Abstract Background: Adherence to recommended colorectal cancer (CRC) screening among US adults is below the public health target of 80%. The multi-target stool DNA assay (mt-sDNA) is a self-administered CRC screening test that may remove barriers to adherence. To improve understanding of long-term outcomes and the real-world impact of mt-sDNA screening, Mayo Clinic and Exact Sciences Laboratories are collaborating on a prospective cohort study of CRC incidence and mortality outcomes in individuals screened with mt-sDNA. We conducted an embedded experiment to identify the optimal incentive protocol for maximizing participation while managing study costs. Methods: A subset of the opt-in cohort was randomized to receive postage stamps as a pre-consent incentive, or as a post-consent incentive after completion of the consent and questionnaire. Descriptive statistics from year one of recruitment, as well as the incentive experiment, are reported. Results: During year 1 of the Voyage trial, a total of 600,258 individuals with mt-sDNA orders received at Exact Sciences Laboratories were randomly selected and invited to participate. Of those, 26,429 (4.4%) opted in, 14,365 of whom (54.3%) consented. The opt-in and consent samples were similar to the target population with respect to sex but differed by geographic residence and age (p<0.001). For the embedded incentive experiment, 2,333 were randomized to the pre-incentive arm while 2,342 were randomized to the post-incentive arm. Overall consent rate in the incentive trial was 56.4% (60.9% for the pre-consent incentive arm (1421/2333) vs. 52.0% for the post-consent incentive arm (1217/2432), p<0.001). A cost reduction was observed for the pre-consent incentive group. Higher response rates were seen among older vs. younger individuals, reflecting a common pattern in healthcare-related survey research participation. Age adjusted incidence rates for CRC have been shown to vary regionally; thus, adjustment for differential response by region will be important to ensure representativeness. Conclusions: CRC incidence and mortality vary with age; thus, adjusting for differential participation by age will be important in analyses of Voyage data. Pre-consent incentive option was associated with a higher participation rate and lower costs, and will be used for the remainder of the study recruitment. Trial Registration: NCT04124406; October 11th, 2019
Association of tamoxifen and raloxifene therapy with cognitive performance, odds of mild cognitive impairment, and neuroimaging markers of neurodegeneration
Alzheimer's & Dementia | June 16, 2023 | Volume: 19 | Issue: S8 | Pages: No page available
AbstractBackgroundTamoxifen is used as a selective estrogen receptor modifier (SERM) to treat hormone receptor‐positive breast cancer. Raloxifene, another SERM, has been used for the treatment of osteoporosis in post‐menopausal women. The aim of this cross‐sectional study was to examine whether a history of tamoxifen or raloxifene use was associated with cognitive performance, odds of mild cognitive impairment (MCI), or structural neurodegenerative MRI markers.MethodThe study included women with and without a personal history of breast cancer enrolled in the Mayo Clinic Study of Aging (MCSA). A history of breast cancer and use of SERMs before the MCSA enrollment visit was abstracted using the Rochester Epidemiology Project medical‐linkage system. Participants had a diagnosis of MCI (prevalent) at the time of enrollment into the MCSA. Logistic regression was used to examine associations of SERMs with odds of MCI. Linear regression models were used to examine associations of SERMs with cognitive measures z‐scores (Memory, Executive Function, Language, Visuospatial Skills, Global Cognition), hippocampal volume, and Alzheimer’s disease signature cortical thickness.ResultAmong the women aged ≥ 50 at enrollment in the MCSA, 151 had a history of breast cancer, and 2235 had no prior history of any cancer. Of the 151 women with a history of breast cancer, 42 (28%) had taken tamoxifen and 109 (72%) had not at enrollment in the MCSA; 54 had neuroimaging data (tamoxifen = 16; no tamoxifen = 38). Among the women without prior history of cancer at enrollment in the MCSA, 76 (3%) had taken raloxifene and 2159 (97%) had not; 755 had neuroimaging data (raloxifene = 25; no raloxifene = 730). No significant associations between tamoxifen with global or domain‐specific cognition or odds of MCI were observed among women with a history of breast cancer after adjusting for confounders (Table 1). Likewise raloxifene was not significantly associated with global or domain‐specific cognition or odds of MCI in women without a history of cancer after adjusting for confounders (Table 2). We did not find significant associations between SERMs and any neuroimaging outcome (Table 3).ConclusionOur results suggest use of tamoxifen or raloxifene is not significantly associated with cognition in postmenopausal women.
Risk of incident melanoma among individuals with low-count monoclonal B-cell lymphocytosis (MBL).
Journal of Clinical Oncology | June 4, 2023 | Volume: 41 | Issue: 16_suppl | Pages: 7577-7577
7577 Background: Prior research has consistently shown that patients with chronic lymphocytic leukemia (CLL) have an ~2-fold increased risk of developing melanoma compared to controls. MBL is a common condition affecting 8-10 million adults over the age of 40 years in the United States and is a precursor to CLL. Little is known about the association between MBL and melanoma. Herein, we evaluated the risk of incident melanoma in a large cohort of individuals screened for MBL. Methods: Participants from the Mayo Clinic Biobank who had no prior history of hematologic malignancy, were 40 years or older, were residents of counties surrounding Mayo Clinic, and who provided blood samples between 7/2009 and 4/2022 were included in the study. Peripheral blood mononuclear cells were screened for MBL using highly sensitive eight-color flow cytometry. Individuals with MBL were classified as CLL-like MBL (CD5+, CD20dim) or atypical MBL (CD5+, CD20+) based on immunophenotypes, and also classified as low-count MBL (LCMBL) or high-count MBL (HCMBL) based on whether the percent clonal B-cell count was < 85% or ≥85%, respectively. Diagnosis of melanoma was ascertained using ICD codes and review of the electronic health records. All individuals were followed from date of sample upon which MBL screening was performed to the earliest of incident melanoma, loss to follow-up, withdrawal from the study, or September 30, 2022. We used Cox regression to estimate hazard ratios (HR) and 95% confidence intervals (CI), adjusting for age, sex, and history of melanoma in previous 5 years. Results: A total of 7,334 participants were screened for MBL, of which 1,151 (16%) individuals had MBL. Among those with MBL, 1,107 (96.2%) had CLL-like MBL and 1098 (95.4%) had LC MBL. The median age at entry into the MBL screening cohort was 67 years (range 40-101) and 37% were male; individuals with MBL were older (median age 72 vs 65 years) and male (49% vs 35%). After a median follow-up of 2.9 years (range 0-13.2), 121 of the 7,334 (1.6%) participants developed incident melanoma after the date of MBL screening. The 10-year cumulative incidence of melanoma among individuals with MBL was 7.8% (95% CI 4.5-13.5%) compared to 3.4% (2.7-4.4%) in those who screened negative for MBL. After adjusting for age, sex, and history of prior melanoma, we found a 1.81-fold increased risk of incident melanoma (95% CI 1.19-2.76) among individuals with MBL. The increased risk of melanoma persisted when the analysis was restricted to individuals with LCMBL (HR = 1.84; 95% CI 1.21-2.82). Conclusions: In the largest MBL screening cohort to date, we found that LCMBL, a common condition, was associated with an 84% elevated risk of melanoma, similar to the ~2-fold increased risk observed in patients with CLL. These data, together with our prior findings of a heightened risk of serious infections and lymphoid malignancies, suggest that individuals with LCMBL are at increased risk for adverse health outcomes.
Cohort study examining associations between ceramide levels and risk of multimorbidity among persons participating in the Mayo Clinic Biobank
BMJ Open | April 21, 2023 | Volume: 13 | Issue: 4 | Pages: e069375
Objective Ceramides have been associated with several ageing-related conditions but have not been studied as a general biomarker of multimorbidity (MM). Therefore, we determined whether ceramide levels are associated with the rapid development of MM. Design Retrospective cohort study. Setting Mayo Clinic Biobank. Participants 1809 persons in the Mayo Clinic Biobank ≥65 years without MM at the time of enrolment, and with ceramide levels assayed from stored plasma. Primary outcome measure Persons were followed for a median of 5.7 years through their medical records to identify new diagnoses of 20 chronic conditions. The number of new conditions was divided by the person-years of follow-up to calculate the rate of accumulation of new chronic conditions. Results Higher levels of C18:0 and C20:0 were associated with a more rapid rate of accumulation of chronic conditions (C18:0 z score RR: 1.30, 95% CI: 1.10 to 1.53; C20:0 z score RR: 1.26, 95% CI: 1.07 to 1.49). Higher C18:0 and C20:0 levels were also associated with an increased risk of hypertension and coronary artery disease. Conclusions C18:0 and C20:0 were associated with an increased risk of cardiometabolic conditions. When combined with biomarkers specific to other diseases of ageing, these ceramides may be a useful component of a biomarker panel for predicting accelerated ageing.
Abstract 5222: Genetic variants associated with progression from monoclonal B-cell lymphocytosis (MBL) to chronic lymphocytic leukemia (CLL)
Cancer Research | April 4, 2023 | Volume: 83 | Issue: 7_Supplement | Pages: 5222-5222
Abstract Low count (LC) MBL is characterized by a circulating population of clonal B-cells and is a precursor state to CLL. Most individuals with LC MBL do not progress to CLL and never come to clinical attention. An active area of research is to identify factors that distinguish those individuals with MBL who progress from those who do not. Currently, 41 single nucleotide polymorphisms (SNPs) are known to be associated with CLL risk, and a portion of these SNPs have also been found to be associated with MBL risk. We hypothesize that these CLL-susceptibility SNPs associated with both MBL and CLL risk are SNPs associated with developing a B-cell clone; whereas the remaining SNPs found not to be associated with MBL risk are associated with progression of the B-cell clone (i.e., progression from MBL to CLL). To test this hypothesis, we evaluated the association of these 41 SNPs with risk of progression to CLL using a case-control study of 1,911 CLL cases and 1,579 individuals with MBL from Mayo Clinic. Individuals with MBL were identified through screening using 8-color flow cytometry assay. Individuals with LC MBL (defined by having a clonal B-cell population with the percent clonal B-cells out of total B-cell count <85%) who had an immunophenotype consistent with CLL were included as controls. CLL cases were obtained through the Mayo Clinic hematology practice. DNA was genotyped from whole blood. We analyzed the 41 CLL susceptibility SNPs with risk of progression to CLL using logistic regression and estimated odds ratio (OR) and 95% confidence interval (CI), adjusting for sex and age. We evaluated the CLL polygenic risk score (CLL-PRS), comprised of a weighted average of the 41 SNPs, with risk of CLL. Out of the 41 established CLL susceptibility SNPs, 15 were associated with CLL progression from MBL to CLL (all P<0.05). Nine of these 15 significant SNPs were not previously found to be associated with risk of MBL. The most significant SNPs were rs9880772 (OR=1.23, CI: 1.11-1.36, P=6.1 × 10−5), rs888096 (OR=1.25, CI: 1.12-1.38, P=3.0 × 10−5), and rs305065 (OR=1.28, CI: 1.14-1.43, P=1.5 × 10−5). One SNP (rs77551289) had a suggestive association (OR=1.21, P=0.069). The remaining 25 SNPs had no evidence of association with progression (ORs ranging between 0.9-1.1 and all P>0.1). The CLL-PRS was also associated with CLL risk (continuous OR = 1.25, CI: 1.15 - 1.35, P = 6.7 × 10−8). In our study accounting for the presence of B-cell clonal population, we identified 15 out of 41 CLL-susceptibility SNPs to be significantly associated with progression from LC MBL to CLL. The remaining 25 non-significant CLL-SNPs were not associated with progression and may instead be associated with development or initiation of the B-cell clone. These findings suggest that the established CLL susceptibility SNPs may play differing role (i.e., development or progression of the clone) in the etiology of CLL. Citation Format: Raphael Mwangi, Geffen Kleinstern, Sara J. Achenbach, Dennis Robinson, Aaron D. Norman, Kari G. Rabe, Janet E. Olson, Neil E. Kay, Rosalie G. Waller, Nicholas J. Boddicker, James R. Cerhan, Esteban Braggio, Sameer A. Parikh, Curtis A. Hanson, Celine M. Vachon, Tait Shanafelt, Susan L. Slager. Genetic variants associated with progression from monoclonal B-cell lymphocytosis (MBL) to chronic lymphocytic leukemia (CLL). [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 5222.
Abstract 748: Accuracy of self reported chemotherapy usage in annual follow up surveys for a breast cancer registry
Cancer Research | April 4, 2023 | Volume: 83 | Issue: 7_Supplement | Pages: 748-748
Abstract Introduction: The utilization of self reported chemotherapy treatment data is common in epidemiologic research but there is little understanding of its accuracy and limitations. Methods: The Mayo Clinic Breast Disease Registry (MCBDR) has over 9,600 participants enrolled within one year of a first breast cancer diagnosis. Participants receive annual follow up surveys through the mail to capture data on breast cancer treatments and outcomes. We compared nurse abstracted medical record chemotherapy data to self reported chemotherapy data from women diagnosed with stage 0 to 3 breast cancer that completed five consecutive annual follow up surveys. Sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) statistics were assessed for the report of broad chemotherapy receipt (yes, no, DK) within each yearly survey compared to the gold standard medical record data. To assess the accuracy of the self reported use of specific chemotherapy regimens, a sub cohort known as the “congruent sub cohort” was created for each survey year that included subjects that agreed with the nurse abstractors report of their broad chemotherapy usage. Sensitivity, specificity, PPV, NPV, and concordance statistics were calculated for the congruent sub cohorts followed by an assessment of the proportion of subjects providing correct responses for all chemotherapy regimens queried compared to those that had at least one discrepancy with the nurse abstracted data and the proportion of subjects with 0, 1, 2 and 3 or more discrepancies within each survey year. Results: For the 430 survey respondents, the average age was 59.5 years (SD 11.7) with a range of 29 to 94. The mean time between diagnosis and the year 1 follow up survey was 13.5 months, with an average of 61.2 months between diagnosis and the year 5 survey. The respondents were 97% white, 100% female, and 53.5% had a bachelor’s degree or higher. The self-reported receipt of chemotherapy had substantial agreement across all 5 follow up surveys with the nurse abstracted treatment data from the medical record with kappa values ranging from 0.70 (0.63 to 0.76) to 0.64 (0.57 to 0.71). For subjects in the congruent sub cohort (N=125, 120, 122, 121, and 121 subjects across the 5 survey years, respectively), self reported use of specific chemotherapy regimens were reported with an average concordance of 90% across the 5 annual surveys, however only 23% had perfect agreement with nurse abstracted data. The average number of discrepant responses provided by subjects was 1.2, with at least 12% of subjects reporting 3 or more erroneous responses for the specific chemotherapy regimens each survey year. Discussion: This study supports previous findings that self-reported chemotherapy usage may be utilized when resources are unavailable for medical record abstraction, but may have less utility when analyzing specific chemotherapy regimens. Citation Format: Nicole L. Larson, Kathryn J. Ruddy, Feven Abraha, Denise M. Herman, Fergus J. Couch, Janet E. Olson. Accuracy of self reported chemotherapy usage in annual follow up surveys for a breast cancer registry [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 748.
Abstract 1000: Associations of parity and body mass index with NanoString digital spatial protein profiling in early onset breast cancer
Cancer Research | April 4, 2023 | Volume: 83 | Issue: 7_Supplement | Pages: 1000-1000
Abstract Purpose: Young women’s breast cancers (YBCs), defined herein as breast cancer (BC) diagnosed at age ≤ 40 years, are etiologically and biologically distinct from postmenopausal BCs, demonstrating a higher proportion of estrogen receptor (ER) negative subtypes and a worse prognosis. Studies have not assessed whether risk factors such as recent parity and body mass index (BMI) are linked to protein expression profiles in YBCs. Accordingly, we examined protein expression assessed with GeoMx® Digital Spatial Profiling (DSP) in 640 YBCs prepared as tissue microarrays (TMAs) in the Young Women’s BC Study (YWBCS). Methods: The YWBCS is a multi-institutional cohort of 1,297 women with incident BC diagnosed at age <40 years identified through medical record review, with risk factor data collected via questionnaires. TMAs including 1,505 cores of 640 YBCs that were collected prior to therapy and were suitable for molecular analysis were evaluated for 72 markers with NanoString GeoMx DSP. Associations of log-transformed biomarker expression with BMI and time from last live birth to BC diagnosis were carried out using linear mixed modeling approaches, accounting for multiple tumor tissue cores per individual. Results: Mean age at BC was 35.5 years (range 17-40). Tumor subtypes based on clinical immunostaining were the following: luminal B 46%; luminal A 36%; triple negative 12% and HER2+ 6%. Of 72 biomarkers tested, 53 (74%) were evaluable after QC and normalization. GeoMx ER and PR protein levels were higher in luminal A and luminal B YBCs than in HER2+ and TNBC (p=2x10-94 and 2x10-52, respectively), supporting the accuracy of the GeoMx assay. Compared to nulliparas or those with most recent birth > 3 years before BC, those who gave birth ≤ 3 years prior to BC had tumors with higher expression of PR (8x10-6) and ER (p=0.006), and lower expression of BCL-2 (p=0.006). In contrast, women with last birth ≥ 6 years prior to BC had higher expression of CD8 (p=0.006) and PD-1 (p=0.001) than nulliparas and those with more recent births. Compared to women with BMI between 18.5 and 29.9, those with higher or lower BMIs had higher expression of CD34 (p=0.0003), CD4 (p=0.0009) and CD14 (p=0.001). BCL-2 expression was higher among women with BMI < 18.5 compared to those with higher values (p=0.005). Women with BMI of 30+ had higher β2-microglobulin levels than those with lower BMIs (p=0.003). Inverse dose-response associations (with higher BMI related to lower levels) were observed for expression of ER (p=0.01), pan cytokeratin (p=0.004) and four proteins in the p13K/AKT signaling pathway (p ≤ 0.01 for each). Conclusions: Preliminarily, we identify differences in hormonal and immune markers in YBCs in relation to timing of births and BMI, suggesting that these factors may contribute to etiologic heterogeneity. Multivariate modeling is ongoing to incorporate molecular subtype and other risk factors. Citation Format: Robert A. Vierkant, Laura M. Pacheco-Spann, Stacey J. Winham, Jennifer M. Kachergus, Ji Shi, Craig Snow, Fergus J. Couch, Janet E. Olson, Chen Wang, Derek C. Radisky, Amy C. Degnim, E. Aubrey Thompson, Laura C. Collins, Kathryn J. Ruddy, Ann H. Partridge, Mark E. Sherman. Associations of parity and body mass index with NanoString digital spatial protein profiling in early onset breast cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 1000.
Variability in Lipid Levels and Risk for Cardiovascular Disease: An Electronic Health Record–Based Population Cohort Study
Journal of the American Heart Association | March 4, 2023 | Volume: 12 | Issue: 5 | Pages: No page available
Background Larger within‐patient variability of lipid levels has been associated with increased risk of cardiovascular disease (CVD); however, measures of lipid variability require ≥3 measurements and are not currently used clinically. We investigated the feasibility of calculating lipid variability within a large electronic health record–based population cohort and assessed associations with incident CVD. Methods and Results We identified all individuals ≥40 years of age who resided in Olmsted County, MN, on January 1, 2006 (index date), without prior CVD, defined as myocardial infarction, coronary artery bypass graft surgery, percutaneous coronary intervention, or CVD death. Patients with ≥3 measurements of total cholesterol, low‐density lipoprotein cholesterol, high‐density lipoprotein cholesterol, or triglycerides during the 5 years before the index date were retained. Lipid variability was calculated using variability independent of the mean. Patients were followed through December 31, 2020 for incident CVD. We identified 19 652 individuals (mean age 61 years; 55% female), who were CVD‐free and had variability independent of the mean calculated for at least 1 lipid type. After adjustment, those with highest total cholesterol variability had a 20% increased risk of CVD (Q5 versus Q1 hazard ratio, 1.20 [95% CI, 1.06–1.37]). Results were similar for low‐density lipoprotein cholesterol and high‐density lipoprotein cholesterol. Conclusions In a large electronic health record–based population cohort, high variability in total cholesterol, high‐density lipoprotein cholesterol, and low‐density lipoprotein cholesterol was associated with an increased risk of CVD, independent of traditional risk factors, suggesting it may be a possible risk marker and target for intervention. Lipid variability can be calculated in the electronic health record environment, but more research is needed to determine its clinical utility.
Abstract P6-05-41: Advocate-BREAST: Advocates and Patients’ Advice to Enhance Breast Cancer Care Delivery, Patient Experience and Patient Centered Research by 2025
Cancer Research | March 2, 2023 | Volume: 83 | Issue: 5_Supplement | Pages: P6-05-41-P6-05-41
Abstract Background: The high-level aims of the Advocate-BREAST study are to study and improve the overall experience of patients with breast cancer (BC) through education, shared decision making, and patient-centered clinical trials. Assessing areas of unmet need in care delivery and research as identified by patients with BC will direct future research and help us improve the patient experience. Methods: In April 2022, an electronic RedCap survey was circulated to 6,918 BC survivors (stage 0-4 disease) enrolled in the prospectively consented Mayo Clinic Breast Disease Registry (MCBDR), which includes rural-dwelling women often underrepresented in cancer care delivery research. The questionnaire asked about satisfaction with multiple aspects of cancer care delivery and the education and support patients receive(d) regarding practical, financial, emotional, societal and spiritual concerns linked to BC. Patients were also asked to rank potential Quality Improvement (QI) projects in order of the likelihood the proposal could improve quality of life for BC patients and their families. Questions regarding clinical trial participation, use of integrative medicine and perspectives on medical second opinions were also included. Responses were collected via anonymous local language questionnaires. Results: The survey received 2,451 responses from MCBDR enrollees. 13% of respondents had Ductal Carcinoma in Situ (DCIS), 83% had early breast cancer (EBC) (Stage 1-3) and 4% had metastatic breast cancer (MBC). Mean age was 64 (SD 11.9), and mean time in months since diagnosis was 93 (SD 1.42). 69.3 % of patients received all care at Mayo Clinic; 24.7% at Mayo and another healthcare organization, and 6% at a non-Mayo site. Although the overall experience of care was generally good/excellent (> 90 %), gaps were perceived in terms of information provision, continuity of care (including survivorship care after 5 years), navigating care transitions, and timely access to mental health resources. The main severe symptoms patients recalled in year 1 were hair loss, eyebrow/eyelash thinning, hot flashes, sexual dysfunction and cognitive issues. The main concerns patients recalled in the first year following diagnosis were fear of BC recurrence and spread as well as of dying, practical and emotional concerns for family members if they were to die of BC, and their emotional health. Patients were most dissatisfied with information and support related to management of lymphedema, sexual dysfunction, eyebrow/eyelash thinning, and peripheral neuropathy. Respondents overwhelmingly voiced the need for the following QI projects: i) lifetime access to online patient educational resources: including summary “cheat sheets”; ii) educational, practical, emotional and holistic support programs for MBC patients, and iii) BC Wellness Programs for EBC and MBC patients (endorsed by 82.6%; 82.4% and 81.9% of respondents, respectively). Predictors in terms of age, time since diagnosis, and cancer stage that may account for satisfaction with care, concerns, or QI preferences will be reported at the meeting. Of 20% of patients who saw an Integrative Medicine provider, 85% were satisfied/very satisfied with the care received. Of ~40% of patients who received a second opinion regarding their BC diagnosis and treatment plan, 96% found this beneficial. 47% of respondents had participated in a clinical trial, which is higher than seen in the general population such that conclusions may not be generalizable. Of those who had not participated in a study, 30% reported that they were unsure if they would participate in a trial if offered, and 9% reported that they would decline same. Conclusion: Understanding the lived experiences of persons with BC is essential to improve quality of care. Patients with early and advanced BC desire holistic care, continuity of care, concise educational resources and early psychological support. Citation Format: Kathryn Ruddy, Ciara C. O’Sullivan, Nicole Larson, Robert A. Vierkant, Mary Lou Smith, Cynthia Chauhan, Fergus J. Couch, Janet Olson. Advocate-BREAST: Advocates and Patients’ Advice to Enhance Breast Cancer Care Delivery, Patient Experience and Patient Centered Research by 2025 [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr P6-05-41.