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1.  Cancer-Related Pain and Disability: A Longitudinal Study 
Context
Although the cross-sectional association between cancer-related pain and disability is well-established, their longitudinal relationship has been less studied.
Objectives
Data from the Indiana Cancer Pain and Depression (INCPAD) trial was analyzed to determine whether baseline cancer-related pain and changes in pain over time predict disability over 12 months.
Methods
A total of 274 cancer survivors with cancer-related pain were accrued in the INCPAD trial. Data were collected at baseline, 1, 3, 6, and 12 months by interviewers blinded to treatment arm. Disability outcomes included a continuous measure (Sheehan Disability Scale score) and a categorical measure (≥ 14 days in the past four weeks with a ≥ 50% reduction in usual activities). Predictor variables, operationalized by the Brief Pain Inventory, included baseline pain severity and changes in pain severity scores between each time point. Multivariable analyses were conducted adjusting for treatment group, baseline disability, and selected covariates including depression.
Results
Baseline pain severity did not predict disability outcomes at 12 months. However, improvement in pain severity predicted less disability over 12 months both in terms of Sheehan Disability Scale scores (b = −0.17, t = −5.33, P< 0.001) and ≥ 14 disability days in the past month (odds ratio = 0.85; 95% confidence interval, 0.79–0.93; P< 0.001).
Conclusion
Disability over 12 months in patients with cancer-related pain is predicted by changes in pain severity over time. Results suggest that effective pain management may reduce subsequent disability among cancer survivors.
doi:10.1016/j.jpainsymman.2011.02.019
PMCID: PMC3158243  PMID: 21570808
Cancer-related pain; disability; longitudinal study
2.  Intensified Effect of Adiposity on Blood Pressure in Overweight and Obese Children 
Hypertension  2011;58(5):818-824.
In children, blood pressure (BP) and risk for hypertension are proportional to degree of adiposity. Whether the relationship to BP is similar over the full range of adiposity is less clear. Subjects from a cohort study (n=1,111; 50% male and 42% black) contributed 9,102 semiannual BP and height/weight assessments. The mean enrollment age was 10.2 years and mean follow-up was 4.5 years. Adiposity was expressed as body mass index (BMI) percentile, which accounted for effects of age and sex. The following observations were made. The effect of relative adiposity on BP was minimal until the BMI percentile reached 85, beginning of the overweight category, at which point the effect of adiposity on BP increased by four-fold. Similarly intensified adiposity effects on BP were observed in children aged 10 or younger, 11 to 14 years, and 15 years or older. Serum levels of the adipose tissue-derived hormone, leptin, together with heart rate showed an almost identically patterned relation to BP to that of BMI percentile and BP thus implicating a possible mediating role for leptin. In conclusion, there is a marked intensification of the influence of adiposity on BP when children reach the categories of overweight and obese. Among the possible pathways, leptin may be a potentially important mediator acting through the sympathetic nervous system (reflected in heart rate). The findings have relevance to interventions designed to prevent or treat adiposity-related increases in BP and to the analytical approaches used in epidemiologic studies.
doi:10.1161/HYPERTENSIONAHA.111.175695
PMCID: PMC3433397  PMID: 21968752
Hypertension; obesity; leptin; heart rate; sympathetic nervous system
3.  Comparative effects of non-steroidal anti-inflammatory drugs (NSAIDs) on blood pressure in patients with hypertension 
Background
Nonsteroidal anti-inflammatory drugs (NSAIDs) may disrupt control of blood pressure in hypertensive patients and increase their risk of morbidity, mortality, and the costs of care. The objective of this study was to examine the association between incident use of NSAIDs and blood pressure in patients with hypertension.
Methods
We conducted a retrospective cohort study of adult hypertensive patients to determine the effects of their first prescription for NSAID on systolic blood pressure and antihypertensive drug intensification. Data were collected from an electronic medical record serving an academic general medicine practice in Indianapolis, Indiana, USA. Using propensity scores to minimize bias, we matched a cohort of 1,340 users of NSAIDs with 1,340 users of acetaminophen. Propensity score models included covariates likely to affect blood pressure or the use of NSAIDs. The study outcomes were the mean systolic blood pressure measurement after starting NSAIDs and changes in antihypertensive therapy.
Results
Compared to patients using acetaminophen, NSAID users had a 2 mmHg increase in systolic blood pressure (95% CI, 0.7 to 3.3). Ibuprofen was associated with a 3 mmHg increase in systolic blood pressure compared to naproxen (95% CI, 0.5 to 4.6), and a 5 mmHg increase compared to celecoxib (95% CI, 0.4 to 10). The systolic blood pressure increase was 3 mmHg in a subgroup of patients concomitantly prescribed angiotensin converting enzyme inhibitors or calcium channel blockers and 6 mmHg among those prescribed a beta-adrenergic blocker. Blood pressure changes in patients prescribed diuretics or multiple antihypertensives were not statistically significant.
Conclusion
Compared to acetaminophen, incident use of NSAIDs, particularly ibuprofen, is associated with a small increase in systolic blood pressure in hypertensive patients. Effects in patients prescribed diuretics or multiple antihypertensives are negligible.
doi:10.1186/1471-2261-12-93
PMCID: PMC3502533  PMID: 23092442
NSAIDs; Hypertension; Blood pressure; Propensity score
4.  A Stochastic Model for Assessing Chlamydia trachomatis Transmission Risk Using Longitudinal Observational Data 
Summary
Bacterium Chlamydia trachomatis causes genital chlamydia infection. Yet little is known about the transmission efficiency of this organism. Ethical constraint against exposing healthy subjects to infected partners precludes the possibility of quantifying transmission risk through controlled experiments. This research proposes an alternative strategy that relies on observational data. Specifically, we present a stochastic model that treats longitudinally observed infection states in a group of young women as a Markov process. The proposed model explicitly accommodates the parameters of C. trachomatis transmission, including per-encounter sexually transmitted infection (STI) acquisition risks, with and without condom protection, and the probability of antibiotic treatment failure. The male-to-female transmission probability of C. trachomatis is then estimated by combining the per-encounter disease acquisition risk and the organism’s prevalence in the male partner population. The proposed model is fitted in a Bayesian computational framework.
doi:10.1111/j.1467-985X.2011.00691.x
PMCID: PMC3197250  PMID: 22022023
Binary outcome; Bacterial infection; Transmission probability; Longitudinal study; Markov model; MCMC; Observational data
5.  Reciprocal Relationship between Pain and Depression: A 12-Month Longitudinal Analysis in Primary Care 
Pain and depression are the most prevalent physical and psychological symptom-based disorders, respectively, and co-occur 30–50% of the time. However, their reciprocal relationship and potentially causative effects on one another have been inadequately studied. Longitudinal data analysis involving 500 primary care patients with persistent back, hip or knee pain were enrolled in the Stepped Care for Affective Disorders and Musculoskeletal Pain (SCAMP) study. Half of the participants had comorbid depression and were randomized to a stepped care intervention (n = 123) or treatment as usual (n = 127). Another 250 nondepressed patients with similar pain were followed in a parallel cohort. Outcomes were assessed at baseline, 3, 6, and 12 months. Mixed effects model repeated measures (MMRM) multivariable analyses were conducted to determine if change in pain severity predicted subsequent depression severity, and vice-versa. Change in pain was a strong predictor of subsequent depression severity (t-value = 6.63, p < .0001). Likewise, change in depression severity was an equally strong predictor of subsequent pain severity (t-value = 7.28, p < .0001). Results from the full cohort were similar in the clinical trial subgroup. In summary, pain and depression have strong and similar effects on one another when assessed longitudinally over 12 months.
doi:10.1016/j.jpain.2011.03.003
PMCID: PMC3222454  PMID: 21680251
pain; depression; causation; prognosis; primary care; longitudinal
6.  Data for drugs available through low-cost prescription drug programs are available through pharmacy benefit manager and claims data 
Background
Observational data are increasingly being used for pharmacoepidemiological, health services and clinical effectiveness research. Since pharmacies first introduced low-cost prescription programs (LCPP), researchers have worried that data about the medications provided through these programs might not be available in observational data derived from administrative sources, such as payer claims or pharmacy benefit management (PBM) company transactions.
Method
We used data from the Indiana Network for Patient Care to estimate the proportion of patients with type 2 diabetes to whom an oral hypoglycemic agent was dispensed. Based on these estimates, we compared the proportions of patients who received medications from chains that do and do not offer an LCPP, the proportion trend over time based on claims data from a single payer, and to proportions estimated from the Medical Expenditure Panel Survey (MEPS).
Results
We found that the proportion of patients with type 2 diabetes who received oral hypoglycemic medications did not vary based on whether the chain that dispensed the drug offered an LCPP or over time. Additionally, the rates were comparable to those estimated from MEPS.
Conclusion
Researchers can be reassured that data for medications available through LCPPs continue to be available through administrative data sources.
doi:10.1186/1472-6904-12-12
PMCID: PMC3416643  PMID: 22726249
Low-cost prescription program; Oral antihyperglycemic agents; Pharmacy benefit manager; Claims data
7.  Risk of hyperkalemia associated with selective COX-2 inhibitors† 
Pharmacoepidemiology and drug safety  2010;19(11):1194-1198.
SUMMARY
Background
Selective cyclooxygenase-2 (COX-2) inhibitors have been linked to cardiac death. The mechanism for this adverse effect appears to be by ischemic insult; however another mechanism could involve hyperkalemia. The objective of this study was to determine the effects of selective COX-2 inhibitors and non-selective nonsteroidal anti-inflammatory drugs (NSAIDs) on serum potassium concentration and the electrocardiogram.
Methods
A retrospective cohort study was conducted using propensity score matching of patients from an inner-city academic medical center at Indianapolis, Indiana. Two hundred and two patients prescribed selective COX-2 inhibitors were matched to 202 patients prescribed non-selective NSAIDs using propensity scores methods. Outcomes included change in serum potassium concentration from baseline and the risk of an abnormal electrocardiogram.
Results
Compared to patients prescribed non-selective NSAIDs, those prescribed a selective COX-2 inhibitor had a higher risk of serum potassium increase greater than 5 mEq/L (OR, 2.56; 95%CI, 1.03–6.36). However, patients prescribed selective COX-2 inhibitors had no greater risk of electrocardiogram abnormality (OR, 1.16; 95%CI, 0.74–1.82).
Conclusions
Selective COX-2 inhibitors may have a greater risk of hyperkalemia than non-selective NSAIDs. This study was exploratory with small numbers of patients. Further studies are needed to confirm these results and any association with cardiovascular events.
doi:10.1002/pds.2011
PMCID: PMC3018679  PMID: 20842761
hyperkalemia; NSAIDs; selective COX-2 inhibitors; retrospective cohort study; propensity score
8.  Somatic Symptoms in Cancer Patients with Pain and/or Depression Prevalence, Disability, and Health Care Use 
Archives of internal medicine  2010;170(18):1686-1694.
Background
The adverse impact of high somatic symptom burden is well established for primary care and other noncancer populations with chronic medical disorders. This study examines the impact of somatic symptom burden on disability and health care use in cancer patients suffering from pain and/or depression.
Methods
Secondary analysis of baseline data from 405 cancer patients enrolled in a telecare management trial for pain and/or depression. Somatic symptom burden was measured with a 22-item scale. Multivariable models were conducted to determine the association of somatic symptom burden with the Sheehan Disability Scale (SDS) score, the number of self-reported disability days in the past 3 months, and health care use. Models were adjusted for sociodemographic characteristics, medical comorbidity, and depression and pain severity.
Results
Somatic symptoms were highly prevalent, with 15 of the 22 symptoms reported by more than 50% of patients. Somatic symptom burden was similar across different types and phases of cancer. The mean SDS (scored 0 to 10) was 5.4 and the mean number of self-reported disability days in the past 4 weeks was 16.9 days. In multivariable models, somatic symptom burden was associated with both SDS (P < .001) and the likelihood of ≥ 14 disability days in the past 4 weeks (OR=1.51; 95% CI, 1.19–1.92) but was not with increased health care use.
Conclusions
Somatic symptom burden is high in cancer patients with pain and/or depression. Given the strong association with disability and the high prevalence of many types of symptoms, recognizing and managing somatic symptoms may be important in improving quality of life and functional status regardless of type or phase of cancer.
doi:10.1001/archinternmed.2010.337
PMCID: PMC3174492  PMID: 20937930
cancer; somatic symptoms; somatization; pain; depression; disability; quality of life; health care use
9.  The Association of Depression and Pain with Health-Related Quality of Life, Disability, and Health Care Use in Cancer Patients 
Context
Pain and depression are two of the most prevalent and treatable cancer-related symptoms, each present in at least 20-30% of oncology patients.
Objectives
To determine the associations of pain and depression with health-related quality of life (HRQL), disability, and health care use in cancer patients.
Methods
The Indiana Cancer Pain and Depression (INCPAD) study is a randomized clinical trial comparing telecare management vs. usual care for patients with cancer-related pain and/or clinically significant depression. In this paper, baseline data on patients enrolled from 16 urban or rural community-based oncology practices are analyzed to test the associations of pain and depression with HRQL, disability, and health care use.
Results
Of the 405 participants, 32% had depression only, 24% pain only, and 44% both depression and pain. The average Hopkins Symptom Checklist 20-item (HSCL-20) depression score in the 309 depressed participants was 1.64 (on 0-4 scale), and the average Brief Pain Inventory (BPI) severity score in the 274 participants with pain was 5.2 (on 0-10 scale), representing at least moderate levels of symptom severity. Symptom-specific disability was high, with participants reporting an average of 16.8 days out of the past 28 (i.e., 60% of their days in the past four weeks) in which they were either confined to bed (5.6 days) or had to reduce their usual activities by 50% (11.2 days) due to pain or depression. Moreover, 176 (43%) reported being unable to work due to health-related reasons. Depression and pain had both individual and additive adverse associations with quality of life. Most patients were currently not receiving care from a mental health or pain specialist.
Conclusion
Depression and pain are prevalent and disabling across a wide range of types and phases of cancer, commonly co-occur, and have additive adverse effects. Enhanced detection and management of this disabling symptom dyad is warranted.
doi:10.1016/j.jpainsymman.2009.12.023
PMCID: PMC2934745  PMID: 20580201
Cancer; pain; depression; disability; quality of life; health care use
10.  Effect of Telecare Management on Pain and Depression in Patients with Cancer: A Randomized Trial 
Context
Pain and depression are two of the most prevalent and treatable cancer-related symptoms, yet frequently go unrecognized and/or undertreated.
Objective
To determine whether centralized telephone-based care management coupled with automated symptom monitoring can improve depression and pain in cancer patients.
Design, Setting, and Patients
Randomized controlled trial conducted in 16 community-based urban and rural oncology practices across the state of Indiana. Recruitment occurred from March 2006 through August 2008 and follow-up concluded in August 2009. The 405 patients had depression (Patient Health Questionnaire-9 score ≥ 10), cancer-related pain (Brief Pain Inventory worst pain score ≥ 6), or both.
Intervention
Patients were randomly assigned to the intervention (n=202) or to usual care (n=203), stratified by symptom type. Intervention patients received centralized telecare management by a nurse-physician specialist team coupled with automated home-based symptom monitoring by interactive voice recording or internet.
Main Outcome Measures
Blinded assessment at baseline, 1, 3, 6, and 12 months for depression (20-item Hopkins Symptom Checklist [HSCL-20]) and pain (Brief Pain Inventory [BPI]) severity.
Results
There were 131 patients enrolled with depression only, 96 with pain only, and 178 with both depression and pain. Of the 274 patients enrolled for pain, the 137 intervention patients had greater improvements than the 137 usual care patients in BPI pain severity over the 12 months of the trial whether measured as a continuous severity score or as a categorical pain responder (P < .0001 for both). Similarly, of the 309 patients enrolled for depression, the 154 intervention patients had greater improvements than the 155 usual care patients in HSCL-20 depression severity over the 12 months of the trial whether measured as a continuous severity score (P < .0001) or as a categorical depression responder (P < .001). The standardized effect size for between-group differences at 3 and 12 months was .67 and .39 for pain, and .42 and .44 for depression.
Conclusion
Centralized telecare management coupled with automated symptom monitoring resulted in improved pain and depression outcomes in cancer patients receiving care in geographically-dispersed urban and rural oncology practices.
doi:10.1001/jama.2010.944
PMCID: PMC3010214  PMID: 20628129
cancer; pain; depression; antidepressants; analgesics; telemedicine; care management
11.  The Association of Depression and Anxiety with Health-Related Quality of Life in Cancer Patients with Depression and/or Pain 
Psycho-oncology  2010;19(7):734-741.
Objectives
Depression is known to be a major problem in cancer patients, and evidence is emerging about the importance of anxiety. Because the disorders are highly comorbid, we examined the relationship of anxiety and depression with health-related quality of life (HRQL) in cancer patients.
Methods
Sample included 405 adult oncology patients participating in a randomized controlled trial of telecare management for pain and depression. This secondary cross-sectional analysis of baseline data examined independent and additive effects of anxiety and depression on HRQL, disability, and somatic symptom severity.
Results
In 397 patients who screened positive for either pain or depression or both, 135 had comorbid anxiety and depression, 174 had depression but not anxiety, and 88 had neither. Differences existed across all non-physical HRQL domains and were more pronounced incrementally across the 3 groups in the expected direction. In GLM modeling, anxiety and depression were each associated with all domains when modeled separately (p < 0.0001). When modeled together, anxiety and depression had independent and additive effects on the mental health domains of HRQL and on somatic symptom burden. In other domains (vitality, perceived disability, overall quality of life, and general health perceptions), only depression had an effect.
Conclusion
Anxiety and depression have strong and independent associations with mental health domains and somatic symptom burden in cancer patients. However, depression has a more pervasive association with multiple other domains of HRQL. Paying attention to both anxiety and depression may be particularly important when addressing mental health needs and somatic symptom distress.
doi:10.1002/pon.1627
PMCID: PMC2888919  PMID: 19777535
Cancer; oncology; anxiety; depression; symptoms; health-related quality of life
12.  Characteristics Associated with Sex After Periods of Abstinence Among Sexually Experienced Young Women 
Context
Adolescent pregnancy prevention is difficult because sex itself is intermittent, occurring after days, weeks or months of abstinence. An understanding of why sexually experienced adolescents decide to have sex after a period of abstinence will allow clinicians to better tailor counseling.
Methods
For up to 4.5 years, 354 adolescent women were interviewed and STI tested every three months, and asked to complete 3 months of daily diaries twice a year. We examined periods of abstinence in the daily diaries, using survival analysis to estimate the effect of intrapersonal, relationship, and STI-related factors on the risk of ending an abstinence period with sex.
Results
Participants reported 9236 abstinence periods, mean 30.9 days. Shorter, intermediate and longer abstinence periods were identified from the cumulative hazard plot. The risk of ending a shorter abstinence period increased with age (Hazard Ratio = 1.07), sexual interest (HR = 1.14), positive mood (HR = 1.03), daily partner support (HR=1.14), quarterly relationship quality (HR=1.02) and distant STI (HR=1.16); the risk decreased with negative mood (HR=0.98) and recent STI (HR=0.91). During intermediate periods the association with recent STI switched directions (HR=1.40). Longer periods showed associations only with age (HR=1.24), sexual interest (HR=1.33), and relationship quality (HR=1.10).
Conclusions
Intrapersonal, relationship, and STI related factors influence the decision to have sex after a period of abstinence. The direction and strength of these associations varied with the length of abstinence, highlighting the importance of a young woman's recent patterns of sexual activity.
doi:10.1363/4204310
PMCID: PMC3034242  PMID: 20415884
Sexual Abstinence; Adolescent; Sexually Transmitted Disease; Sexual Behavior; Affect; Survival Analysis; Sexual Desire; Sexual Partner
13.  The Influence of Hormonal Contraception on Mood and Sexual Interest among Adolescents 
Archives of sexual behavior  2008;37(4):605-613.
Mood and sexual interest changes are commonly cited reasons for discontinuing hormonal contraceptives. Data, however, are inconsistent and limited to adult users. We examined associations of hormonal contraceptive use with mood and sexual interest among adolescents. We recruited 14-17 year old women primary care clinics and followed them longitudinally for up to 41 months. Participants completed face-to-face interviews quarterly and two 12 week periods of daily diary collection per year. On daily diaries, participants recorded positive mood, negative mood, and sexual interest. We classified 12 week diary periods as “stable OCP use,” “non-use,” “initiated use,” “stopped use,” and “DMPA use” based on self-report of oral contraceptive pill (OCP) use and depot medroxyprogesterone acetate (DMPA) use from medical charts. Diary periods were the unit of analysis. Participants could contribute more than one diary period. We analyzed data using linear models with a random intercept and slope across weeks in a diary period, an effect for contraceptive group, and an adjustment for age at the start of a diary period. Mean weekly positive mood was higher in diary periods characterized by stable OCP use, compared to other groups. Mean weekly negative mood was lower in diary periods characterized by stable OCP use and higher in periods characterized by DMPA use. Periods characterized by stable OCP use additionally showed less mood variation than other groups. Changes in mood among adolescent hormonal contraceptive users differed from those anticipated for adult users. Attention to adolescent-specific changes in mood and sexual interest may improve contraceptive adherence.
doi:10.1007/s10508-007-9302-0
PMCID: PMC3020653  PMID: 18288601
adolescent; oral contraceptives; sexual interest; sexual desire; mood; daily diaries; depot medroxyprogesterone acetate
14.  Time From First Intercourse to First Sexually Transmitted Infection Diagnosis Among Adolescent Women 
Objective
To determine the time between first intercourse and first sexually transmitted infection (STI) with Chlamydia trachomatis, Neisseria gonorrhoeae, or Trichomonas vaginalis and time between repeated infections.
Design
Observational study.
Setting
Three adolescent medicine clinics.
Participants
A cohort of 386 urban young women aged 14 to 17 years at enrollment.
Main Outcome Measures
Age at first intercourse; organism-specific interval between first intercourse and first STI diagnosis; interval between repeated infections; and age at first STI test prior to study participation.
Results
Participants had first intercourse at a young age (first, second, and third quartiles were 13, 14, and 15 years of age, respectively). By age 15 years, 25% of the women acquired their first STI, most often C trachomatis. Median interval between first intercourse and first STI diagnosis was 2 years. Within 1 year of first intercourse, 25% had their first C trachomatis infection. Repeated infections were common; within 3.6, 6, and 4.8 months, 25% of the women with prior C trachomatis, N gonorrhoeae, and T vaginalis infection were reinfected with the respective organisms. Considerable delay in STI testing was found for those who began sex at a younger age. The median interval between first sex and first test were 4.9, 3.5, 2.1, 1.8, and 1.2 years for those who had first sex at ages 10, 11, 12, 13, and 14 years, respectively.
Conclusions
Timely screening and treatment are important for prevention of STI sequelae. For urban adolescent women, STI screening (especially for C trachomatis) should begin within a year after first intercourse and infected individuals should be retested every 3 to 4 months.
doi:10.1001/archpediatrics.2009.203
PMCID: PMC3018688  PMID: 19996047
15.  Repeated Chlamydia trachomatis Genital Infections in Adolescent Women 
Background
Repeated C. trachomatis infections are common among young sexually active women. The relative frequency of re-infection and antibiotic treatment failure is undefined.
Methods
Adolescent women enrolled in a longitudinal cohort had behavioral and sexually transmitted infection assessment every 3 months, including amplification tests for C. trachomatis, ompA genotyping and interviews and diary entries to document partner-specific coitus and event-specific condom use. Repeated infections were classified as re-infection or treatment failure using an algorithm. All infections with treatment outcomes were used to estimate antibiotic use-effectiveness.
Results
We observed 478 infection episodes among 210 participants; 176 women remained uninfected. Incidence rate was 34 per 100-woman years. Of those infected, 121 had ≥1 repeat infections forming 268 episode pairs; 183 pairs had complete data and were classified with the algorithm. Of repeated infections, 84.2% were definite, probable or possible re-infections, 13.7% were probable or possible treatment failures and 2.2% persisted without documented treatment. For 318 evaluable infections, we estimated a 92.2% treatment use-effectiveness.
Conclusions
Most repeat chlamydial infections in this high incidence cohort were re-infections, but treatment failures occurred as well. Our results have implications for male screening and partner notification programs and suggest the need for improved antibiotic therapies.
doi:10.1086/648734
PMCID: PMC2791188  PMID: 19929379
Chlamydia trachomatis; genital infections; repeated infections; re-infections; treatment failures; adolescent women
16.  Race and Medication Adherence and Glycemic Control: Findings from an Operational Health Information Exchange 
AMIA Annual Symposium Proceedings  2011;2011:1649-1657.
The Central Indiana Beacon Community leads efforts for improving adherence to oral hypoglycemic agents (OHA) to achieve improvements in glycemic control for patients with type 2 diabetes. In this study, we explored how OHA adherence affected hemoglobin A1C (HbA1c) level in different racial groups. OHA adherence was measured by 6-month proportion of days covered (PDC). Of 3,976 eligible subjects, 12,874 pairs of 6-month PDC and HbA1c levels were formed between 2002 and 2008. The average HbA1c levels were 7.4% for African-Americans and 6.5% for Whites. The average 6-month PDCs were 40% for African-Americans and 50% for Whites. In mixed effect generalized linear regression analyses, OHA adherence was inversely correlated with HbA1c level for both African-Americans (−0.80, p<0.0001) and Whites (−0.53, p<0.0001). The coefficient was −0.26 (p<0.0001) for the interaction of 6-month PDC and African-Americans. Significant risk factors for OHA non-adherence were race, young age, non-commercial insurance, newly-treated status, and polypharmacy.
PMCID: PMC3243292  PMID: 22195231
17.  Optimized Antidepressant Therapy and Pain Self-Management in Primary Care Patients with Depression and Musculoskeletal Pain: A Randomized Controlled Trial 
Context
Pain and depression are the most common physical and psychological symptoms in primary care, respectively. Moreover, they co-occur 30-50% of the time and have adverse reciprocal effects on quality of life, disability, and health care costs.
Objectives
To determine if a combined pharmacological and behavioral intervention improves both depression and pain in primary care patients with musculoskeletal pain and comorbid depression.
Design, Setting, and Patients
Randomized controlled trial conducted at 6 community-based clinics of 1 university primary care system and 5 general medicine clinics of 1 Department of Veterans Affairs Medical Center. Recruitment occurred from January 2005 to June 2007 and follow-up concluded in June 2008. The 250 patients had low back, hip or knee pain for ≥ 3 months and at least moderate depression severity (Patient Health Questionnaire-9 score ≥ 10).
Intervention
Patients were randomly assigned to the intervention (n=123) or to usual care (n=127). The intervention consisted of 12 weeks of optimized antidepressant therapy (step 1) followed by 6 sessions of a pain self-management (PSM) program over 12 weeks (step 2) and, lastly, a continuation phase of therapy for 6 months (step 3).
Main Outcome Measures
Assessments at baseline, 1, 3, 6, and 12 months for depression (20-item Hopkins Symptom Checklist [HSCL-20]), pain severity and interference (Brief Pain Inventory [BPI]) and global improvement in pain.
Results
At 12 months, 46 (37.4%) of the 123 intervention patients had a 50% or greater reduction in depression severity from baseline compared with 21 (16.5%) of 127 usual care patients (relative risk [RR], 2.3; 95% CI, 1.5 to 3.2), corresponding to a much lower number with major depression (50 [40.7%] vs. 87 [68.5%]; RR, 0.6; 95% CI, 0.4-0.6). Also, a clinically significant (≥ 30%) reduction in pain was much more likely in intervention patients (51 [41.5%] vs. 22 [17.3%]; RR, 2.4; 95% CI, 1.6-3.2), as was global improvement in pain (58 [47.2%] vs. 16 [12.6%]; RR 3.7, 95% CI, 2.3-6.1). More intervention patients also experienced benefits in terms of our primary outcome, which was a combined improvement in both depression and pain (32 [26.0%] vs. 10 [7.9%]; RR = 3.3; 95% CI, 1.8 to 5.4).
Conclusion
Optimized antidepressant therapy followed by a pain self-management program resulted in substantial improvement in depression as well as moderate reductions in pain severity and disability.
doi:10.1001/jama.2009.723
PMCID: PMC2884224  PMID: 19470987
18.  Indiana Cancer Pain and Depression (INCPAD) Trial Design of a Telecare Management Intervention for Cancer-Related Symptoms and Baseline Characteristics of Study Participants 
General hospital psychiatry  2009;31(3):240-253.
Objective
Pain and depression are two of the most prevalent and treatable cancer-related symptoms, each present in at least 20-30% of oncology patients. Both symptoms, however, are frequently either unrecognized and/or undertreated. The objective is to describe a telecare management intervention delivered by a nurse-psychiatrist team that is designed to improve recognition and treatment of pain and depression. The enrolled sample is also described.
Method
The Indiana Cancer Pain and Depression (INCPAD) study is an NCI-sponsored randomized clinical trial. A total of 405 patients with cancer-related pain and/or clinically significant depression from 16 urban or rural oncology practices throughout Indiana have been enrolled and randomized to either the intervention or a usual care control group. Intervention patients receive centralized telecare management coupled with automated home-based symptom monitoring. Outcomes will be assessed at 1, 3, 6 and 12 months by research assistants blinded to treatment arm.
Results
Of 4465 patients screened, 2185 (49%) endorsed symptoms of pain or depression. Of screen-positive patients, about one-third were ineligible (most commonly due to pain or depression not meeting severity thresholds, or pain that is not cancer-related). Of the 405 patients enrolled, 32% have depression only, 24% pain only, and 44% both depression and pain. At baseline, participants report an average of 16.8 days out of the past 4 weeks in which they were confined to bed or had to reduce their usual activities by ≥ 50% due to pain or depression. Also, 176 (44%) report being unable to work due to health reasons.
Conclusions
When completed, the INCPAD trial will test whether centralized telecare management coupled with automated home-based symptom monitoring improves outcomes in cancer patients with depression and/or pain. Findings will be important for both oncologists and mental health clinicians confronted with oncology patients' depression or pain.
doi:10.1016/j.genhosppsych.2009.01.007
PMCID: PMC2743872  PMID: 19410103
cancer; pain; depression; antidepressants; analgesics; telemedicine; care management
19.  Psychosocial stress and anxiety in musculoskeletal pain patients with and without depression 
General hospital psychiatry  2008;31(2):116-122.
Objective
Determine if psychosocial stress and anxiety were associated with depression severity in primary care patients with chronic musculoskeletal pain.
Method
A cross-sectional sample of 500 primary care patients with musculoskeletal pain (250 with depression and 250 without depression) were assessed for anxiety, psychosocial stress, depression severity, and demographics. The depressed and nondepressed participants were compared using t-test and chi-square analyses. Multiple linear regression analyses evaluated the respective associations of psychosocial stressors and anxiety with SCL-20 depression severity across all 500 participants.
Results
Compared with nondepressed patients, the depressed patients reported significantly more psychosocial stressors and more severe anxiety. Depressed patients reported a higher frequency of difficulties with every psychosocial stressor assessed. After controlling for covariates, both anxiety and psychosocial stressors were associated with depression severity.
Conclusion
Both anxiety and psychosocial stress should be considered in the assessment and treatment of patients with musculoskeletal pain and depression. Psychosocial stressors among patients with pain may have an impact on depression beyond that of anxiety. Tailored, integrated treatments that target the psychosocial needs of patients with pain and depression are needed. In addition to pharmacotherapy, psychotherapy and other behavioral treatments may be especially important for depression complicated by anxiety or psychosocial stress.
doi:10.1016/j.genhosppsych.2008.10.003
PMCID: PMC2677657  PMID: 19269531
Depression; pain; psychosocial stress; anxiety
20.  Facilitating Clinical Research through the Health Information Exchange: Lipid Control as an Example 
Using data from the Indiana Network of Patient Care (INPC), we analyzed long-term statin adherence patterns and their effects on low-density lipoprotein cholesterol (LDL-C) control among patients with type 2 diabetes. Statin adherence was measured by proportion of days covered (PDC) for a 6-month interval prior to each LDL-C test date. Patient demographic and clinical characteristics were used as covariates for LDL-C control and predictors for statin adherence. From 4,350 eligible subjects, 25,596 6-month PDC and LDL-C level pairs were formed between 2001 and 2009. Rates of suboptimal adherence and suboptimal LDL-C control were 68.5% and 46.6%, respectively. Positive predictors for LDL-C control included adherence to statin (OR: 1.87, p<0.0001) and older age (OR: 1.11, p=0.01). Significant risk factors for non-adherence were young age, female gender, African American race and newly-treated status. This study demonstrated the utility of a health information exchange in health outcome and clinical effectiveness research.
PMCID: PMC3041406  PMID: 21347118
21.  Risk of Adverse Gastrointestinal Events from Inhaled Corticosteroids 
Pharmacotherapy  2008;28(11):1325-1334.
Study Objective
Previous studies suggest a risk of gastrointestinal events in patients prescribed oral corticosteroids, but gastrointestinal events have not commonly been documented in patients prescribed inhaled corticosteroids. We explored whether patients prescribed inhaled corticosteroids are at risk of adverse gastrointestinal effects.
Design
A retrospective cohort study was conducted using 25 years of electronic medical record data.
Setting
An urban health center with an academic affiliation.
Patients
The incidence of adverse gastrointestinal events in patients prescribed inhaled corticosteroids and albuterol (n = 7,156) was compared to those prescribed albuterol alone (n = 12,287).
Measurements and Main Results
Adverse gastrointestinal outcomes included events such as gastritis, ulcers, and bleeding. Cox proportional hazards models were used to determine the risk of adverse events controlling for possible confounders such as alcohol use or non-steroidal anti-inflammatory drug use. Adverse gastrointestinal events were observed in 461 (6.4%) patients prescribed inhaled corticosteroids and albuterol and in 302 (2.5%) patients prescribed only albuterol. Patients prescribed inhaled albuterol and inhaled corticosteroids had an increased risk of adverse gastrointestinal events compared to patients prescribed only albuterol [hazard ratio 1.26 (95% confidence interval 1.02 to 1.56)] after controlling for potential confounders. A prescription for a spacer device reduced this risk among patients prescribed inhaled steroid [hazard ratio 0.26 (95% confidence interval 0.20 to 0.34)].
Conclusions
Patients prescribed inhaled corticosteroids appear to have a slight risk of adverse gastrointestinal events that is mitigated in patients prescribed a spacer device.
doi:10.1592/phco.28.11.1325
PMCID: PMC2648528  PMID: 18956992
inhaled corticosteroids; gastrointestinal adverse events; spacer; obstructive airways disease
22.  Cognition and Health Literacy in Patients with Hypertension 
Journal of General Internal Medicine  2008;23(8):1172-1176.
BACKGROUND
Approximately half of the US population has marginal or inadequate health literacy, a measure highly associated with health outcomes. This measure is often linked to age and education, but recent evidence from patients with chronic heart failure suggests that much of age-related variability in health literacy can be explained by cognitive abilities (e.g., working memory, processing speed).
OBJECTIVE
We examined the role of cognitive and sensory abilities as mediators of age and education in determining functional health literacy among patients with hypertension.
PARTICIPANTS
Four hundred ninety two community-dwelling adults diagnosed with hypertension (aged 21 to 92 years) participated. They were primarily female (73%), African-American (68%), and reported taking on average 7.8 prescribed medications.
MEASUREMENTS
Before participation in a medication adherence intervention study, participants completed a battery of health literacy-related tasks. They completed tests that measured health literacy [Short Test of Functional Health Literacy in Adults (STOFHLA)], cognitive abilities (working memory, processing speed), sensory abilities (visual acuity and hearing), and physical health.
RESULTS
Regression analyses showed that health literacy was related to age, education, and race (accounting for 24.4% of variance in STOFHLA scores). Cognitive ability accounted for an additional 24% of variance and greatly reduced the influence of age, education, and race (by 75%, 40%, and 48%, respectively).
CONCLUSIONS
When controlling for cognitive and sensory variables, the association of age and education with STOFHLA scores was dramatically reduced. Thus, future interventions aimed at improving self-care for patients with low health literacy should aim to reduce demands on patients’ cognitive abilities.
doi:10.1007/s11606-008-0612-2
PMCID: PMC2517973  PMID: 18459011
health literacy; hypertension; working memory; aging
23.  Assessing Sexual Attitudes and Behaviors of Young Women: A Joint Model with Nonlinear Time Effects, Time Varying Covariates, and Dropouts 
Understanding human sexual behaviors is essential for the effective prevention of sexually transmitted infections. Analysis of longitudinally measured sexual behavioral data, however, is often complicated by zero-inflation of event counts, nonlinear time trend, time-varying covariates, and informative dropouts. Ignoring these complicating factors could undermine the validity of the study findings. In this paper, we put forth a unified joint modeling structure that accommodates these features of the data. Specifically, we propose a pair of simultaneous models for the zero-inflated event counts: Each of these models contains an auto-regressive structure for the accommodation of the effect of recent event history, and a nonparametric component for the modeling of nonlinear time effect. Informative dropout and time varying covariates are modeled explicitly in the process. Model fitting and parameter estimation are carried out in a Bayesian paradigm by the use of a Markov Chain Monte Carlo (MCMC) method. Analytical results showed that adolescent sexual behaviors tended to evolve nonlinearly over time and they were strongly influenced by the day-to-day variations in mood and sexual interests. These findings suggest that adolescent sex is to a large extent driven by intrinsic factors rather than being compelled by circumstances, thus highlighting the need of education on self protective measures against infection risks.
doi:10.1198/016214508000000850
PMCID: PMC2657729  PMID: 19300533
Joint modeling; Markov Chain Monte Carlo; Mood; Sexually transmitted infections; Zero-inflated Poisson
24.  Estimation of survival functions in interval and right censored data using STD behavioural diaries 
Statistics in medicine  2006;25(23):4053-4064.
Summary
In investigations of sexually transmitted diseases (STDs), true infection times are often either interval censored or right censored. For such data, reliable estimation of the survival function is difficult to obtain. In this research, we propose a resampling based method for the estimation of the survival function using auxiliary behavioural information provided by daily diaries. By imputing the unknown infection time from a list of sexual encounter times recorded in the diaries, the proposed procedure can be easily implemented using existing estimation procedures for right censored data. Our simulations show that the proposed procedure consistently outperforms the existing ad hoc estimation methods and produces smaller mean integrated squared errors (MISE). We illustrate this method by analysing infection data obtained from an ongoing STD investigation of adolescent females.
doi:10.1002/sim.2505
PMCID: PMC2586952  PMID: 16421864
diary data; imputation; interval censoring; resampling; survival function estimation
25.  A Longitudinal Study of Genital Human Papillomavirus Infection in a Cohort of Closely Followed Adolescent Women 
The Journal of infectious diseases  2004;191(2):182-192.
Background
We performed a study to better characterize the natural history of genital human papillomavirus (HPV) infection in a cohort of closely followed adolescent women.
Methods
A cohort of 60 adolescent women was followed over a 2.2-year period, on average. A median of 41.5 self-collected vaginal and clinician-obtained cervical swabs were obtained from each subject
Results
HPV was detected in 45.3% of all adequate specimens, by use of a polymerase chain reaction/reverse blot strip assay. Oncogenic—or high-risk (HR)—HPV types were detected in 38.6% of specimens, and nononcogenic—or low-risk (LR)—types were detected in 19.6% of specimens. During the entire study period, 49 of 60 subjects tested positive for HPV (cumulative prevalence, 81.7%). The most frequently detected HR types were HPV types 52, 16, and 59. Infections with multiple HPV types were common. The median duration of persistence of a specific HPV type was 168 days, and HR types were more persistent than LR types. Abnormal cervical cytological results occurred in 37% of the adolescent women and were significantly associated with HR HPV infection.
Conclusions
The cumulative prevalence of HPV infection in sexually active adolescent women is extremely high, involves numerous HPV types, and frequently results in cervical dysplasia.
doi:10.1086/426867
PMCID: PMC2586143  PMID: 15609227

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