Diagnostic colonoscopy following a positive fecal occult blood test in community health center patients.

PURPOSE: Fecal occult blood testing (FOBT) is a pragmatic screening option for many community health centers (CHCs), but FOBT screening programs will not reduce mortality if patients with positive results do not undergo diagnostic colonoscopy (DC). This study was conducted to investigate DC completion among CHC patients. METHODS: This retrospective cohort study used data from three CHCs in the Midwest and Southwest. The primary study outcome was DC completion within 6 months of positive FOBT among adults age 50-75. Patient data was collected using automated electronic queries. Manual chart reviews were conducted if queries produced no evidence of DC. Poisson regression models described adjusted relative risks (RRs) of DC completion. RESULTS: The study included 308 patients; 63.3 % were female, 48.7 % were Spanish speakers and 35.7 % were uninsured. Based on combined query and chart review findings, 51.5 % completed DC. Spanish speakers were more likely than English speakers to complete DC [RR 1.19; 95 % confidence interval (CI) 1.04-1.36; P = 0.009], and DC completion was lower among patients with 0 visits than those with 1-2 visits (RR 2.81; 95% CI 1.83-4.33; P < 0.001) or ≥3 visits (RR 3.06; 95% CI 1.57-5.95; P = 0.001). CONCLUSIONS: DC completion was low overall, which raises concerns about whether FOBT can reduce CRC mortality in practice. Further research is needed to understand whether CHC navigator programs can achieve very high DC rates. If organizations use FOBT as their primary CRC screening approach and a substantial number of patients receive positive results, both screening rates and DC rates should be measured.

Outreach for Annual Colorectal Cancer Screening: A Budget Impact Analysis for Community Health Centers.

INTRODUCTION: Fecal immunochemical testing (FIT) is an attractive approach for colorectal cancer screening at community health centers. This budget impact analysis investigated benefits and costs of FIT outreach-with FIT kits mailed to patients, followed by reminders and phone calls-compared with point-of-care (POC) strategies. METHODS: Five screening and cost outcomes were simulated over 1 year at a "base case" community health center serving 1000 screening-eligible patients: (1) FIT completion among patients due for screening; (2) proportion up-to-date on screening; (3) cost per patient due for screening; (4) cost per completed FIT; and (5) total organizational cost. Uncertainty analysis investigated potential savings from optimizing staff workflows during FIT outreach. Data were collected in 2012-2014, with analysis conducted 2014-2015. RESULTS: Using POC strategies, 24.0% of patients due for screening completed FIT, versus 42.4% under outreach (18.4% absolute difference). When calculations included patients up-to-date on screening from prior colonoscopy, 41.7% were up-to-date via POC, versus 55.8% for outreach (14.1% absolute difference). POC cost $4.93 per patient, versus $30.43 for outreach ($25.50 difference). Cost per patient screened was $20.60 for POC and $71.84 for outreach ($51.24 difference). Total organizational cost was $3,779 for POC distribution and $23,315 for outreach ($19,536 difference). Outreach costs decreased by approximately one fourth under optimized workflows. CONCLUSIONS: Outreach is an effective, practical, relatively low-cost strategy; costs could be reduced further by optimizing staff workflows. Despite its value, outreach costs more than POC distribution and may be difficult for community health centers to implement under current payment models.

Translating a heart disease lifestyle intervention into the community: the South Asian Heart Lifestyle Intervention (SAHELI) study; a randomized control trial.

BACKGROUND: South Asians (Asian Indians and Pakistanis) are the second fastest growing ethnic group in the United States (U.S.) and have an increased risk of atherosclerotic cardiovascular disease (ASCVD). This pilot study evaluated a culturally-salient, community-based healthy lifestyle intervention to reduce ASCVD risk among South Asians. METHODS: Through an academic-community partnership, medically underserved South Asian immigrants at risk for ASCVD were randomized into the South Asian Heart Lifestyle Intervention (SAHELI) study. The intervention group attended 6 interactive group classes focused on increasing physical activity, healthful diet, weight, and stress management. They also received follow-up telephone support calls. The control group received translated print education materials about ASCVD and healthy behaviors. Primary outcomes were feasibility and initial efficacy, measured as change in moderate/vigorous physical activity and dietary saturated fat intake at 3- and 6-months. Secondary clinical and psychosocial outcomes were also measured. RESULTS: Participants' (n = 63) average age was 50 (SD = 8) years, 63 % were female, 27 % had less than or equal to a high school education, one-third were limited English proficient, and mean BMI was 30 kg/m2 (SD ± 5). There were no significant differences in change in physical activity or saturated fat intake between the intervention and control group. Compared to the control group, the intervention group showed significant weight loss (-1.5 kg, p-value = 0.04) and had a greater sex-adjusted decrease in hemoglobin A1C (-0.43 %, p-value <0.01) at 6 months. Study retention was 100 %. CONCLUSIONS: This pilot study suggests that a culturally-salient, community-based lifestyle intervention was feasible for engaging medically underserved South Asian immigrants and more effective at addressing ASCVD risk factors than print health education materials. TRIAL REGISTRATION: NCT01647438, Date of Trial Registration: July 19, 2012.

Two-year follow-up of the effectiveness of a multifaceted intervention to improve adherence to annual colorectal cancer screening in community health centers.

PURPOSE: We previously found that a multifaceted outreach intervention achieved 82 % annual adherence to colorectal cancer (CRC) screening with fecal occult blood testing (FOBT). This study assessed adherence to FOBT after a second outreach. METHODS: We followed 225 patients in community health centers in Chicago, Illinois, who were randomized to the intervention group. Our primary analysis focused on 124 patients who completed FOBT during the first outreach and were due again for annual FOBT; 90% were Latino, 87% preferred to speak Spanish, and 77% were uninsured. Second outreach consisted of (1) a mailed reminder letter, a free fecal immunochemical test (FIT) with postage-paid return envelope, (2) automated phone and text messages, (3) automated reminders 2 weeks later if the FIT was not returned, and (4) a telephone call after 3 months. Our main outcome was completion of FIT within 6 months of the due date. We also analyzed the proportion of the original 225 patients who were fully screened for CRC over the 2-year study period. RESULTS: A total of 88.7% of patients completed a FIT within 6 months of their second outreach. Over the 2 years since the first outreach, 71.6% of the 225 patients assigned to the intervention group were fully up to date on CRC screening, another 11.1% had been screened suboptimally, and 17.3% were inadequately screened or not screened. CONCLUSIONS: It is possible to achieve high rates of CRC screening over a 2-year period for vulnerable populations using outreach with FIT as a primary strategy.

Colorectal Cancer Screening Rates at Community Health Centers that Use Electronic Health Records: A Cross Sectional Study.

BACKGROUND: This study was conducted to validate use of electronic health record (EHR) data for measuring colorectal cancer (CRC) screening rates at community health centers (CHCs). METHODS: Electronic health records were queried to assess screening via colonoscopy, flexible sigmoidoscopy, or fecal occult blood testing (FOBT) in 2011. RESULTS: Multiple iterations were required to maximize query accuracy. Manual chart reviews, stratified by screening modality, confirmed query results for 112 of 113 (99.1%) reviewed colonoscopies, 110 of 110 (100%) reviewed FOBTs, and 111 of 120 (92.5%) unscreened patients. At participating CHCs, CRC screening rates ranged from 9.7% to 67.2% (median, 30.6%). Adherence to annual FOBT ranged from 3.3% to 59.0% (median, 18.6%). Most screening was done by colonoscopy. CONCLUSIONS: Colorectal cancer screening varies substantially across CHCs. Electronic health record data can validly measure CRC screening, but repeated assessments of programming accuracy are required. Community health centers may need support to measure quality using EHR data and increase screening.

Comparative Effectiveness of Multifaceted Outreach to Initiate Colorectal Cancer Screening in Community Health Centers: A Randomized Controlled Trial.

INTRODUCTION: Colorectal cancer (CRC) screening rates are low among vulnerable populations. Fecal immunochemical tests (FITs) are one screening modality with few barriers. Studies have shown that outreach can improve CRC screening, but little is known about its effectiveness among individuals with no CRC screening history. We sought to determine whether outreach increases FIT uptake among patients with no CRC screening history compared to usual care. METHODS: This study was a patient-level randomized controlled trial, including 420 patients who had never completed CRC screening and were eligible for FIT; 66% were female, 62.1% were Latino, and 70.7% were uninsured. The main outcome measure was FIT completion within 6 months of the randomization date. We assessed FIT completion at different time points corresponding to receipt of outreach components. All analyses were re-run with 12-month data. RESULTS: Patients who received outreach were more likely to complete FIT than those in usual care (36.7% vs. 14.8%; p < 0.001). FIT completion was more common among patients with increased clinic visits. The difference in FIT completion between the outreach and usual care groups decreased over time. DISCUSSION: The intervention improved FIT uptake among patients with no CRC screening history. However, the intervention was less effective than in a previous trial targeting patients due for repeat screening. Additional research is needed to determine the best methods for improving CRC screening among this hard-to-reach group.

Colorectal cancer screening at community health centers: A survey of clinicians' attitudes, practices, and perceived barriers.

OBJECTIVE: Colorectal cancer (CRC) screening rates remain lower among some racial/ethnic groups and individuals with low income or educational attainment who are often cared for within community health centers (CHCs). We surveyed clinicians in a network of CHCs to understand their attitudes, practice patterns, and perceived barriers to CRC screening. METHODS: A clinician survey was conducted in 2013 within the Community Health Applied Research Network (CHARN). RESULTS: 180 clinicians completed the survey (47.9% response rate). Participants had an average of 11.5 (SD: 9.8) years in practice, 62% were female, and 57% were physicians. The majority of respondents somewhat agreed (30.2%) or strongly agreed (57.5%) that colonoscopy was the best screening test. However, only 15.8% of respondents strongly agreed and 32.2% somewhat agreed that colonoscopy was readily available for their patients. Fecal immunochemical testing (FIT), a type of fecal occult blood test (FOBT), was viewed less favorably; 24.6% rated FIT as very effective. CONCLUSIONS: Although there are no data showing that screening colonoscopy is superior to FIT, CHC clinicians believe colonoscopy is the best CRC screening test for their patients, despite the high prevalence of financial barriers to colonoscopy. These attitudes could be due to lack of knowledge about the evidence supporting long-term benefits of fecal occult blood testing (FOBT), lack of awareness about the improved test characteristics of FIT compared to older guaiac-based FOBT, or the absence of systems to ensure adherence to regular FOBT screening. Interventions to improve CRC screening at CHCs must address clinicians' negative attitudes towards FIT.

Comparative effectiveness of a multifaceted intervention to improve adherence to annual colorectal cancer screening in community health centers: a randomized clinical trial.

IMPORTANCE: Colorectal cancer (CRC) screening rates are lower among Latinos and people living in poverty. Fecal occult blood testing (FOBT) is one recommended screening modality that may overcome cost and access barriers. However, the ability of FOBT to reduce CRC mortality depends on high rates of adherence to annual screening. OBJECTIVE: To determine whether a multifaceted intervention increases adherence to annual FOBT compared with usual care. DESIGN, SETTING, AND PARTICIPANTS: Patient-level randomized controlled trial conducted in a network of community health centers. Included were 450 patients who had previously completed a home FOBT from March 2011 through February 2012 and had a negative test result: 72% of participants were women; 87% were Latino; 83% stated that Spanish was their preferred language; and 77% were uninsured. INTERVENTIONS: Usual care at participating health centers included computerized reminders, standing orders for medical assistants to give patients home fecal immunochemical tests (FIT), and clinician feedback on CRC screening rates. The intervention group also received (1) a mailed reminder letter, a free FIT with low-literacy instructions, and a postage-paid return envelope; (2) an automated telephone and text message reminding them that they were due for screening and that a FIT was being mailed to them; (3) an automated telephone and text reminder 2 weeks later for those who did not return the FIT; and (4) personal telephone outreach by a CRC screening navigator after 3 months. MAIN OUTCOMES AND MEASURES: Completion of FOBT within 6 months of the date the patient was due for annual screening. RESULTS: Intervention patients were much more likely than those in usual care to complete FOBT (82.2% vs 37.3%; P < .001). Of the 185 intervention patients completing screening, 10.2% completed prior to their due date (intervention was not given), 39.6% within 2 weeks (after initial intervention), 24.0% within 2 to 13 weeks (after automated call/text reminder), and 8.4% between 13 and 26 weeks (after personal call). CONCLUSIONS AND RELEVANCE: This intervention greatly increased adherence to annual CRC screening; most screenings were achieved without personal calls. It is possible to improve annual CRC screening for vulnerable populations with relatively low-cost strategies that are facilitated by health information technologies. TRIAL REGISTRATION: clinicaltrials.gov Identifier: NCT01453894.

Development of optical probes for in vivo imaging of polarized macrophages during foreign body reactions.

Plasticity of macrophage (MΦ) phenotypes exist in a spectrum from classically activated (M1) cells, to alternatively activated (M2) cells, contributing to both the normal healing of tissues and the pathogenesis of implant failure. Here, folate- and mannose-based optical probes were fabricated to simultaneously determine the degree of MΦ polarization. In vitro tests show the ability of these probes to specifically target M1 and M2 cells. In an in vivo murine model, they were able to distinguish between the M1-dominated inflammatory response to infection and the M2-dominated regenerative response to particle implants. Finally, the probes were used to assess the inflammatory/regenerative properties of biomaterial implants. Our results show that these probes can be used to monitor and quantify the dynamic processes of MΦ polarization and their role in cellular responses in real time.

Understanding current racial/ethnic disparities in colorectal cancer screening in the United States: the contribution of socioeconomic status and access to care.

BACKGROUND: Prior studies have shown racial/ethnic disparities in colorectal cancer (CRC) screening but have not provided a full national picture of disparities across all major racial/ethnic groups. PURPOSE: To provide a more complete, up-to-date picture of racial/ethnic disparities in CRC screening and contributing socioeconomic and access barriers. METHODS: Behavioral Risk Factor Surveillance System data from 2010 were analyzed in 2013. Hispanic/Latino participants were stratified by preferred language (Hispanic-English versus Hispanic-Spanish). Non-Hispanics were categorized as White, Black, Asian, Native Hawaiian/Pacific Islander, or American Indian/Alaska Native. Sequential regression models estimated adjusted relative risks (RRs) and the degree to which SES and access to care explained disparities. RESULTS: Overall, 59.6% reported being up-to-date on CRC screening. Self-reported CRC screening was highest in the White (62.0%) racial/ethnic group; followed by Black (59.0%); Native Hawaiian/Pacific Islander (54.6%); Hispanic-English (52.5%); American Indian/Alaska Native (49.5%); Asian (47.2%); and Hispanic-Spanish (30.6%) groups. Adjustment for SES and access partially explained disparities between Whites and Hispanic-Spanish (final relative risk [RR]=0.76, 95% CI=0.69, 0.83); Hispanic-English (RR=0.94, 95% CI=0.91, 0.98); and American Indian/Alaska Native (RR=0.91, 95% CI=0.85, 0.97) groups. The RR of screening among Asians was unchanged after adjustment for SES and access (0.78, p<0.001). After full adjustment, screening rates were not significantly different among Whites, Blacks, or Native Hawaiian/Pacific Islanders. CONCLUSIONS: Large racial/ethnic disparities in CRC screening persist, including substantial differences between English-speaking versus Spanish-speaking Hispanics. Disparities are only partially explained by SES and access to care. Future studies should explore the low rate of screening among Asians and how it varies by racial/ethnic subgroup and language.

Design of a randomized controlled trial to assess the comparative effectiveness of a multifaceted intervention to improve adherence to colorectal cancer screening among patients cared for in a community health center.

BACKGROUND: Colorectal cancer (CRC) is common and leads to significant morbidity and mortality. Although screening with fecal occult blood testing (FOBT) or endoscopy has been shown to decrease CRC mortality, screening rates remain suboptimal. Screening rates are particularly low for people with low incomes and members of underrepresented minority groups. FOBT should be done annually to detect CRC early and to reduce CRC mortality, but this often does not occur. This paper describes the design of a multifaceted intervention to increase long-term adherence to FOBT among poor, predominantly Latino patients, and the design of a randomized controlled trial (RCT) to test the efficacy of this intervention compared to usual care. METHODS: In this RCT, patients who are due for repeat FOBT are identified in the electronic health record (EHR) and randomized to receive either usual care or a multifaceted intervention. The usual care group includes multiple point-of-care interventions (e.g., standing orders, EHR reminders), performance measurement, and financial incentives to improve CRC screening rates. The intervention augments usual care through mailed CRC screening test kits, low literacy patient education materials, automated phone and text message reminders, in-person follow up calls from a CRC Screening Coordinator, and communication of results to patients along with a reminder card highlighting when the patient is next due for screening. The primary outcome is completion of FOBT within 6 months of becoming due. DISCUSSION: The main goal of the study is to determine the comparative effectiveness of the intervention compared to usual care. Additionally, we want to assess whether or not it is possible to achieve high rates of adherence to CRC screening with annual FOBT, which is necessary for reducing CRC mortality. The intervention relies on technology that is increasingly widespread and declining in cost, including EHR systems, automated phone and text messaging, and FOBTs for CRC screening. We took this approach to ensure generalizability and allow us to rapidly disseminate the intervention through networks of community health centers (CHCs) if the RCT shows the intervention to be superior to usual care. TRIAL REGISTRATION: ClinicalTrials.gov NCT01453894.

Adherence to repeat fecal occult blood testing in an urban community health center network.

Annual fecal occult blood testing (FOBT) has the potential to reduce colorectal cancer mortality, but in practice it is challenging to complete FOBT every year. Repeat FOBT adherence may be especially low in community health center (CHC) settings, where many patients face barriers to annual FOBT completion. We conducted a retrospective cohort analysis to investigate adherence to annual FOBT in an urban CHC network that serves a predominantly Spanish-speaking, uninsured adult patient population. This study used data from the two-year period between January 2010 and December 2011, and included adults aged 50-74 who completed a screening FOBT with a negative result during the first 6 months of 2010. We examined whether each patient completed a second FOBT between 9 and 18 months after the initial negative FOBT, and tested whether repeat FOBT adherence was associated with patient characteristics or the number of clinic visits after the initial negative FOBT. Only 69 of 281 included patients completed repeat FOBT (24.6 % adherence), and none of 62 patients (0 %) with 0 clinic visits completed repeat FOBT. We detected no significant differences in adherence by age, sex, preferred language, insurance status, or number of chronic conditions. In multivariable regression, the adjusted relative risk of repeat FOBT was 1.66 (95 % CI 1.09-2.54; p = 0.02) among patients with 3 or more clinic visits (referent: patients with 1-2 visits). The observed low rate of adherence greatly diminishes the effectiveness of FOBT in reducing CRC mortality. Findings demonstrate the need for systems-based interventions that increase adherence without requiring face-to-face encounters.

In vivo evaluation of medical device-associated inflammation using a macrophage-specific positron emission tomography (PET) imaging probe.

To image implant-surrounding activated macrophages, a macrophage-specific PET probe was prepared by conjugating folic acid (FA) and 2,2',2″,2‴-(1,4,7,10-tetraazacyclododecane-1,4,7,10-tetrayl)tetracetic acid (DOTA) to polyethylene glycol (PEG) and then labeling the conjugate with Ga-68. In vivo PET imaging evaluations demonstrate that the probe is able to detect foreign body reactions, and more importantly, quantify the degree of inflammatory responses to an implanted medical device. These results were further validated by histological analysis.

Electronic health record-based patient identification and individualized mailed outreach for primary cardiovascular disease prevention: a cluster randomized trial.

BACKGROUND: Many individuals at higher risk for cardiovascular disease (CVD) do not receive recommended treatments. Prior interventions using personalized risk information to promote prevention did not test clinic-wide effectiveness. OBJECTIVE AND DESIGN: To perform a 9-month cluster-randomized trial, comparing a strategy of electronic health record-based identification of patients with increased CVD risk and individualized mailed outreach to usual care. PARTICIPANTS: Patients of participating physicians with a Framingham Risk Score of at least 5 %, low-density lipoprotein (LDL)-cholesterol level above guideline threshold for drug treatment, and not prescribed a lipid-lowering medication were included in the intention-to-treat analysis. INTERVENTION: Patients of physicians randomized to the intervention group were mailed individualized CVD risk messages that described benefits of using a statin (and controlling hypertension or quitting smoking when relevant). MAIN MEASURES: The primary outcome was occurrence of a LDL-cholesterol level, repeated in routine practice, that was at least 30 mg/dl lower than prior. A secondary outcome was lipid-lowering drug prescribing. Clinicaltrials.gov identifier: NCT01286311. KEY RESULTS: Fourteen physicians with 218 patients were randomized to intervention, and 15 physicians with 217 patients to control. The mean patient age was 60.7 years and 77% were male. There was no difference in the primary outcome (11.0 % vs. 11.1 %, OR 0.99, 95 % CI 0.56-1.74, P = 0.96), but intervention group patients were twice as likely to receive a prescription for lipid-lowering medication (11.9 %, vs. 6.0 %, OR 2.13, 95 % CI 1.05-4.32, p = 0.038). In post hoc analysis with extended follow-up to 18 months, the primary outcome occurred more often in the intervention group (22.5 % vs. 16.1 %, OR 1.59, 95 % CI 1.05-2.41, P = 0.029). CONCLUSIONS: In this effectiveness trial, individualized mailed CVD risk messages increased the frequency of new lipid-lowering drug prescriptions, but we observed no difference in proportions lowering LDL-cholesterol after 9 months. With longer follow-up, the intervention's effect on LDL-cholesterol levels was apparent.

Design and use of performance measures to decrease low-value services and achieve cost-conscious care.

Improving quality of care while decreasing the cost of health care isa national priority. The American College of Physicians recently launched its High-Value Care Initiative to help physicians and patients understand the benefits, harms, and costs of interventions and to determine whether services provide good value. Public and private payers continue to measure underuse of high-value services(for example, preventive services, medications for chronic disease),but they are now widely using performance measures to assess use of low-value interventions (such as imaging for patients with uncomplicated low back pain) and using the results for public reporting and pay-for-performance. This paper gives an overview of performance measures that target low-value services to help physicians understand the strengths and limitations of these measures,provides specific examples of measures that assess use of low-value services, and discusses how these measures can be used in clinical practice and policy.

Variations in US hospital performance on imaging-use measures.

BACKGROUND: The Hospital Outpatient Quality Reporting Program (HOQR) publicly reports measures of US hospitals' use of 4 imaging studies that may be problematic if overused: magnetic resonance imaging (MRI) for low back, follow-up imaging after screening mammography, and abdominal and thoracic computed tomography (CT) with and without contrast. OBJECTIVES: To characterize performance on these measures, determine whether performance was consistent across measures, and identify hospital characteristics associated with highest-decile imaging use. RESEARCH DESIGN: Cross-sectional analysis. MEASUREMENTS: Correlation across measures was assessed using Spearman rank order tests. We linked 2008 HOQR data to the 2009 American Hospital Association Survey and used multivariable logistic regression to examine associations between hospital characteristics and the likelihood of highest-decile imaging use. RESULTS: Imaging use varied widely. Imaging use was weakly correlated (ρ<0.10) across most measures. Compared with hospitals with moderate imaging volume (25th to 75th percentile), hospitals with low volume (<25th percentile) were more likely to report highest-decile imaging use on all measures [adjusted odds ratios (95% confidence interval) range from 1.38 (1.05-1.80) for CT Abdomen to 4.22 (3.04-5.84) for MRI Back]. Rural hospitals were more likely to report highest-decile use on most measures [MRI: 1.42 (1.21-1.68), CT Abdomen: 1.46 (1.28-1.66), and CT Thorax: 1.32 (1.16-1.51)]. For-profit hospitals were more likely to report highest-decile use on mammography [1.47 (1.10-1.98)] and CT Thorax measures [1.71 (1.28-2.27)]. CONCLUSIONS: Wide variations in imaging use and extraordinarily high use at some hospitals may indicate that imaging overuse occurs at US hospitals. The effectiveness of the HOQR measures to decrease imaging overuse remains to be seen.

Use of electronic health record data to evaluate overuse of cervical cancer screening.

BACKGROUND: National organizations historically focused on increasing use of effective services are now attempting to identify and discourage use of low-value services. Electronic health records (EHRs) could be used to measure use of low-value services, but few studies have examined this. The aim of the study was to: (1) determine if EHR data can be used to identify women eligible for an extended Pap testing interval; (2) determine the proportion of these women who received a Pap test sooner than recommended; and (3) assess the consequences of these low-value Pap tests. METHODS: Electronic query of EHR data identified women aged 30-65 years old who were at low-risk of cervical cancer and therefore eligible for an extended Pap testing interval of 3 years (as per professional society guidelines). Manual chart review assessed query accuracy. The use of low-value Pap tests (ie, those performed sooner than recommended) was measured, and adverse consequences of low-value Pap tests (ie, colposcopies performed as a result of low-value Pap tests) were identified. RESULTS: Manual chart review confirmed query accuracy. Two-thirds (1120/1705) of low-risk women received a Pap test sooner than recommended, and 21 colposcopies were performed as a result of this low-value Pap testing. CONCLUSION: Secondary analysis of EHR data can accurately measure the use of low-value services such as Pap testing performed sooner than recommended in women at low risk of cervical cancer. Similar application of our methodology could facilitate efforts to simultaneously improve quality and decrease costs, maximizing value in the US healthcare system.