Abstract Context Metformin is the first-line drug for treating diabetes but has a high failure rate. Objective To identify demographic and clinical factors available in the electronic health record (EHR) that predict metformin failure. Methods A cohort of patients with at least 1 abnormal diabetes screening test that initiated metformin was identified at 3 sites (Arizona, Mississippi, and Minnesota). We identified 22 047 metformin initiators (48% female, mean age of 57 ± 14 years) including 2141 African Americans, 440 Asians, 962 Other/Multiracial, 1539 Hispanics, and 16 764 non-Hispanic White people. We defined metformin failure as either the lack of a target glycated hemoglobin (HbA1c) (<7%) within 18 months of index or the start of dual therapy. We used tree-based extreme gradient boosting (XGBoost) models to assess overall risk prediction performance and relative contribution of individual factors when using EHR data for risk of metformin failure. Results In this large diverse population, we observed a high rate of metformin failure (43%). The XGBoost model that included baseline HbA1c, age, sex, and race/ethnicity corresponded to high discrimination performance (C-index of 0.731; 95% CI 0.722, 0.740) for risk of metformin failure. Baseline HbA1c corresponded to the largest feature performance with higher levels associated with metformin failure. The addition of other clinical factors improved model performance (0.745; 95% CI 0.737, 0.754, P < .0001). Conclusion Baseline HbA1c was the strongest predictor of metformin failure and additional factors substantially improved performance suggesting that routinely available clinical data could be used to identify patients at high risk of metformin failure who might benefit from closer monitoring and earlier treatment intensification.
Experiences of Hispanic Safety Net Clinic Patients With Diabetes During the COVID-19 Pandemic
Purpose: The purpose of this study was to characterize the material, health (general and diabetes-specific), and social impacts of the COVID-19 pandemic on Hispanic adults with type 2 diabetes who did not experience COVID-19 infection. Methods: This cross-sectional and longitudinal study used surveys within a clinical trial of 79 Hispanic adult clinic patients with type 2 diabetes. Cross-sectional measures included the Coronavirus Anxiety Scale, items from the Coronavirus Impact Scale, and the Pandemic Impacts Inventory. Longitudinal measures included the Summary of Diabetes Self-Care, health care utilization, and measures of diabetes self-efficacy, social support, and quality of life. Results: Participants were majority low-income, Spanish-speaking females with poor diabetes control. Coronavirus anxiety was low despite majority of participants having an affected family member and frequent access barriers. More than half of participants reported moderate/severe pandemic impact on their income. Diabetes self-care behaviors did not change between prepandemic and pandemic measures. Diabetes self-efficacy and quality of life improved despite fewer diabetes-related health care visits. Conclusions: Despite high levels of access barriers, financial strain, and COVID-19 infection of family members, Hispanic adults with type 2 diabetes continued to prioritize their diabetes self-management and demonstrated substantial resilience by improving their self-efficacy and quality of life.
Evaluating educational interventions to increase breast density awareness among Latinas: A randomized trial in a Federally Qualified Health Center
BackgroundThe objective of this randomized trial was to evaluate the short‐term effect of bilingual written and interpersonal education regarding mammographic breast density (MBD).MethodsLatinas aged 40 to 74 years who were presenting for screening mammography were recruited and randomized 1:1:1 to receive a letter with their mammogram and MBD results (usual care [UC]), a letter plus a brochure (enhanced care [ENH]), or a letter plus a brochure and telephonic promotora education (interpersonal care [INT]). Surveys were administered at enrollment (T0) and 2 weeks to 6 months after intervention delivery (T1). Differences were assessed with χ2, Kruskal‐Wallis, and McNemar tests and pairwise comparisons as appropriate. INT metrics and audio recordings were analyzed with descriptive statistics and qualitative content analysis.ResultsBetween October 2016 and October 2019, 943 of 1108 Latina participants (85%) completed both surveys. At T1, INT participants were more likely (P < .001) to report seeing their MBD results in the letter (70.2%) than UC (53.1%) or ENH participants (55.1%). The percentage of INT women who reported speaking with a provider about MBD (29.0%) was significantly greater (P < .001) than the percentage of UC (14.7%) or ENH participants (15.6%). All groups saw significant (P < .001) but nondifferential improvements in their knowledge of MBD as a masking and risk factor. In the INT group, the promotora delivered education to 77.1% of the 446 participants randomized to INT and answered questions at 28.3% of the encounters for an average of $4.70 per participant.ConclusionsAmong Latinas in a low‐resource setting, MBD knowledge may increase with written or interpersonal education, but with modest investment, interpersonal education may better improve MBD awareness and prompt patient‐provider discussions.
An Analysis of Procedural Medicare Reimbursement Rates in Craniofacial Plastic Surgery: 2000–2019
Introduction: Minority communities have had limited access to advances in genomic medicine. Mayo Clinic and Mountain Park Health Center, a Federally Qualified Health Center in Phoenix, Arizona, partnered to assess the feasibility of offering genomic screening to Latino patients receiving care at a community-based health center. We examined primary care provider (PCP) experiences reporting genomic screening results and integrating those results into patient care. Methods: We conducted open-ended, semi-structured interviews with PCPs and other members of the health care team charged with supporting patients who received positive genomic screening results. Interviews were recorded, transcribed, and analyzed thematically. Results: Of the 500 patients who pursued genomic screening, 10 received results indicating a genetic variant that warranted clinical management. PCPs felt genomic screening was valuable to patients and their families, and that genomic research should strive to include underrepresented minorities. Providers identified multiple challenges integrating genomic sequencing into patient care, including difficulties maintaining patient contact over time; arranging follow-up medical care; and managing results in an environment with limited genetics expertise. Providers also reflected on the ethics of offering genomic sequencing to patients who may not be able to pursue diagnostic testing or follow-up care due to financial constraints. Conclusions: Our results highlight the potential benefits and challenges of bringing advances in precision medicine to community-based health centers serving under-resourced populations. By proactively considering patient support needs, and identifying financial assistance programs and patient-referral mechanisms to support patients who may need specialized medical care, PCPs and other health care providers can help to ensure that precision medicine lives up to its full potential as a tool for improving patient care.
Abstract PO-245: Evaluating educational interventions to increase breast density awareness among Latinas: A randomized clinical trial in a Federally Qualified Health Center
Abstract Purpose: Among a Latina population in a low resource healthcare setting, to test the effectiveness of bilingual (Spanish/English) written and interpersonal educational interventions in increasing breast density (BD) awareness, knowledge, and conversations with healthcare providers, which are goals of BD notification mandates. Procedures: This randomized trial was conducted at a Federally Qualified Health Center (FQHC) in an urban community of the Southwest U.S. Women ages 40- 74 presenting for screening mammography were recruited and randomized 1:1:1 to usual care (mailed letter with mammogram and BD results), enhanced care (letter plus BD educational brochure), or interpersonal care (letter, brochure, and telephonic promotora education). The baseline survey was administered in person at enrollment prior to the mammogram. Follow-up surveys were by phone or mail after the mammography results letter was mailed and promotora delivery was complete (median days from baseline to follow-up survey = 97 days). Differences between groups at baseline or follow-up were assessed with chi-square tests. Logistic regression using generalized estimating equations to account for repeated data was used to assess differences by time (baseline to follow-up) within group, including a time-by-group interaction. Results: Between October 2016 and October 2019, 1377 women were enrolled. Of these, 1085 (79%) self-identified Latinas completed baseline and follow-up surveys. Median age was 47 years. Most (91%) reported speaking mostly Spanish, and 69.1% had less than a high school degree. At baseline, only 20.9% reported having heard of BD, and only 30.5% of those knew their personal BD category. At follow-up, women in the interpersonal group were more likely to report seeing their BD results in the notification letter compared to the usual care and enhanced groups (70.4% vs. 52.9% and 54.3%, p < 0.001) and to report having spoken with a provider about their BD (27.3% vs. 14.2% and 15.7%, p < 0.001). They also reported higher mean understanding of BD (7.7 on a 0-10 scale vs. 6.3 and 6.6, p < 0.001). There were no significant differences on these outcomes between the usual care and enhanced groups. All groups saw significant improvement in correct responses from baseline to follow-up for questions on the ability of BD to mask tumors on a mammogram and BD as a breast cancer risk factor (p < 0.001 all groups), but the degree of improvement in masking knowledge was significantly higher for the interpersonal vs usual care group [OR for a correct response in follow-up vs baseline: 6.4 (interpersonal) vs 3.7 (usual care), p=0.01]. Conclusion: Among a Latina population in a FQHC, telephonic promotora education was more effective than written notification alone or a mailed brochure on key goals of notification mandates. Adding a brochure does not appear to be more effective than sending a letter alone on key outcomes, but the interpersonal nature of promotora education may prompt attention to mailed information and provide an opportunity for questions. Citation Format: Jennifer L. Ridgeway, Sarah M. Jenkins, Deborah J. Rhodes, Bhavika K. Patel, Edna Ramos, Bijan Borah, Karthik Ghosh, Vera J. Suman, Aaron Norman, Davinder Singh, Celine M. Vachon. Evaluating educational interventions to increase breast density awareness among Latinas: A randomized clinical trial in a Federally Qualified Health Center [abstract]. In: Proceedings of the AACR Virtual Conference: Thirteenth AACR Conference on the Science of Cancer Health Disparities in Racial/Ethnic Minorities and the Medically Underserved; 2020 Oct 2-4. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2020;29(12 Suppl):Abstract nr PO-245.
Abstract PO-238: Breast density knowledge and awareness among Latinas in a low-resource setting: A comparison nationally-representative sample of Latinas
Abstract Objective: Breast density notification laws aim to increase women’s awareness and knowledge about breast density (BD). This study’s aim was to compare BD knowledge and awareness in two Hispanic populations: a safety-net clinic serving Latina population in Maricopa County, Arizona (AZ) and a national sample of Hispanic women participating in an online research panel. Materials/Methods: Women ages 40-74 were recruited at the AZ clinic from 2016-2019 at a screening mammography appointment as part of a larger clinical trial (AZ cohort). Surveys were completed in person (English or Spanish) at enrollment to assess awareness of BD, understanding of BD risk, and mammography history. The same questions were asked in a nationally representative online panel survey conducted in 2017. All data from the national survey were weighted to adjust for probability of selection into the panel and post-stratified to match known U.S. Hispanic population distributions (NS cohort). Univariate comparisons between the clinic and the national panel were performed using Rao-Scott chi-square tests. Associations with awareness and correct knowledge were examined with multivariable logistic regression. All summaries and analyses are weighted, and were performed with SAS version 9.4 SURVEY procedures (SAS Institute Inc., Cary, NC). Results: The analysis included 1332 Hispanic women from the AZ clinic and 152 Hispanic women who completed the national survey. The AZ cohort was younger (mean age: 48.5 vs 52.8), had less education (less than high school: 68.7% vs 34.8% less than high school), more likely to prefer Spanish (92.3% vs 53.1%) and less likely to have had a prior mammogram as compared NS cohort (82.8% vs 90.4%) (all p≤ 0.03). NS cohort was more likely to have awareness of BD (32.6% vs 20.7%); correct understanding of the masking effect of BD, (67.8% vs 37.0%,) and breast cancer risk (72.2% vs 32.6%,), compared to the AZ cohort (all p < 0.004). When adjusted for differences in education, age, language, and screening mammography history, BD awareness was similar between the two cohorts (adjusted odds ratio [ORadj] 0.95, p=0.83). Awareness was positively associated with more education, previous mammogram history, and English language. However, differences in BD knowledge remained (ORadj=2.8 [p=0.03] and 7.2 [P<0.001] for knowledge of masking and risk, respectively). Conclusions: There were significant differences in BD awareness and knowledge between a nationally-representative sample of Latinas and Latinas in a low-resource setting. The differences in BD awareness, but not knowledge, could be explained by education, screening history and preferred language. These findings suggest that a one-size-fits-all approach to raising BD awareness and knowledge will not work. To ensure equitable dissemination of health care to Latina women undergoing screening mammography, future work should be aimed at developing effective tools and resources for educating Spanish-speaking women about BD and risk-based screening. Citation Format: Jillian Leaver, Bhavika K. Patel, Jennifer L. Ridgeway, Sarah Jenkins, Vera Suman, Deborah J. Rhodes, Aaron Norman, Karthik Ghosh, Bijan Borah, Carrie Hruska, Edna Ramos, Davinder Singh, Matt Jewett, Carmen Radecki-Breitkof, Celine Vachon. Breast density knowledge and awareness among Latinas in a low-resource setting: A comparison nationally-representative sample of Latinas [abstract]. In: Proceedings of the AACR Virtual Conference: Thirteenth AACR Conference on the Science of Cancer Health Disparities in Racial/Ethnic Minorities and the Medically Underserved; 2020 Oct 2-4. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2020;29(12 Suppl):Abstract nr PO-238.
The Effectiveness of Palate Re-Repair for Treating Velopharyngeal Insufficiency: A Systematic Review and Meta-Analysis
Background: Palate re-repair has been proposed as an effective treatment for velopharyngeal insufficiency (VPI) with a low risk of obstructive sleep apnea (OSA). The authors conducted a systematic review and meta-analysis to determine the proportion of patients achieving normal speech resonance following palate re-repair for VPI, the proportion developing OSA, and the criteria for patient selection that are associated with increased effectiveness. Methods: PubMed, Embase, and Scopus were searched from inception through April 2018 for English language articles evaluating palate re-repair for the treatment of VPI in patients with a repaired cleft palate. Inclusion criteria included reporting of hypernasality, nasal air emission, nasometry, additional VPI surgery, and/or OSA outcomes. Meta-analysis was conducted using random effects models. Risk of bias was assessed regarding criteria for patient selection, blinding of outcome assessors, and validity of speech assessment scale. Results: Eighteen studies met inclusion criteria. The incidence of achieving no consistent hypernasality follow palate re-repair was 61% (95% confidence interval [CI]: 44%-75%). The incidence of additional surgery for persistent VPI symptoms was 21% (95% CI: 12%-33%). The incidence of OSA was 28% (95% CI: 13%-49%). Criteria for selecting patients to undergo re-repair varied, with anterior/sagittal position of palatal muscles (33%) and small velopharyngeal gap (22%) being the most common. No specific patient selection criteria led to superior speech outcomes ( P = .6572). Conclusions: Palate re-repair achieves normal speech resonance in many but not all patients with VPI. Further research is needed to identify the specific examination and imaging findings that predict successful correction of VPI with re-repair.
Improving Access to Care Through the Establishment of a Local, Teledermatology Network
Abstract The purpose of this study was to evaluate a single center's experience with adult patients who had cleft lip, cleft palate, or both. The authors aimed to identify common long-term needs in this patient population and evaluated the relationship of team-based care in meeting those needs. To do so, the authors retrospectively reviewed chart records from a single private practice and tertiary referral cleft center for all patients who were ≥15 years of age and who had a history of clefts of the lip or palate, or both, from January 1, 2013, to June 30, 2014. The authors compared the concerns of the patients who received cleft-team–based care by a single, multidisciplinary cleft team; multiple multidisciplinary cleft teams; or no formal cleft team. The authors analyzed data for 142 patients. The most common patient concerns were lip aesthetics (64%), nose aesthetics (61%), septal deviations (47%), nasal obstruction (44%), malocclusion (32%), oronasal fistulas (29%), and speech (21%). Oronasal fistulas were more commonly reported in the group of patients who had care by multiple teams (42.9%; P < .001). Malocclusion was more commonly reported in the group of patients who had care by multiple teams (50%; P = .001). The authors found that adult patients who have undergone rehabilitation for cleft lip and palate appear to have a common set of long-term needs. Multidisciplinary cleft-team–based care appears to be the most effective way to address these needs.