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1.
Health Promot Int ; 38(5)2023 Oct 01.
Article in English | MEDLINE | ID: mdl-37796105

ABSTRACT

Health literacy is an important foundation for health promotion and an under-recognized risk factor for immigrant and refugee groups. Yet measuring health literacy among diverse ethnic and linguistic populations presents complex challenges. We describe cultural and translation challenges encountered in measuring health literacy among Russian-speaking immigrants to the USA and offer a mixed-methods approach to understanding them. The Rx-Health Literacy (RxHL) study used cross-sectional quantitative and qualitative data to examine health literacy and medication adherence among five cultural and four language groups (Latinx, Vietnamese, African-American, Russian-speaking immigrant and White American) who are patients at Caring Health Center, a federally qualified health center in Springfield, MA. We translated an existing health literacy scale into Russian and Vietnamese and examined item difficulty across cultural groups. We conducted qualitative cognitive interviews to learn more about Russian speakers' understandings of the scale. Health literacy scores varied by cultural group, and the range of correct responses was much greater among Russian speakers than in other groups. Percentage correct varied by 69.7% for Russian speakers, compared with 25.0-44.0% for other groups. These findings indicate greater variability in health literacy levels among this group compared with others. Cognitive interviews with Russian-speaking participants revealed multiple interpretations of several items, suggesting that the English version of the scale contained embedded meanings associated with an American health care context that were not captured in the translated instrument. Combining qualitative and quantitative research methods allows for greater insight into contextual and translation factors that may shape the results of translated instruments in unanticipated ways.


Subject(s)
Emigrants and Immigrants , Health Literacy , Humans , Cross-Sectional Studies , Language , USSR
2.
Can Fam Physician ; 68(2): e49-e58, 2022 02.
Article in English | MEDLINE | ID: mdl-35177515

ABSTRACT

OBJECTIVE: To assess whether an intervention to help patients prioritize goals for their visit would improve patient-provider communication and clinical outcomes. DESIGN: Randomized controlled pilot study. SETTING: Primary care clinic. PARTICIPANTS: There were 120 adult hypertensive patients enrolled. INTERVENTION: Patients were randomized to receive either usual care or a previsit patient activation card developed through a series of focus groups that prompted patients to articulate their needs and set priorities for their clinic visit. Encounters were audiorecorded, transcribed, and assessed using duplicate ratings of patient activation and decision making. MAIN OUTCOME MEASURES: The primary outcome was change in medication adherence as measured by pill count at 4 and 12 weeks after the initial visit. Secondary outcomes evaluated patient-provider interaction quality (patient satisfaction, patient activation, shared decision making, patient trust, and physicians' perceived difficulty of the encounter), functional status, and blood pressure control. RESULTS: Of the 120 enrolled patients, 106 completed the baseline visit (mean age of 66 years, 53% women, 57% Black, 36% White). Participants had multiple comorbidities (median number of medications = 8). During the visit, there was greater patient activation in the intervention arm than in the control arm (4.4 vs 3.8, P = .047; ratings were based on a scale from 1 to 10). However, after the visit there were no differences in medication adherence (4 weeks: 45.8% vs 49.5%; 12 weeks: 49.4% vs 51.1%), blood pressure control (4 weeks: 133/78 mm Hg vs 131/77 mm Hg; 12 weeks: 129/77 mm Hg vs 129/76 mm Hg), or encounter satisfaction (78.6% vs 73.8% fully satisfied; P = .63). There were also no differences in shared decision making, patients' trust, or perceived difficulty of the encounter. CONCLUSION: A single previsit tool designed to prompt patients to set a prioritized agenda improved patient activation during the visit, but did not affect the quality of the interaction or postvisit patient-centred outcomes.


Subject(s)
Decision Making, Shared , Patient Participation , Adult , Aged , Female , Humans , Male , Medication Adherence , Patient Satisfaction , Pilot Projects , Primary Health Care
3.
Pain Med ; 22(2): 282-291, 2021 02 23.
Article in English | MEDLINE | ID: mdl-32358611

ABSTRACT

OBJECTIVE: To compare health care expenditures between older US adults (≥50 years) with pain who were prescribed opioid medications and those who were not. DESIGN: Cross-sectional. SETTING: Community-based adults in the 2015 Medical Expenditure Panel Survey (MEPS). SUBJECTS: Nationally representative sample of US adults alive for the calendar year, aged 50 years or older, who reported having pain in the past four weeks. METHODS: Older US adults (≥50 years) with pain in the 2015 MEPS data were identified. The key independent variable was opioid prescription status (prescribed opioid vs not prescribed opioid). Hierarchical linear regression models assessed health care expenditures (inpatient, outpatient, office-based, emergency room, prescription medications, other, and total) in US dollars for opioid prescription status from a community-dwelling US population perspective, adjusting for covariates. RESULTS: The 2015 study cohort provided a national estimate of 50,898,592 noninstitutionalized US adults aged ≥50 years with pain in the past four weeks (prescribed opioid N = 16,757,516 [32.9%], not prescribed opioid N = 34,141,076 [67.1%]). After adjusting for covariates, individuals prescribed an opioid had 61% greater outpatient (ß = 0.477, P < 0.0001), 69% greater office-based (ß = 0.524, P < 0.0001), 14% greater emergency room (ß = 0.131, P = 0.0045), 63% greater prescription medication (ß = 0.486, P < 0.0001), 29% greater other (ß = 0.251, P = 0.0002), and 105% greater total (ß = 0.718, P < 0.0001) health care expenditures. There was no difference in opioid prescription status for inpatient expenditures (P > 0.05). CONCLUSIONS: This study raises awareness of the economic impact associated with opioid use among US older adults with pain. Future research should investigate these variables in greater depth, over longer time periods, and in additional populations.


Subject(s)
Analgesics, Opioid , Prescription Drugs , Adult , Aged , Analgesics, Opioid/therapeutic use , Cross-Sectional Studies , Health Expenditures , Humans , Middle Aged , Pain , Prescription Drugs/therapeutic use , United States
4.
J Clin Pharm Ther ; 46(1): 114-120, 2021 Feb.
Article in English | MEDLINE | ID: mdl-32949161

ABSTRACT

WHAT IS KNOWN AND OBJECTIVE: Hypertension (HTN) and chronic kidney disease (CKD) are recognized as silent killers because they are asymptomatic conditions that contribute to the burden of multiple comorbidities. The achievement of a blood pressure (BP) goal can dramatically reduce the risks of CKD. In this study, we aimed to assess the effectiveness of pharmacist intervention on BP control in patients with CKD and evaluate the usefulness of home-based BP telemonitoring. METHODS: The terms "chronic kidney disease," "pharmacist," "BP" and "randomized controlled trial (RCT)" were used five databases to search for information regarding pharmacist intervention on BP control in patients with CKD. The inclusion criteria were as follows: (a) studies for adult patients with uncontrolled HTN and (b) studies with adequate data for meta-analysis. The primary outcome was an evaluation of achievement of BP goal in patients with CKD. The secondary outcome was usefulness of home-based BP telemonitoring by pharmacists in patients with CKD. RESULTS AND DISCUSSION: Six RCTs were identified and included in the meta-analysis with a total of 2573 patients (mean age 66.0 years and 63.9% male). Pharmacist interventions resulted in significantly better BP control vs usual care (OR = 1.53, 95% CI = 1.15-2.04, P < .01). Pharmacist interventions using home-based BP telemonitoring were significantly superior to control/usual care (OR = 2.03, 95% CI = 1.49-2.77, P < .01), whereas pharmacist interventions without home-based BP telemonitoring did not significantly improve BP control compared to that with control/usual care (OR = 1.30, 95% CI = 0.97-1.75, P = .08). Home-based BP telemonitoring supported team-based care for HTN in these studies. In addition, patient self-monitoring with telemedicine devices might enhance patients' abilities to manage their condition by pharmacist instruction. WHAT IS NEW AND CONCLUSION: The findings of this meta-analysis showed that pharmacist interventions with home-based BP telemonitoring improve BP control among adult patients with CKD.


Subject(s)
Antihypertensive Agents/therapeutic use , Hypertension/drug therapy , Pharmaceutical Services , Renal Insufficiency, Chronic , Telemedicine , Antihypertensive Agents/administration & dosage , Humans , Randomized Controlled Trials as Topic
5.
Am J Geriatr Psychiatry ; 27(8): 794-805, 2019 08.
Article in English | MEDLINE | ID: mdl-30926273

ABSTRACT

OBJECTIVE: To quantify the extent and identify predictors of potentially inappropriate antidepressant use among older adults with dementia and newly diagnosed major depressive disorders (MDD). METHODS: This retrospective cohort study included older adults (aged ≥65 years) with dementia and newly diagnosed MDD using Medicare 5% sample claims data (2012-2013). Based on Healthcare Effectiveness Data and Information Set guidelines, intake period for new antidepressant medication use was from May 1, 2012, through April 30, 2013. Index prescription start date was the first date of antidepressant prescription claim during the intake period. Dependent variable of this study was potentially inappropriate antidepressant use as defined by the Beers Criteria and the Screening Tool of Older Persons' potentially inappropriate Prescriptions criteria. The authors conducted multiple logistic regression analysis to identify individual-level predictors of potentially inappropriate antidepressant use. RESULTS: The authors' final study sample consisted of 7,625 older adults with dementia and newly diagnosed MDD, among which 7.59% (N = 579) initiated treatment with a potentially inappropriate antidepressant. Paroxetine (N = 394) was the most commonly initiated potentially inappropriate antidepressant followed by amitriptyline (N = 104), nortriptyline (N = 35), and doxepin (N = 32). Initiation of a potentially inappropriate antidepressant was associated with age and baseline use of anxiolytic medications. CONCLUSION: More than 7% of older adults in the study sample initiated a potentially inappropriate antidepressant, and the authors identified a few individual-level factors significantly associated with it. Appropriately tailored interventions to address modifiable and nonmodifiable factors significantly associated with potentially inappropriate antidepressant prescribing are required to minimize risks in this vulnerable population.


Subject(s)
Antidepressive Agents/therapeutic use , Dementia/drug therapy , Depressive Disorder, Major/drug therapy , Inappropriate Prescribing/statistics & numerical data , Potentially Inappropriate Medication List , Aged , Aged, 80 and over , Female , Humans , Male , Medicare/statistics & numerical data , Retrospective Studies , United States
6.
BMC Geriatr ; 19(1): 272, 2019 10 16.
Article in English | MEDLINE | ID: mdl-31619178

ABSTRACT

BACKGROUND: Older surgical patients are at high risk of developing postoperative delirium. Non-pharmacological strategies are recommended for delirium prevention, but no pharmacological agents have compelling evidence to decrease the incidence of delirium. The purpose of this study was to assess whether perioperative melatonin decreases the incidence of delirium in older adults undergoing surgical procedures. METHODS: A systematic search using PubMed/Medline, Embase, PsycINFO, CINAHL, and references of identified articles published in English between January 1990 and October 2017 was performed. Two independent reviewers screened titles and abstracts, and then extracted data following a full-text review of included articles with consensus generation and bias assessment. Studies reporting outcomes for melatonin or ramelteon use to prevent delirium in postoperative hospitalized patients (mean age ≥ 50 years) were eligible for inclusion. Data were pooled using a fixed-effects model to generate a forest plot and obtain a summary odds ratio for the outcome of interest (delirium incidence). Cochran's Q and I2 values were used to investigate heterogeneity. RESULTS: Of 335 records screened, 6 studies were selected for the qualitative analysis and 6 were included in the meta-analysis (n = 1155). The mean age of patients in included studies ranged from 59 to 84 years. Patients in intervention groups typically received melatonin or ramelteon at daily doses of two to eight milligrams around cardiothoracic, orthopedic, or hepatic surgeries for one to nine days, starting on the evening before or the day of surgery. The incidence of delirium ranged from 0 to 30% in the intervention groups versus 4-33% in the comparator groups, and was significantly reduced in the melatonin group, with a summary effect of the meta-analysis yielding an odds ratio of 0.63 (95% CI 0.46 to 0.87; 0.006; I2 = 72.1%). A one study removed analysis reduced overall odds ratio to 0.310 (95% CI 0.19 to 0.50), while reducing heterogeneity (Cochran's Q = 0.798, I2 = 0.000). CONCLUSION: Perioperative melatonin reduced the incidence of delirium in older adults in the included studies. While optimal dosing remains an unanswered question, the potential benefit of melatonin and melatonin receptor agonists may make them a reasonable option to use for delirium prevention in older adults undergoing surgical procedures.


Subject(s)
Central Nervous System Depressants/therapeutic use , Delirium/epidemiology , Delirium/prevention & control , Melatonin/therapeutic use , Postoperative Cognitive Complications/epidemiology , Postoperative Cognitive Complications/prevention & control , Aged , Aged, 80 and over , Delirium/psychology , Humans , Incidence , Middle Aged , Postoperative Cognitive Complications/psychology , Randomized Controlled Trials as Topic/methods
7.
Health Educ Res ; 34(6): 556-568, 2019 12 01.
Article in English | MEDLINE | ID: mdl-31769851

ABSTRACT

This study aims to contribute to the development of community-responsive research approaches by describing the research methods used in the RxHL study and the interprofessional and community-based collaboration that produced them. The mixed-method RxHL study was developed in close consultation with staff and providers at our research site, a federally qualified health center in Springfield, MA. We utilized quantitative methods including chart review, manual pill counts and self-report surveys to assess factors associated with medication adherence in a diverse population of low-income patients with chronic disease. We triangulated these results with findings from qualitative methods that included in-depth interviews, home visits and chronic disease diaries. We used the constant comparison method and interdisciplinary, participatory team meetings to integrate quantitative and qualitative findings. A community-responsive approach facilitated the recruitment and retention of a diverse sample of patients. Self-report surveys revealed the widespread scope of barriers to care such as medication costs and transportation, and limited health literacy among diverse groups. Qualitative research methods offered a deeper understanding of the social and environmental contexts in which medication adherence takes place. Prioritizing the needs of community partners and research participants facilitates rigorous data collection in clinical settings with maximum participation from community partners.


Subject(s)
Medication Adherence , Adult , Aged , Aged, 80 and over , Chronic Disease/drug therapy , Female , Health Literacy , Humans , Interviews as Topic , Male , Medication Adherence/psychology , Middle Aged , Poverty , Qualitative Research , Referral and Consultation , Self Report , Young Adult
8.
J Stroke Cerebrovasc Dis ; 27(3): 563-567, 2018 Mar.
Article in English | MEDLINE | ID: mdl-29097059

ABSTRACT

GOAL: Despite the importance of treating depression, little is known regarding the current practice pattern of depression treatment among older adults with stroke and depression. We used national survey data from ambulatory settings to examine the depression treatment patterns and predictors among stroke survivors in the United States (US). MATERIALS AND METHODS: We used a cross-sectional study design by pooling multiple-year data (2005-2011) from the National Ambulatory Medical Care Survey and the outpatient department of the National Hospital Ambulatory Medical Care Survey. Older adults (age ≥50 years) with stroke and depression constituted the final study sample. Depression treatment defined as antidepressant use with or without psychotherapy was the dependent variable in this study. All analyses adjusted for the complex survey design of the datasets to obtain nationally representative estimates. FINDINGS: The overall depression treatment was observed in 47.32% of the study sample, mainly driven by antidepressant use alone. An overwhelming majority used selective serotonin reuptake inhibitors (77% of overall antidepressant use), and sertraline was the most prescribed antidepressant (30.5% of overall antidepressant use). Gender, race or ethnicity, region of residence, number of medications recorded at the sampled visit, and number of chronic conditions were significantly associated with depression treatment. CONCLUSION: According to this nationally representative sample, approximately 1 in 2 stroke survivors with depression received depression treatment in ambulatory care settings in the US. Appropriate interventions should be developed to optimize depression treatment.


Subject(s)
Ambulatory Care , Antidepressive Agents/therapeutic use , Depression/drug therapy , Outpatient Clinics, Hospital , Practice Patterns, Physicians'/trends , Stroke/therapy , Age Factors , Aged , Antidepressive Agents/classification , Combined Modality Therapy , Comorbidity , Cross-Sectional Studies , Depression/diagnosis , Depression/epidemiology , Depression/psychology , Female , Health Care Surveys , Humans , Male , Middle Aged , Psychotherapy , Risk Factors , Stroke/diagnosis , Stroke/epidemiology , Stroke/psychology , Time Factors , Treatment Outcome , United States/epidemiology
9.
Consult Pharm ; 33(1): 24-32, 2018 Jan 01.
Article in English | MEDLINE | ID: mdl-29336275

ABSTRACT

Though older adults are more sensitive to the effects of medications than their younger counterparts, they are often excluded from manufacturer-based clinical studies. Practice-based research is a practical method to identify medication-related effects in older patients. This research also highlights the role of a pharmacist in improving care in this population. A single study rarely has strong enough evidence to change geriatric practice, unless it is a large-scale, multisite, randomized controlled trial that specifically targets older adults. It is important to design studies that may be used in systematic reviews or meta-analyses that build a stronger evidence base. Recent literature has documented a gap in advanced pharmacist training pertaining to research skills. In this paper, we hope to fill some of the educational gaps related to research in older adults. We define best practices when deciding on the type of study, inclusion and exclusion criteria, design of the intervention, how outcomes are measured, and how results are reported. Well-designed studies increase the pool of available data to further document the important role that pharmacists have in optimizing care of older patients.


Subject(s)
Outcome Assessment, Health Care , Pharmacists , Professional Role , Research Design , Aged , Humans , Meta-Analysis as Topic , Review Literature as Topic
10.
Ann Pharmacother ; 51(10): 890-907, 2017 Oct.
Article in English | MEDLINE | ID: mdl-28573873

ABSTRACT

OBJECTIVE: To conduct a comprehensive systematic review and meta-analyses examining the impact of pharmacist interventions as part of health care teams on diabetes therapeutic outcomes in ambulatory care settings. DATA SOURCES: PubMed/MEDLINE, EMBASE, Cochrane Library, International Pharmaceutical Abstracts, Web of Science, Scopus, WHO's Global Health Library, ClinicalTrials.gov , and Google Scholar were searched (1995 to February 2017). Search terms included pharmacist, team, and diabetes. STUDY SELECTION: Full-text articles published in English with comparative designs, including randomized controlled trials, nonrandomized controlled trials, and pretest-posttest studies evaluating hemoglobin A1C (A1C), were assessed. DATA EXTRACTION AND SYNTHESIS: Two reviewers independently screened for study inclusion and extracted data. Quality of the studies was assessed using tools developed based on the framework of the Cochrane Collaboration's recommendations. DATA SYNTHESIS: A total of 1908 studies were identified from the literature and reference searches; 42 studies were included in the systematic review (n = 10 860) and 35 in the meta-analyses (n = 7417). Mean age ranged from 42 to 73 years, and 8% to 100% were male. The overall standardized mean difference (SMD) for A1C for pharmacist care versus comparison was 0.57 ( P < 0.01), a moderate effect representing a mean difference of 1.1% (95% CI = 0.88-1.27). The effects for systolic blood pressure and low-density lipoprotein cholesterol were between small and moderate (SMD = 0.31 and 0.32; P < 0.01). The heterogeneity was high for all outcomes (>83%), indicating functional differences among the studies. No publication bias was detected. CONCLUSION: Pharmacists' interventions as part of the patient's health care team improved diabetes therapeutic outcomes, substantiating the important role of pharmacists in team-based diabetes management.


Subject(s)
Ambulatory Care/methods , Diabetes Mellitus/drug therapy , Patient Care Team/standards , Pharmacists/organization & administration , Adult , Aged , Ambulatory Care/standards , Blood Pressure/drug effects , Cholesterol, LDL/blood , Glycated Hemoglobin/analysis , Humans , Middle Aged , Pharmacists/standards , Professional Role , Treatment Outcome
11.
Sr Care Pharm ; 39(1): 22-29, 2024 Jan 01.
Article in English | MEDLINE | ID: mdl-38160239

ABSTRACT

Background Prior to the COVID-19 pandemic, PharmD students at the University of Arizona (UArizona) had a long-standing relationship with the older people at St. Luke's Home, a local Eden Alternative assisted-living community. Hosting community engagement programs for assisted-living residents was challenging with COVID-19 precautions and older individuals suffering from social isolation and loneliness. Objective To determine the impact of playing a virtual game, 'Name That Band,' on older people's and PharmD students' feelings of social isolation during the COVID-19 pandemic. Methods Questionnaires were administered before and after a virtual game to residents at St. Luke's Home and PharmD students at UArizona. Participants were asked about their mood before COVID-19 and pre-and postgame, as well as their social interactions and feelings of loneliness using the Modified UCLA Three-Item Loneliness Scale, which assesses a composite score of lack of companionship, feelings of being left out, and isolation. Results Fifteen older people and 11 students participated in the game (N = 26). All participants completed the pregame survey and 25 completed the postgame survey. The older people reported fewer feelings of isolation and loneliness (measured by a reduction in UCLA Loneliness Scale score) postgame compared with pregame. The students reported a higher total UCLA Loneliness Scale score during the pandemic than prepandemic, but there was no difference in their scores postgame compared with pregame. More older people and students reported feeling 'happy' after playing the virtual game together compared with before the pandemic and before playing. The aspect of the activity that helped older people and students feel more socially engaged was playing a game. Conclusion A social intervention using a virtual game may be a tool that can be used to decrease feelings of isolation and increase engagement for older people residing in an assisted-living community.


Subject(s)
COVID-19 , Pandemics , Humans , Aged , COVID-19/epidemiology , Social Isolation , Loneliness , Students
12.
Sci Rep ; 14(1): 2535, 2024 01 30.
Article in English | MEDLINE | ID: mdl-38291114

ABSTRACT

Hypertension is a major cause of cardiovascular diseases. Several recent studies reported that pharmacists' remote follow-up reduced hypertension patients' blood pressure (BP). This meta-analysis aims to verify whether remote follow-up by pharmacists improves BP levels and reveal the factors that make the intervention effective. The search, conducted using PubMed/Medline, Embase, and Cochrane Library from June to July 2023, targeted articles published between October 1982 and June 2023, using terms including "pharmacist", "hypertension", and "randomized controlled trial (RCT)". The inclusion criteria were: (a) RCTs involving hypertension patients with or without comorbidities, (b) pharmacists using remote communication tools to conduct follow-up encounter during the intervention period, (c) reporting systolic blood pressure (SBP) at baseline and during intervention. SBP was the primary outcome for the meta-analysis. Thirteen studies (3969 participants) were included in this meta-analysis. The mean difference of SBP between intervention group and control group was - 7.35 mmHg (P < 0.0001). Subgroup analyses showed the greater reduction of SBP in the "regularly scheduled follow-up cohort" (- 8.89 mmHg) compared with the "as needed follow-up cohort" (- 3.23 mmHg, P < 0.0001). The results revealed that remote follow-up by pharmacists reduced SBP levels in hypertension patients and scheduled remote follow-up may contribute to the effectiveness.


Subject(s)
Hypertension , Hypotension , Humans , Blood Pressure , Pharmacists , Follow-Up Studies , Randomized Controlled Trials as Topic , Hypertension/drug therapy
13.
In Vivo ; 38(1): 460-466, 2024.
Article in English | MEDLINE | ID: mdl-38148098

ABSTRACT

BACKGROUND/AIM: This study aimed to determine the effectiveness of online team-based learning (TBL) and the factors influencing dropouts from online TBL for pharmacists on how to conduct clinical medication reviews for older adults. PARTICIPANTS AND METHODS: All participants were randomly assigned to the TBL or non-TBL group by using a random number sequence table matched by their years of experience working as a pharmacist. The primary outcome was whether the score on the team readiness assurance test (TRAT) in the TBL group differed from that on the second individual readiness assurance test (IRAT) in the non-TBL group. The secondary outcome was to identify factors contributing to dropouts from the online TBL program. RESULTS: The TRAT score in the TBL group was significantly higher than the second IRAT score in the non-TBL group during the first session (p=0.010). There were no differences in TRAT and IRAT scores between groups in two subsequent sessions. Logistic regression analysis revealed that less than 10 years of pharmacy experience was a contributor to dropouts (p=0.039), whereas experience in home-based care prevented dropouts (p=0.026) in our online TBL program. CONCLUSION: This study revealed the short-term usefulness of online TBL on medication reviews for older adults and elucidated the factors related to dropouts. Although instructors should provide positive feedback to participants with insufficient experience in pharmacy practice and home-based care, online TBL has the potential to improve educational effectiveness for community pharmacists during the COVID-19 pandemic.


Subject(s)
Pharmacists , Problem-Based Learning , Humans , Aged , Japan , Medication Review , Pandemics , Group Processes , Educational Measurement
14.
Clin Drug Investig ; 44(5): 357-366, 2024 May.
Article in English | MEDLINE | ID: mdl-38684605

ABSTRACT

BACKGROUND: Chemotherapy-induced thrombocytopenia is often a use-limiting adverse reaction to gemcitabine and cisplatin (GC) combination chemotherapy, reducing therapeutic intensity, and, in some cases, requiring platelet transfusion. OBJECTIVE: A retrospective cohort study was conducted on patients with urothelial cancer at the initiation of GC combination therapy and the objective was to develop a prediction model for the incidence of severe thrombocytopenia using machine learning. METHODS: We performed receiver operating characteristic analysis to determine the cut-off values of the associated factors. Multivariate analyses were conducted to identify risk factors associated with the occurrence of severe thrombocytopenia. The prediction model was constructed from an ensemble model and gradient-boosted decision trees to estimate the risk of an outcome using the risk factors associated with the occurrence of severe thrombocytopenia. RESULTS: Of 186 patients included in this study, 46 (25%) experienced severe thrombocytopenia induced by GC therapy. Multivariate analyses revealed that platelet count ≤ 21.4 (×104/µL) [odds ratio 7.19, p < 0.01], hemoglobin ≤ 12.1 (g/dL) [odds ratio 2.41, p = 0.03], lymphocyte count ≤ 1.458 (×103/µL) [odds ratio 2.47, p = 0.02], and dose of gemcitabine ≥ 775.245 (mg/m2) [odds ratio 4.00, p < 0.01] were risk factors of severe thrombocytopenia. The performance of the prediction model using these associated factors was high (area under the curve 0.76, accuracy 0.82, precision 0.68, recall 0.50, and F-measure 0.58). CONCLUSIONS: Platelet count, hemoglobin level, lymphocyte count, and gemcitabine dose contributed to the development of a novel prediction model to identify the incidence of GC-induced severe thrombocytopenia.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols , Cisplatin , Deoxycytidine , Gemcitabine , Thrombocytopenia , Humans , Deoxycytidine/analogs & derivatives , Deoxycytidine/adverse effects , Deoxycytidine/administration & dosage , Thrombocytopenia/chemically induced , Thrombocytopenia/epidemiology , Thrombocytopenia/diagnosis , Cisplatin/adverse effects , Cisplatin/administration & dosage , Male , Female , Retrospective Studies , Aged , Middle Aged , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Antineoplastic Combined Chemotherapy Protocols/administration & dosage , Urologic Neoplasms/drug therapy , Platelet Count , Risk Factors , Machine Learning
15.
J Clin Med ; 13(12)2024 Jun 07.
Article in English | MEDLINE | ID: mdl-38929905

ABSTRACT

Background/Objectives: Concurrent opioid (OPI) and benzodiazepine (BZD) use may exacerbate injurious fall risk (e.g., falls and fractures) compared to no use or use alone. Yet, patients may need concurrent OPI-BZD use for co-occurring conditions (e.g., pain and anxiety). Therefore, we examined the association between longitudinal OPI-BZD dosing patterns and subsequent injurious fall risk. Methods: We conducted a retrospective cohort study including non-cancer fee-for-service Medicare beneficiaries initiating OPI and/or BZD in 2016-2018. We identified OPI-BZD use patterns during the 3 months following OPI and/or BZD initiation (i.e., trajectory period) using group-based multi-trajectory models. We estimated the time to first injurious falls within the 3-month post-trajectory period using inverse-probability-of-treatment-weighted Cox proportional hazards models. Results: Among 622,588 beneficiaries (age ≥ 65 = 84.6%, female = 58.1%, White = 82.7%; having injurious falls = 0.45%), we identified 13 distinct OPI-BZD trajectories: Group (A): Very-low OPI-only (early discontinuation) (44.9% of the cohort); (B): Low OPI-only (rapid decline) (15.1%); (C): Very-low OPI-only (late discontinuation) (7.7%); (D): Low OPI-only (gradual decline) (4.0%); (E): Moderate OPI-only (rapid decline) (2.3%); (F): Very-low BZD-only (late discontinuation) (11.5%); (G): Low BZD-only (rapid decline) (4.5%); (H): Low BZD-only (stable) (3.1%); (I): Moderate BZD-only (gradual decline) (2.1%); (J): Very-low OPI (rapid decline)/Very-low BZD (late discontinuation) (2.9%); (K): Very-low OPI (rapid decline)/Very-low BZD (increasing) (0.9%); (L): Very-low OPI (stable)/Low BZD (stable) (0.6%); and (M): Low OPI (gradual decline)/Low BZD (gradual decline) (0.6%). Compared with Group (A), six trajectories had an increased 3-month injurious falls risk: (C): HR = 1.78, 95% CI = 1.58-2.01; (D): HR = 2.24, 95% CI = 1.93-2.59; (E): HR = 2.60, 95% CI = 2.18-3.09; (H): HR = 2.02, 95% CI = 1.70-2.40; (L): HR = 2.73, 95% CI = 1.98-3.76; and (M): HR = 1.96, 95% CI = 1.32-2.91. Conclusions: Our findings suggest that 3-month injurious fall risk varied across OPI-BZD trajectories, highlighting the importance of considering both dose and duration when assessing injurious fall risk of OPI-BZD use among older adults.

16.
Consult Pharm ; 28(3): 168-75, 2013 Mar.
Article in English | MEDLINE | ID: mdl-23462026

ABSTRACT

OBJECTIVES: The objective of this study was to evaluate a pharmacy student-led interactive educational program for older adults on the safe use of over-the-counter (OTC) medications. METHODS: This was a prospective, interventional study evaluating an educational program covering 12 common OTC topics. Doctor of pharmacy students and a geriatric specialist faculty advisor developed and delivered a 30-minute presentation tailored to older adults, accompanied by various interactive learning methods, including a question and answer session. Following the program, participants completed a questionnaire to address the helpfulness and report intentions of behavior change. RESULTS: A total of 88 individuals attended the presentations, and 64 participants voluntarily completed the anonymous post-program survey; 91.8% of the participants indicated the intervention was either "very helpful" or "moderately helpful." The majority of subjects stated they would make changes to the way they use OTCs (79.3%) and discuss OTC use with their providers (88.3%). The three most beneficial topics included vitamins/minerals, reading a drug label, and sleep medications. CONCLUSION: An interactive educational program on the safe use of OTC medications was helpful and generated positive intentions regarding behavior change in OTC use among older adults.


Subject(s)
Health Knowledge, Attitudes, Practice , Nonprescription Drugs/adverse effects , Patient Education as Topic , Students, Pharmacy , Age Factors , Aged, 80 and over , Arizona , Female , Humans , Male , Patient Safety , Program Evaluation , Prospective Studies , Risk Assessment , Risk Factors , Surveys and Questionnaires
17.
Sr Care Pharm ; 38(9): 378-390, 2023 Sep 01.
Article in English | MEDLINE | ID: mdl-37612848

ABSTRACT

Objective Community pharmacists play an important role in providing many essential services to older adult patients. This study aimed to assess participants' awareness and utilization of current services provided by the community pharmacy and to identify preferences for innovative strategies and services related to healthy aging. Design This is community-based research using interviews with older people in community pharmacies. Student pharmacists performed the interviews, asking 11 questions developed by the research team. The interview questions included services currently provided by the community pharmacy to determine patient awareness and use. Setting One-on-one structured interviews with participants 50 years of age and older were conducted at community pharmacies in Arizona. Results A total of 53 older people (54.7% female) participated, with most patients knowledgeable about current pharmacy services and 69.7% using at least one service. When asked if they would participate in innovative services, more than half of those interviewed (56.6%) were interested in medication side effect screening and education, and 54.7% would want to participate in medication review with drug interaction screening. Almost half were interested in lifestyle education for healthy aging in nutrition and physical activities (49.1%) and medication disposal (47.2%). Most participants preferred to communicate in person with their pharmacists, but some showed interest in mobile phone texts and calls. Conclusion Community pharmacies may be a viable setting to provide novel services to promote healthy aging among older people, particularly medication side effect and drug interaction screenings and education.


Subject(s)
Drug-Related Side Effects and Adverse Reactions , Pharmaceutical Services , Pharmacies , Humans , Female , Aged , Male , Arizona , Exercise
18.
Am J Pharm Educ ; 87(6): 100063, 2023 06.
Article in English | MEDLINE | ID: mdl-37316138

ABSTRACT

OBJECTIVE: Leadership development is necessary for student pharmacists to become pharmacist leaders, but no readily usable standard measurement of student attitudes toward and beliefs about leadership exists. To assess the reliability and validity evidence for using the Leadership Attitudes and Beliefs Scale (LABS-III), originally developed and validated in Malaysia, for use with student pharmacists in the United States. METHODS: The 2-unit leadership course was piloted among second- and third-year students in a public college of pharmacy with a 4-year doctor of pharmacy curriculum. The participating students completed the LABS-III during the first and last classes as part of a quality improvement measure for course enhancement. Rasch analysis was then used to assess the reliability and validity evidence for the LABS-III. RESULTS: A total of 24 students participated in the pilot course. The pre and postcourse surveys had 100% and 92% response rates, respectively. After Rasch analysis model fit was achieved, the item separation for the 14 nonextreme items was 2.19 with an item reliability of 0.83. The person separation index was 2.16 with a person reliability of 0.82. CONCLUSION: The Rasch analysis revealed that the number of LABS-III items should be decreased and that the 3-point response scale should be used to improve functionality and use in classroom settings for PharmD students in the United States. Further research is needed to augment the reliability and validity evidence of the modified instrument for use at other United States colleges of pharmacy.


Subject(s)
Education, Pharmacy , Pharmacists , Humans , Leadership , Reproducibility of Results , Students
19.
In Vivo ; 37(3): 1236-1245, 2023.
Article in English | MEDLINE | ID: mdl-37103081

ABSTRACT

BACKGROUND/AIM: Sepsis is a life-threatening biological condition that induces systemic tissue and organ dysfunction and confers a high mortality risk. Although the use of hydrocortisone in combination with ascorbic acid and thiamine (HAT therapy) significantly reduced mortality from sepsis or septic shock in a previous study, it did not improve mortality in subsequent randomized controlled trials (RCTs). Therefore, no definitive conclusion has been established on the benefits of HAT therapy for sepsis or septic shock. We performed a meta-analysis to assess the treatment outcomes of HAT therapy in patients with sepsis or septic shock. PATIENTS AND METHODS: We searched databases (PubMed/MEDLINE, Embase, Scopus and Cochrane Library) for RCTs using the terms "ascorbic acid", "thiamine", "sepsis", "septic shock", and "RCT". The primary outcome of this meta-analysis was the mortality rate, and the secondary outcomes were the incidence of new-onset acute renal injury (AKI), intensive care unit (ICU) length of stay (ICU-LOS), change in the Sequential Organ Failure Assessment (SOFA) score within 72 hours, and duration of vasopressor use. RESULTS: Nine RCTs were identified and included in the outcome evaluation. HAT therapy did not improve the 28-day and ICU mortality, new-onset AKI, ICU-LOS, or SOFA scores. However, HAT therapy significantly shortened the duration of vasopressor use. CONCLUSION: HAT therapy did not improve mortality, the SOFA score, renal injury, or ICU-LOS. Further studies are needed to confirm whether it shortens the duration of vasopressor use.


Subject(s)
Acute Kidney Injury , Sepsis , Shock, Septic , Humans , Hydrocortisone/therapeutic use , Thiamine/therapeutic use , Ascorbic Acid/therapeutic use , Randomized Controlled Trials as Topic , Shock, Septic/drug therapy
20.
Ment Health Clin ; 12(4): 225-231, 2022 Aug.
Article in English | MEDLINE | ID: mdl-36071737

ABSTRACT

Introduction: Rates of depression and anxiety continue to increase in the United States. It's important for pharmacy students to graduate knowledgeable and confident in treating these disorders. The purpose of this study was to evaluate whether a virtual active-learning exercise (choose your own adventure) is helpful in teaching students how to manage medications for depression and anxiety. Methods: Third-year pharmacy students responded to preactivity questions and then worked on a single patient case in which the presenting problem is worsening depression and anxiety. Students worked in virtual groups of 4 to 5 to select 1 treatment among 5 multiple-choice options and documented the rationale for their choice. Each multiple-choice option led to a different follow-up case. After writing their assessment and plan, the instructor debriefed on therapeutic concepts from each follow-up case. Students then answered postactivity questions and participated in a voluntary survey consisting of 10 retrospective questions. Results: Of 106 participants, 85 completed the survey (80.2% response rate). Most agreed that their understanding of treatment of depression and anxiety disorders increased following participation (92.9% strongly/somewhat agreed). This was supported by an increase in the percentage of correct responses on the knowledge questions (preactivity: 67.2%, n = 91; postactivity: 83.5%, n = 97; P = .01). Additionally, students reported their confidence in their understanding of depression and anxiety management increased following activity participation (93.0% strongly/somewhat agreed). Discussion: The virtual active-learning exercise improved student knowledge and confidence in managing depression and anxiety treatments. Educators teaching depression and anxiety pharmacotherapy may consider implementing such activity into their lecture(s).

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