patients trended upward. For most patients, QOL and oral intake increased and GI symptoms decreased over the 6‐week period, particularly during weeks 3 and 4, when the impact of treatment is particularly exacting on patients with HNC.ConclusionBTF effectively mitigated weight loss, GI symptoms, QOL scores, and total energy intake in this group of patients with HNC who received tube feeding for 6 weeks.
Detecting cardiomyopathies in pregnancy and the postpartum period with an electrocardiogram-based deep learning model
Adedinsewo, Demilade , Johnson, Patrick W. , Douglass, Erika J. , Attia, Itzhak Zachi, Phillips, Sabrina D. , Yamani, Mohamad H. , Connolly, Heidi M. , Rose, Carl H., Sharpe, Emily E. , Blauwet, Lori A., Friedman, Paul A. , Carter, Rickey E. , Adedinsewo, Demilade A , Goswami, Rohan M, Yamani, Mohamad H , Sharpe, Emily E , Lopez-Jimenez, Francisco , Carter, Rickey E , Johnson, Patrick W , Attia, Itzhak Zachi, Goswami, Rohan , López-Jiménez, Francisco , Noseworthy, Peter A.

Mayo Clinic

European Heart Journal - Digital Health | August 27, 2021 | Volume: 2 | Issue: 4 | Pages: 586-596

10.1093/ehjdh/ztab078 | PMID 34993486 Get It

Abstract Aims Cardiovascular disease is a major threat to maternal health, with cardiomyopathy being among the most common acquired cardiovascular diseases during pregnancy and the postpartum period. The aim of our study was to evaluate the effectiveness of an electrocardiogram (ECG)-based deep learning model in identifying cardiomyopathy during pregnancy and the postpartum period. Methods and results We used an ECG-based deep learning model to detect cardiomyopathy in a cohort of women who were pregnant or in the postpartum period seen at Mayo Clinic. Model performance was evaluated using the area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, and specificity. We compared the diagnostic probabilities of the deep learning model with natriuretic peptides and a multivariable model consisting of demographic and clinical parameters. The study cohort included 1807 women; 7%, 10%, and 13% had left ventricular ejection fraction (LVEF) of 35% or less, <45%, and <50%, respectively. The ECG-based deep learning model identified cardiomyopathy with AUCs of 0.92 (LVEF ≤ 35%), 0.89 (LVEF < 45%), and 0.87 (LVEF < 50%). For LVEF of 35% or less, AUC was higher in Black (0.95) and Hispanic (0.98) women compared to White (0.91). Natriuretic peptides and the multivariable model had AUCs of 0.85 to 0.86 and 0.72, respectively. Conclusions An ECG-based deep learning model effectively identifies cardiomyopathy during pregnancy and the postpartum period and outperforms natriuretic peptides and traditional clinical parameters with the potential to become a powerful initial screening tool for cardiomyopathy in the obstetric care setting.
Multicenter analysis of geriatric fitness and real-world outcomes in older patients with classical Hodgkin lymphoma
Orellana‐Noia, Victor M. , Isaac, Krista M. , Malecek, Mary‐Kate , Bartlett, Nancy L. , Voorhees, Timothy , Grover, Natalie S. , Hwang, Steven R. , Bennani, N. Nora , Hu, Rachel , Hill, Brian T. , Mou, Eric , Advani, Ranjana H. , Carter, Jordan , David, Kevin A. , Ballard, Hatcher J. , Svoboda, Jakub , Churnetski, Michael C. , Magarelli, Gabriela, Feldman, Tatyana , Cohen, Jonathon B. , Evens, Andrew M. , Portell, Craig A. , Isaac, Krista , Voorhees, Timothy J , Cohen, Jonathon B , Bartlett, Nancy L , Advani, Ranjana H , Bennani, N Nora , Evens, Andrew M , Grover, Natalie S , Hwang, Steven R , Portell, Craig A , Mou, Eric

Mayo Clinic

Blood Advances | August 27, 2021 | Volume: 5 | Issue: 18 | Pages: 3623-3632

10.1182/bloodadvances.2021004645 | PMID 34448831 Get It

Abstract We performed a multicenter retrospective analysis across 10 US academic medical centers to evaluate treatment patterns and outcomes in patients age ≥60 years with classic Hodgkin lymphoma (cHL) from 2010-2018. Among 244 eligible patients, median age was 68, 63% had advanced stage (III/IV), 96% had Eastern Cooperative Oncology Group performance status (PS) 0-2, and 12% had documented loss of ≥1 activity of daily living (ADL). Medical comorbidities were assessed by the Cumulative Illness Rating Scale–Geriatric (CIRS-G), where n = 44 (18%) had total scores ≥10. Using multivariable Cox models, only ADL loss predicted shorter progression-free (PFS; hazard ratio [HR] 2.13, P = .007) and overall survival (OS; HR 2.52, P = .02). Most patients (n = 203, 83%) received conventional chemotherapy regimens, including doxorubicin, bleomycin, vinblastine, and dacarbazine (ABVD; 56%), AVD (14%), and AVD with brentuximab vedotin (BV; 9%). Compared to alternative therapies, conventional regimens significantly improved PFS (HR 0.46, P = .0007) and OS (HR 0.31, P = .0003). Survival was similar following conventional chemotherapy in those ages 60-69 vs ≥70: PFS HR 0.88, P = .63; OS HR 0.73, P = .55. Early treatment discontinuation due to toxicity was more common with CIRS-G ≥10 (28% vs 12%, P = .016) or documented geriatric syndrome (28% vs 13%, P = .02). A competing risk analysis demonstrated improved disease-related survival with conventional therapy (HR 0.29, P = .02) and higher mortality from causes other than disease or treatment with high CIRS-G or geriatric syndromes. This study suggests conventional chemotherapy regimens remain a standard of care in fit older patients with cHL, and highlights the importance of geriatric assessments in defining fitness for cHL therapy going forward.
SARS-CoV-2 Serologic Assays Dependent on Dual-Antigen Binding Demonstrate Diverging Kinetics Relative to Other Antibody Detection Methods
Theel, Elitza S. , Gorsh, Amy P., Granger, Dane, Roforth, Matthew M., Jerde, Calvin R. , Lasho, Michael A., Andersen, Kylie J. , Murphy, Brenna M., Harring, Julie, Lake, Douglas F. , Svarovsky, Sergei, Senefeld, Jonathon W. , Carter, Rickey E. , Joyner, Michael J. , Baumann, N, Mills, John R. , Kunze, Katie L. , Wu, Liang, Lasho, Michael, Baumann, Nikola A, Carter, Rickey E , Andersen, Kylie , Joyner, Michael J , Senefeld, Jonathon W , Johnson, Patrick W. , Wu, Liang Li

Mayo Clinic

Journal of Clinical Microbiology | August 18, 2021 | Volume: 59 | Issue: 9 | Pages: No page available

10.1128/jcm.01231-21 | PMID 34166066 Get It

Longitudinal studies assessing durability of the anti-severe acute respiratory syndrome coronavirus 2 (anti-SARS-CoV-2) humoral immune response have generated conflicting results. This has been proposed to be due to differences in patient populations, the lack of standardized methodologies, and the use of assays that measure distinct aspects of the humoral response.
Directed stimulation of the dentato-rubro-thalamic tract for deep brain stimulation in essential tremor: a blinded clinical trial
Middlebrooks, Erik H. , Okromelidze, Lela , Carter, Rickey E. , Jain, Ayushi , Lin, Chen , Westerhold, Erin , Peña, Ashley B. , Quiñones‐Hinojosa, Alfredo , Uitti, Ryan J. , Middlebrooks, Erik H , Carter, Rickey E , Grewal, Sanjeet S.

Mayo Clinic

The Neuroradiology Journal | August 3, 2021 | Volume: 35 | Issue: 2 | Pages: 203-212

10.1177/19714009211036689 | PMID 34340623 Get It

Objective Observational studies utilising diffusion tractography have suggested a common mechanism for tremor alleviation in deep brain stimulation for essential tremor: the decussating portion of the dentato-rubro-thalamic tract. We hypothesised that directional stimulation of the dentato-rubro-thalamic tract would result in greater tremor improvement compared to sham programming, as well as comparable improvement as more tedious standard-of-care programming. Methods A prospective, blinded crossover trial was performed to assess the feasibility, safety and outcomes of programming based solely on dentato-rubro-thalamic tract anatomy. Using magnetic resonance imaging diffusion-tractography, the dentato-rubro-thalamic tract was identified and a connectivity-based treatment setting was derived by modelling a volume of tissue activated using directional current steering oriented towards the dentato-rubro-thalamic tract centre. A sham setting was created at approximately 180° opposite the connectivity-based treatment. Standard-of-care programming at 3 months was compared to connectivity-based treatment and sham settings that were blinded to the programmer. The primary outcome measure was percentage improvement in the Fahn–Tolosa–Marín tremor rating score compared to the preoperative baseline. Results Among the six patients, tremor rating scores differed significantly among the three experimental conditions ( P=0.030). The mean tremor rating score improvement was greater with the connectivity-based treatment settings (64.6% ± 14.3%) than with sham (44.8% ± 18.6%; P=0.031) and standard-of-care programming (50.7% ± 19.2%; P=0.062). The distance between the centre of the dentato-rubro-thalamic tract and the volume of tissue activated inversely correlated with the percentage improvement in the tremor rating score (R 2 =0.24; P=0.04). No significant adverse events were encountered. Conclusions Using a blinded, crossover trial design, we have shown the technical feasibility, safety and potential efficacy of connectivity-based stimulation settings in deep brain stimulation for treatment of essential tremor.
Risk of Late-Onset Breast Cancer in Genetically Predisposed Women
Boddicker, Nicholas , Weitzel, Jeffrey N. , Kraft, Peter , Nathanson, Katherine L. , Goldgar, David E. , Na, Jie , Huang, Hongyan , Larson, Nicole L. , Yussuf, Amal , Vachon, Celine M. , Taylor, Jack A. , Scott, Christopher E., Pesaran, Tina , Patel, Alpa V. , Ong, Irene M. , Martínez, Elena, Ma, Huiyan , Lindström, Sara , Hodge, James M. , Haiman, Christopher A. , Gaudet, Mia M. , Gao, Chi , LaDuca, Holly , Dolinsky, Jill S. , Carter, Brian D., Auer, Paul, Yadav, Siddhartha , Chen, Chen , Boddicker, Nicholas J , Hu, Chunling , Weitzel, Jeffrey N , Kraft, Peter , Nathanson, Katherine L , Goldgar, David E , Na, Jie , Gnanaolivu, Rohan D., Yussuf, Amal , Yao, Song , Vachon, Celine M. , Trentham-Dietz, Amy , Teras, Lauren R , Taylor, Jack A , Sandler, Dale P , Pesaran, Tina , Palmer, Julie R , Ong, Irene M , Neuhausen, Susan L. , Martı́nez, Marı́a Elena , Karam, Rachid , Hodge, James M , Gaudet, Mia M , Gao, Chi , LaDuca, Holly , Dolinsky, Jill S , Burnside, Elizabeth S , Bertrand, Kimberly A , Bernstein, Leslie , Ambrosone, Christine B , Yadav, Siddhartha , Hart, Steven N , Polley, Eric C , Domchek, Susan M , Couch, Fergus J. , Chen, C , Hu, Chunling , Gnanaolivu, Rohan , Yao, Song , Trentham‐Dietz, Amy , Teras, Lauren R. , Sandler, Dale P. , Palmer, Julie R. , Olson, Janet E. , O’Brien, Katie M. , Marchand, Loı̈c Le , Kooperberg, Charles , Karam, Rachid , Hunter, David J. , Lacey, James V. , Chao, Elizabeth , Burnside, Elizabeth S. , Bertrand, Kimberly A. , Bernstein, Leslie , Ambrosone, Christine B. , Hart, Steven N. , Polley, Eric C. , Domchek, Susan M. , Couch, Fergus J.

Mayo Clinic

Journal of Clinical Oncology | July 22, 2021 | Volume: 39 | Issue: 31 | Pages: 3430-3440

10.1200/jco.21.00531 | PMID 34292776 Get It

PURPOSE The prevalence of germline pathogenic variants (PVs) in established breast cancer predisposition genes in women in the general population over age 65 years is not well-defined. However, testing guidelines suggest that women diagnosed with breast cancer over age 65 years might have < 2.5% likelihood of a PV in a high-penetrance gene. This study aimed to establish the frequency of PVs and remaining risks of breast cancer for each gene in women over age 65 years. METHODS A total of 26,707 women over age 65 years from population-based studies (51.5% with breast cancer and 48.5% unaffected) were tested for PVs in germline predisposition gene. Frequencies of PVs and associations between PVs in each gene and breast cancer were assessed, and remaining lifetime breast cancer risks were estimated for non-Hispanic White women with PVs. RESULTS The frequency of PVs in predisposition genes was 3.18% for women with breast cancer and 1.48% for unaffected women over age 65 years. PVs in BRCA1, BRCA2, and PALB2 were found in 3.42% of women diagnosed with estrogen receptor (ER)–negative, 1.0% with ER-positive, and 3.01% with triple-negative breast cancer. Frequencies of PVs were lower among women with no first-degree relatives with breast cancer. PVs in CHEK2, PALB2, BRCA2, and BRCA1 were associated with increased risks (odds ratio = 2.9-4.0) of breast cancer. Remaining lifetime risks of breast cancer were ≥ 15% for those with PVs in BRCA1, BRCA2, and PALB2. CONCLUSION This study suggests that all women diagnosed with triple-negative breast cancer or ER-negative breast cancer should receive genetic testing and that women over age 65 years with BRCA1 and BRCA2 PVs and perhaps with PALB2 and CHEK2 PVs should be considered for magnetic resonance imaging screening.
The safety of COVID‐19 convalescent plasma donation: A multi‐institutional donor hemovigilance study
Cho, Joseph H. , Rajbhandary, Srijana , Buren, Nancy L. Van , Al‐Ghafry, Maha , Fridey, Joy, Dy, Beth A., Ziman, Alyssa , Schreiber, George B. , Gammon, Richard R. , Reik, Rita A., Stubbs, James R. , Buskirk, Camille M. van , Kamel, Hany , Townsend, Mary , Zeller, Michelle P. , Gottschall, Jerome L. , van Buren, Nancy L , Fung, Mark K , Ziman, Alyssa , Schreiber, George B , Gammon, Richard R , Stubbs, James R , van Buskirk, Camille M, Townsend, Mary J

Mayo Clinic

Transfusion | July 6, 2021 | Volume: 61 | Issue: 9 | Pages: 2668-2676

10.1111/trf.16572 | PMID 34227689 Get It

AbstractBackgroundAlthough the safety and therapeutic efficacy of COVID‐19 convalescent plasma (CCP) has been extensively evaluated, the safety of CCP donation has not been explored in a multi‐institutional context.Study design and methodsNine blood collection organizations (BCOs) participated in a multi‐institutional donor hemovigilance effort to assess the safety of CCP donation. Donor adverse events (DAEs) were defined according to the Standard for Surveillance of Complications Related to Blood Donation, and severity was assessed using the severity grading tool. Multivariate analysis was performed to determine attributes associated with DAE severity.ResultsThe overall DAE rate was 37.7 per 1000 donations. Repeat apheresis and apheresis‐naïve donors experienced adverse event rates of 19.9 and 49.8 per 1000 donations, respectively. Female donors contributed 51.9% of CCP donations with a DAE rate of 49.4 per 1000 donations. The DAE rate for male donors was 27.4 per 1000 donations. Vasovagal reactions accounted for over half of all reported DAEs (51.1%). After adjustment, volume of CCP donated was associated with vasovagal reaction severity (odds ratio [OR] 6.5, 95% confidence interval [CI] 2.5–17.1). Donor age and donation history were also associated with DAE severity. Considerable differences in DAE types and rates were observed across the participating BCOs despite the use of standardized hemovigilance definitions.ConclusionThe safety of CCP donation appears comparable to that of conventional apheresis plasma donation with similar associated risk factors for DAE types and severity.
Abstract MP030: Insufficient Sleep Increases Caloric Intake but not Energy Expenditure
Levine, James A. , Calvin, Andrew D. , Carter, Rickey E. , Somers, Virend K.

Mayo Clinic

Circulation | July 3, 2021 | Volume: 125 | Issue: suppl_10 | Pages: No page available

10.1161/circ.125.suppl_10.amp030 Get It

Introduction: Identifying and mitigating factors that promote obesity will have a large public health impact. Sleep may be an important regulator of metabolism and energy expenditure. Voluntary sleep restriction is common, with 27% of US adults regularly getting ≤6 h of sleep per day. Epidemiologic evidence suggests a link between short sleep duration and obesity. Human experiments suggest that acute sleep deprivation reduces the anorexigenic hormone leptin, increases the orexigenic factor ghrelin, and promotes caloric intake. Meanwhile, increased energy expenditure during prolonged wakefulness may counterbalance any increased caloric intake associated with a lack of sleep. Hypothesis: We hypothesized that 8 days of modest sleep restriction would reduce leptin, increase ghrelin, promote caloric intake, and increase activity energy expenditure. Methods: We studied 17 healthy individuals age 18–40 y. Subjects completed a protocol consisting of one week of home actigraphy, a 3 night acclimation phase, followed by an 8 night experimental phase in which they were randomized to sleep ad lib or two-thirds of their normal sleep time. Blood was collected at the end of the two periods, food was freely available and caloric intake was calculated daily, and activity energy expenditure was assessed by a comprehensively validated system comprised of inclinometers and accelerometers. Sleep was confirmed using continuous electroencephalography. Mean change from the acclimation period ± standard deviation are presented, with statistical testing by two sample t tests on the changes between acclimation and experimental periods. Results: Subjects included 11 men and 6 women, of whom 8 were randomized to sleep deprivation and 9 served as controls. Sleep duration during the acclimation period averaged 6.5±0.9 h/day but fell to 5.2±0.1 h/d among those randomized to sleep deprivation. The sleep deprivation group consumed +549±583 kcal/d, whereas those randomized to ad lib sleep consumed −143±420 kcal/d (P<0.01). Activity energy expenditure by did not change in either group (+1.2±33.0% vs +8.4±34.0%, P=0.68). Sleep deprivation was associated with a trend towards increased leptin (+8.4±4.7% versus −9.8±13.5%, P=0.12) and decreased ghrelin (−4.9±5.3% vs +4.6±7.0%, P=0.38). Conclusions: Eight days of modest sleep restriction, similar to that encountered in everyday life, was associated with a striking increase in caloric intake with no change in activity energy expenditure. Contrary to expectations, we observed a trend towards increased circulating concentrations of leptin and reduced concentrations of ghrelin, more consistent with a consequence of a positive energy balance than a cause. Our data suggest that chronic sleep restriction may be an important and modifiable behavior promoting obesity.
Abstract 2274: Somatic variant burdenin benign breast disease and association with risk of subsequent breast cancer
Cunningham, Julie M. , Liu, Yuanhang , Bhagwate, Aditya , Heinzen, Ethan P. , McDonough, Samantha J., Winham, Stacey J. , Stallings‐Mann, Melody , Vierkant, Robert A. , Carter, Jodi M. , Sherman, Mark E. , Radisky, Derek C. , Degnim, Amy C. , Wang, Chen

Mayo Clinic

Cancer Research | July 1, 2021 | Volume: 81 | Issue: 13_Supplement | Pages: 2274-2274

10.1158/1538-7445.am2021-2274 Get It

Abstract Benign breast disease (BBD) is an established risk factor for development of breast cancer (BC). However, little is known about the prevalence of somatic genetic alterations at the time of BBD diagnosis and relationship to subsequent BC. To characterize DNA variants in BBD and investigate association with BC risk, we isolated DNA from formalin-fixed paraffin-embedded (FFPE) BBD biopsies and assessed mutations using a panel of 93 breast cancer predisposition genes (Qiagen GeneRead). The study set consisted of 120 BBD patients from three age-matched groups defined based on 16 years of BC follow-up: BBD-controls (cancer-free after 16 years), BBD-ER+, or BBD-ER- breast cancer (within 16 years). Bioinformatics quality checks included comparisons of paired fresh-frozen and FFPE replicates to reduce false variant calls induced by FFPE artifacts. Gene-level variant burden differences among study groups were assessed using 12 statistical approaches, adjusted for patient age, year of biopsy, and histology. To investigate possible immune implications of increased variant burden, extent of leukocytes in the BBD biopsies was assessed using CD45 immunohistochemistry. To assess variant profile changes during the progression from BBD to BC, we also performed targeted sequencing of 12 BBD-matched subsequent tumor samples (six ER+ and six ER-) developed within 5 years of BBD diagnosis. Gene-level association results showed consistently skewed distributions suggesting a higher variant burden in BBD controls: among the top 10 genes associated with case-status (p&lt;0.05), all had BC-risk odds ratio estimates less than 1.0. Immune infiltrates, assessed by CD45 H-scores, were positively associated with overall variant burden (r=0.42, p=0.0031), and noticeably higher in cancer-free controls (r=0.50, p=0.005). Comparison of mutation variants in 12 BBD cases that developed cancer within 5 years of diagnosis and their subsequent tumors revealed that more than half of the non-SNP variants were shared between the BBD and the subsequent tumor (54.6%), whereas less than one quarter were unique to the tumor (20.6%) or unique to the BBD (24.9%). Through BBD-BC paired variant analysis, three subjects were found with newly emergent clones uniquely appearing in the tumors and four subjects had loss of clones in the tumor that were present in the BBD. These results show that somatic variant burden is lower in patients with BBD that progress to BC, mutation profiles of BC progression are heterogeneous, and BBD tissues with reduced variant burden also show reduced immune infiltrate. This implicates a potential protective role for immune activation in BBD. Future directions will define the characteristics of the potentially protective immune response and its role in variant heterogeneity in a larger sample set, integrated with paired RNA sequencing to better understand the pathways involved and the relationship to immune infiltration. Citation Format: Stacey J. Winham, Julie M. Cunningham, Yuanhang Liu, Aditya V. Bhagwate, Ethan P. Heinzen, Samantha J. McDonough, Melody L. Stallings-Mann, Robert A. Vierkant, Jodi M. Carter, Mark E. Sherman, Derek C. Radisky, Amy C. Degnim, Chen Wang. Somatic variant burdenin benign breast disease and association with risk of subsequent breast cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 2274.