Retrospective Cohort Study Design Research Articles

Web-based artificial intelligence to predict cognitive impairment following stroke: A multicenter study

Background and purposePost-stroke cognitive impairment (PSCI) is highly prevalent in modern society. However, there is limited study implying an accurate and explainable machine learning model to predict PSCI. The aim of this study is to develop and validate a web-based artificial intelligence (AI) tool for predicting PSCI. MethodsThe retrospective cohort study design was conducted to develop and validate a web-based prediction model. Adults who experienced a stroke between January 1, 2004, and September 30, 2017, were enrolled, and patients with PSCI were followed up from the stroke index date until their last follow-up. The model's performance metrics, including accuracy, area under the curve (AUC), recall, precision, and F1 score, were compared. ResultsA total of 3209 stroke patients were included in the study. The model demonstrated an accuracy of 0.8793, AUC of 0.9200, recall of 0.6332, precision of 0.9664, and F1 score of 0.7651. In the external validation phase, the accuracy improved to 0.9039, AUC to 0.9094, recall to 0.7457, precision to 0.9168, and F1 score to 0.8224. The final model can be accessed at https://psci-calculator.my.id/. ConclusionOur results are able to produce a user-friendly interface that is useful for health practitioners to perform early prediction on PSCI. These findings also suggest that the provided AI model is reliable and can serve as a roadmap for future studies using AI models in a clinical setting

Wandering Behavior and SARS-CoV-2 Infection in Veterans Affairs Community Living Center Residents

ObjectiveWandering behavior in nursing home (NH) residents could increase risk of infection. The objective of this study was to assess the association of wandering behavior with SARS-CoV-2 infection in Veterans Affairs (VA) Community Living Center (CLC) residents. DesignRetrospective cohort study. Setting & ParticipantsVeterans residing in 133 VA CLCs. MethodsWe included residents with SARS-CoV-2 test from March 1, 2020 to December 31, 2020 from VA electronic medical records. We identified CLC residents with wandering on Minimum Data Set 3.0 assessments and compared them with residents without wandering. The outcome was SARS-CoV-2 infection, as tested for surveillance testing, in those with and without wandering. Generalized linear model with Poisson link adjusted for relevant covariates was used. ResultsResidents (n = 9995) were included in the analytic cohort mean, (SD) age 73.4 (10.7); 388 (3.9%) women. The mean (SD) activities of daily living score in the overall cohort was 13.6 (8.25). Wandering was noted in 379 (3.8%) (n = 379) of the cohort. The exposure groups differed in prior dementia (92.6% vs 62.1%, standardized mean difference [SMD] = 0.8) and psychoses (41.4% vs 28.1%, SMD = 0.3). Overall, 12.5% (n = 1248) tested positive for SARS-CoV-2 and more residents among the wandering group were SARS-CoV-2 positive as compared with those in the group without wandering (19% [n = 72] vs 12.2% [n = 1176], SMD = 0.19). Adjusting for covariates, residents with wandering had 34% higher relative risk for SARS-CoV-2 infection (adjusted relative risk, 1.34; 95% CI, 1.04–1.69). Conclusions and ImplicationsCLC residents with wandering had a higher risk of SARS-CoV-2 infection. This may inform implementation of infection control and isolation policies as NHs attempt to balance ethical concepts of resident autonomy, proportionality, equity, and utilitarianism.

Obinutuzumab in Refractory Membranous Nephropathy: A Case Series

Rationale & ObjectiveMembranous nephropathy (MN), recognized as an autoimmune kidney disease, responds well to anti-CD20 monoclonal antibodies. Obinutuzumab, a type Ⅱ humanized anti-CD20 and immunoglobulin G1 Fc-optimized monoclonal antibody, compared to rituximab, has demonstrated superior efficacy in B cell leukemia and lymphoma, especially in rituximab-resistant cases. However, the efficacy and safety of obinutuzumab in MN remain unclear. Study DesignRetrospective cohort study. Setting & ParticipantsA total of 18 patients who were diagnosed as MN and received obinutuzumab at our center, without secondary MN, undergoing dialysis, history of kidney transplantation, or infections requiring treatment. ExposureObinutuzumab treatment. OutcomesPrimary outcomes included remission rate, time to first remission, and first relapse-free survival time during the follow-up period. Analytical ApproachSurvival analysis was conducted with Cox proportional hazards models, Log-rank test, and Kaplan–Meier survival analysis. ResultsMN patients (median age 52.5 years, 83% males) received an average dose of 2.1 ± 0.8 g obinutuzumab during a median follow-up period of 13.6 months. During follow-up, 17 patients (94.4%) achieved remission, with 12 patients (66.7%) achieving partial remission (PR) and 5 patients (27.8%) achieving complete remission (CR). The median time to first remission and first relapse-free survival time was 2.7 (1.0, 6.1) months and 9.8 (2.6, 11.2) months, respectively. Of 12 patients with previous rituximab treatment, all achieved remission successfully, with 8 (66.7%) achieving PR and 4 (33.3%) achieving CR. Adverse events were mostly mild, and no severe treatment-related adverse events were observed. LimitationsLimited or missing data, risks of selection bias, or recall bias; underestimated first relapse-free survival time due to limited follow-up period; unmonitored counts of CD19+ B cells and other lymphocyte subsets. ConclusionsObinutuzumab demonstrated promising efficacy and safety in inducing remission in MN, particularly in patients with an unsatisfactory response to rituximab.

Radiographic fusion and subsidence rates for stand-alone cage versus anterior cage-plate construct in ACDF

Study DesignRetrospective cohort BackgroundThe addition of an anterior cervical plate to a structural allograft during ACDF is thought to provide extra stability and enhance fusion, but it may increase the risk of complications like dysphagia. Stand-alone cages were designed to provide this extra stability without the need for the plate, but these may increase a patient's risk of subsidence, cervical dislocation, and cervical kyphosis. The purpose of this study was to assess reoperation rates and radiographic outcomes during follow-up longer than 6 months for patients who underwent ACDF with a cage and plate compared to stand-alone cage. MethodsACDF cases were retrospectively identified for four fellowship trained spine surgeons from 2016 – 2020 from two academic hospitals. A total of 57 stand-alone structural allograft constructs were matched via propensity scoring with a cohort of 65 patients with plate-secured structural allograft constructs. The primary outcome was reoperation rate within the follow-up period and secondary outcomes included complications, operative characteristics, readmission within 30 days, reoperation within 30 days and within follow-up, and radiographic outcomes. Immediate post-operative radiographs were compared to final follow-up radiographs at least 6 months post-operation to assess for evidence of subsidence, fusion, and change in cervical kyphosis using the Cobb angle technique. ResultsThere were 5 patients (5.26 %) in the stand-alone cohort and 4 patients (3.15 %) in the plate cohort that had cervical reoperation at any time in follow-up (P = 0.83). At final follow-up, 58 patients (92.1 %) in the plate group and 37 patients (75.5 %) in the stand-alone group had radiographic evidence of fusion (P = 0.015). There were 38 patients (77.6 %) in the stand-alone group and 29 patients (46 %) in the plate group with evidence of subsidence (P = 0.0007). Patients with subsidence had a greater change in kyphosis angle at final follow-up and this change was significantly decreased in the plate group compared to the stand-alone group. ConclusionThe use of anterior cage-plate constructs in ACDF produces higher rates of fusion and lower rates of subsidence than stand-alone cage constructs. Subsidence significantly increases the change in kyphosis angle between post-op and final follow-up, and the presence of a spanning plate significantly reduces this angle change compared to stand-alone cages. There were no statistically significant differences in reoperation rates, regardless of radiographic evidence of subsidence.

Changes in Nursing Staff Levels and Injury-Related Emergency Department Visits among Assisted Living Residents with Alzheimers Disease and Related Dementias

ObjectivesTo examine the relationship between changes in nursing staff-hours per resident-day and injury-related emergency department (ED) visits among assisted living (AL) residents with Alzheimer disease and related dementias (ADRD). DesignRetrospective cohort study. Setting and ParticipantsWe leveraged a data set of AL community characteristics in Ohio linked to Medicare claims data from 2007 to 2015. MethodsWe estimated Poisson models examining the relationships of personal care aide, registered nurse (RN), licensed practical nurse (LPN), and total nursing hours with injury-related ED visits. Models were adjusted for resident characteristics (ie, age, race, sex, dual eligibility, presence and number of chronic conditions), AL community characteristics (percentage of residents on Medicaid, average resident acuity), year fixed effects, and assisted living fixed effects. We examined all injury-related ED visits and injury-related ED visits resulting in hospital admission as separate outcomes. ResultsThe sample included 122,700 person-months, representing 12,144 fee-for-service Medicare beneficiaries with ADRD within 455 different AL communities in Ohio between 2007 and 2015. Median total nursing hours increased from 1.34 in 2007 to 1.69 in 2015. In the fully adjusted model, an increase in 1 RN-hour per resident-day was associated with a decrease in the risk of any injury-related ED visit (incidence rate ratio 0.59, 95% CI 0.36-0.96), representing a 53% decrease. Changes in RN-hours were not associated with injury-related inpatient hospitalizations. Changes in total nursing, LPN, and personal care aide hours were not associated with changes in the risk of injury-related ED visits or inpatient hospitalizations. Conclusions and ImplicationsIncreases in RN staffing hours were associated with reduced injury-related ED use among AL residents with ADRD. RNs provide surveillance and care oversight that may help mitigate injury risk, and they are able to physically assess residents at the time of a fall and/or injury, which can preempt unnecessary ED transfers.

Mental Health Treatment Among Nursing Home Residents With Alzheimer's Disease and Related Dementias

ObjectivesTo examine the prevalence of mental health treatment among nursing home (NH) long-stay residents with Alzheimer's disease and related dementias (ADRD) and explore factors associated with utilization. DesignRetrospective cohort study. Minimum Data Set data (April 2017–September 2018), Medicare Master Beneficiary Summary File, Part B Carrier file and Part D prescription file were used to identify mental illness and ADRD diagnoses, patient characteristics, and mental health treatment. Setting and ParticipantsAll US Medicare- or Medicaid-certified NHs. Fee-for-service Medicare beneficiaries aged 65 and older who had a quarterly or annual Minimum Data Set assessment with ADRD and were enrolled in Medicare Parts B and D. Two cohorts: residents with both ADRD and psychiatric disorders; residents with ADRD only. MethodsPrimary outcomes: receipt of (1) any mental health treatment (medication or psychotherapy); (2) any psychotherapy in a calendar quarter. Secondary outcomes: antipsychotics, antidepressants, hypnotics, antiepileptics, short-session ( ≤ 30 minutes), long-session ( ≥ 45 minutes), and family/group psychotherapy. Covariates included predisposing, enabling characteristics, and needs factors. Generalized Estimating Equation models of quarterly data, nested within patients, were estimated for each outcome among each cohort. ResultsAnalyses included 1,913,945 resident-quarter observations from 503,077 unique NH long-stay residents. Overall, 68.5% of NH long-stay residents with ADRD have psychiatric disorders; of these, 85% received mental health treatment. African American or Hispanic residents were less likely to use antidepressants. African American residents or residents living in rural locations were less likely to receive long-session psychotherapy. Hispanic residents were more likely to receive long-session psychotherapy. Residents in minority groups were more likely to receive group/family psychotherapy. Conclusions and ImplicationsMost of NH long-stay residents with ADRD had psychiatric disorders and most of them received treatment. Antidepressants or long-session psychotherapy were less likely to be provided to African American residents. Factors that determine the efficacy of mental health treatment and reasons for the racial disparities require further exploration.

Can Baseline Parapapillary Atrophy Morphology Predict Future Glaucoma Progression?—An OCT Glaucoma Imaging Study

PurposeTo investigate glaucoma progression based on Optical Coherence Tomography (OCT) Guided Progression Analysis (GPA) according to baseline β-zone parapapillary atrophy (PPA) morphology in glaucoma patients. DesignRetrospective cohort study. MethodsPatients over 20 years of age who had been diagnosed with primary open-angle glaucoma (POAG) at Seoul National University Hospital, Seoul, Korea between 2010 and 2020. This study included POAG patients with a minimum of 5 years of follow-up. We quantitatively measured the baseline β-zone PPA parameters, classified β-zone PPA morphology according to new classification standard we created and analyzed the corresponding GPA progression of the retinal nerve fiber layer (RNFL). ResultsA total of 210 patients with POAG (mean age: 53.8 years) were enrolled in the study. The mean follow-up period was 9.8 years. The average value of the baseline mean deviation in visual field perimetry was -2.48 dB. Longer radial extent and larger angular extent of β-zone PPA were significantly associated with progression on GPA, as was the presence of disc hemorrhage. Among the 4 classified β-zone PPA morphologies (Crescent type 1 & 2, Solar-eclipse type 1 & 2), the Solar-eclipse type 2 group showed the highest progression. A Kaplan-Meier survival analysis demonstrated significant differences among the 4 types. ConclusionsThe larger the radial and angular extents of β-zone PPA, the more progression that was shown on OCT GPA. Furthermore, significant differences in progression were noted based on the morphological type of β-zone PPA. Our findings indicate that baseline β-zone PPA parameters and morphology are valuable predictors of future glaucoma progression.

Remineralization Rate of Lytic Lesions of the Spine in Multiple Myeloma Patients Undergoing Radiation Therapy

Study Design Retrospective cohort study. Objective In general, Multiple Myeloma (MM) patients are treated with systemic therapy including chemotherapy. Radiation therapy can have an important supportive role in the palliative management of MM-related osteolytic lesions. Our study aims to investigate the degree of radiation-induced remineralization in MM patients to gain a better understanding of its potential impact on bone mineral density and, consequently, fracture prevention. Our primary outcome measure was percent change in bone mineral density measured in Hounsfield Units (Δ% HU) between pre- and post-radiation measurements, compared to non-targeted vertebrae. Methods We included 119 patients with MM who underwent radiotherapy of the spine between January 2010 and June 2021 and who had a CT scan of the spine at baseline and between 3-24 months after radiation. A linear mixed effect model tested any differences in remineralization rate per month (βdifference) between targeted and non-targeted vertebrae. Results Analyses of CT scans yielded 565 unique vertebrae (366 targeted and 199 non-targeted vertebrae). In both targeted and non-targeted vertebrae, there was an increase in bone density per month (βoverall = .04; P = .002) with the largest effect being between 9-18 months post-radiation. Radiation did not cause a greater increase in bone density per month compared to non-targeted vertebrae (βdifference = .67; P = .118). Conclusion Our results demonstrate that following radiation, bone density increased over time for both targeted and non-targeted vertebrae. However, no conclusive evidence was found that targeted vertebrae have a higher remineralization rate than non-targeted vertebrae in patients with MM.

Trends in malignant pleural mesothelioma prevalence in the United States from 2000 to 2020.

e20094 Background: Malignant pleural mesothelioma (MPM) is a rare cancer that is closely associated with prolonged asbestos exposure. Its incidence has steadily declined over time with decreasing prevalence of asbestos-related lung disease. Our study aims to provide an update on recent MPM trends in the United States from 2000 to 2020. Methods: This is a retrospective cohort study design. The primary endpoints of this study are age-adjusted MPM rates and annual percentage change (APC) in rates from 2000-2020. We queried the Surveillance, Epidemiology, and End Results (SEER) 17 database for information about demographics, cause of death, and survival time for patients diagnosed with MPM from 2000-2020. For rate analysis, we used the SEER 22 database which covers 22 national cancer registries and approximately 41.9% of the US population. Age-adjusted rate analysis was performed using the National Cancer Institute (NCI) joinpoint regression program. Results: We identified 13,018 patients diagnosed with MPM from 2000-2020 who were eligible for analysis in the SEER 17 database. Individuals with MPM were primarily male (78.2%) and belonged to Non-Hispanic White (80.7%) ancestry. The mean age at diagnosis overall was 72.4 (SD +/- 10.6) years. The overall age-adjusted rate of MPM for all groups decreased from 0.97 (cases per 100,000 population) in 2000 to 0.55 in 2020. When stratified by sex, the MPM rate in males decreased from 1.91 to 0.93. The rate decrease in females over the same period was more modest, from 0.33 to 0.27. Overall APC for all groups from 2000-2013 was -1.45 (95% CI -2.01 to -0.40, p<.05), and from 2013-2020 it was -5.22 (95% CI -8.92 to -3.76, p<.05). The APC for males from 2000-2013 was -1.88 (95% CI -2.62 to -0.62, p<.05) and -6.46 (95% CI -10.49 to -4.57, p<.05) from 2013-2020. The rate decrease for females demonstrated a consistent APC of -0.87 (95% CI -1.54 to -0.26, p<.05) from 2000-2020. Conclusions: MPM is a disease that is best managed at large academic cancer centers due to its rarity. Our study demonstrates an accelerated decline in overall MPM rates since 2013, mainly driven by a similar fall in rates in males over the same period. MPM rates are lower in females and continue to decline, albeit slowly. The continued and reassuring decrease in rates of MPM likely reflects the effectiveness of regulations targeting widespread industrial and residential asbestos use that have been in place since the 1990s. [Table: see text]

Bi-institutional spline curve analysis of lymph node mapping in gallbladder cancer operated over 12 years: Impact of location and number of lymph nodal stations.

e16274 Background: Current staging system for gallbladder cancers (GBC) takes into account only the number of metastatic lymph nodes without addressing their location. The current study evaluates the prognostic impact of lymph node mapping (number and location) in node positive GBCs. Methods: Prospectively maintained operative database of GBC patients with positive lymph nodes were analysed from two tertiary cancer care centers in a retrospective cohort study design between April 2010 till March 2022. Nodal burden was assessed including both, the number of metastatic nodes and the lymph node station. Impact of lymph node ratio (LNR) and log odds of positive lymph nodes (LODDS) was evaluated using regression and spline curve analysis. Results: Amongst 1312 operated GBC patients, 272 patients with node positive disease were included. The median nodal yield was 8. The median LNR and LODDS was 0.222 and -0.48 respectively. The 5-year DFS and OS for patients with only cystic node metastases was 52.3% and 50.8% respectively (median: not reached), as compared to 24.6% and 35.2% for involvement of regional nodal stations beyond cystic nodes. Higher LODDS was associated with inferior DFS and OS when compared to the LNR. On multivariate analysis, multi-station involvement was the only factor associated with inferior DFS (p < 0.001) and OS (p = 0.007). Conclusions: Station wise pathological assessment of lymph nodal involvement could potentially provide superior prognostic information, in addition to number of involved nodes. Involvement of cystic lymph node alone has relatively superior prognosis as compared to multi-station involvement.

Implementation of an Enhanced Recovery After Surgery Protocol for Cleft Palate Repair

Objective This study examines an Enhanced Recovery After Surgery (ERAS) protocol for patients with cleft palate and hypothesizes that patients who followed the protocol would have decreased hospital length of stay and decreased narcotic usage than those who did not. Design Retrospective cohort study. Setting The study takes place at a single tertiary children's hospital. Patients All patients who underwent cleft palate repair during a 10-year period (n = 242). Interventions All patients underwent cleft palate repair with the most recent cohort following a new ERAS protocol. Main Outcome Measures Primary outcomes included hospital length of stay and narcotic usage in the first 24 hours after surgery. Results Use of local bupivacaine during surgery was associated with decreased initial 24-hour morphine equivalent usage: 2.25 vs 3.38 mg morphine equivalent (MME) (P < 0.01), and a decreased hospital length of stay: 1.71 days vs 2.27 days (P < 0.01). The highest 24-hour morphine equivalent a patient consumed prior to the ERAS protocol implementation was 24.53 MME, compared with 6.3 MME after implementation. Utilization of the ERAS protocol was found to be associated with a decreased hospital length of stay: 1.67 vs 2.18 days (P < 0.01). Conclusions Use of the proposed ERAS protocol may lead to lower narcotic usage and decreased length of stay.

Risk of Recurrence in Acute Anterior Uveitis

PurposeTo examine the frequency of recurrence and identify risk factors for recurrence in patients with acute anterior uveitis (AAU). DesignRetrospective cohort study from a single tertiary ophthalmic clinical centre. ParticipantsAll subjects with AAU identified from a database of Inflammatory Eye Disease presenting to Te Whatu Ora (Auckland, New Zealand) between 2008 and 2021. MethodsData was collected retrospectively from chart review and electronic patient records for all patients during the study period. Rates of recurrence were reported using Kaplan Meier estimator. Multivariate analysis of risk factors for recurrence were calculated using a marginal Cox regression model. Main Outcome MeasuresThe primary outcome measure was disease recurrence. Secondary outcome measure was moderate vision loss (≤20/50). Results2763 eyes of 2092 subjects with AAU were studied, with a median follow up time of 8.9 years, and a total follow up of 19,794.9 eye-years. Recurrence occurred in the ipsilateral eye in 1258 eyes (45.5%) and in the contralateral eye in 522 eyes (27.3%). Rates of ipsilateral recurrence over ten years were 38.1% for idiopathic disease, 43.2% for HLAB27/inflammatory arthritis, and 44.9% for viral uveitis. On multivariate analysis the following were associated with increased risk of ipsilateral recurrence: older age (p<0.001); Māori ethnicity (p=0.006); Asian ethnicity (p<0.001); HLA-B27/inflammatory arthritis (p<0.001); viral uveitis (p=0.018). There was no association with gender, smoking, bilateral disease, or hypertensive uveitis. Rates of contralateral eye involvement were significantly lower than ipsilateral eye recurrence. Contralateral recurrence at ten years was 15.2% in idiopathic uveitis, 37.6% in HLAB27/inflammatory arthritis, and 2.0% in viral uveitis. Risk factors identified for contralateral eye involvement were Māori ethnicity (p=0.003), Pasifika (Pacific Islanders) ethnicity (p=0.021), HLAB27/inflammatory arthritis (p<0.001). Moderate vision loss (≤20/50) was present in 411 eyes (14.9%) at final follow up and was more common if time to first recurrence was shorter (p<0.001). ConclusionsApproximately half of patients with AAU will develop recurrence in the ipsilateral eye and a quarter will have recurrence in the contralateral eye. Patients with viral disease have the highest risk of ipsilateral recurrence and lowest risk of contralateral recurrence. Patients with risk factors for recurrence should be managed and counselled appropriately to minimise the risk of visual loss and complications of uveitis.

Relationship Between Frequency of Remote Visitation and Postpartum Depression in Mothers of Hospitalized Neonates During the COVID-19 Pandemic

ObjectiveTo explore the relationship between symptoms of postpartum depression and the number of remote visitations among mothers of infants in the NICU. DesignRetrospective cohort study. SettingNICU in a medical university in Iwate, Japan. ParticipantsA total of 89 mothers of infants who spent more than 1 month in the NICU from June 2021 to December 2022. MethodsParticipants completed the Edinburgh Postnatal Depression Scale (EPDS) at 4 days and 1 month after birth. We used a one-way analysis of variance with Tukey–Kramer or Games–Howell post hoc tests to examine differences in postpartum depression among three groups based on the frequency of remote visitation: frequent visitation, rare visitation, or no visitation. ResultsOf the 89 mothers, 41 scored 9 points or higher on the EPDS conducted 4 days after birth; among them, 14 did not visit, 13 rarely visited, and 14 frequently visited the NICU remotely through a web camera. The rare visitation group had significantly higher EPDS scores 1 month after birth (M = 9.7, SD = 5.2) than the frequent (M = 5.3, SD = 3.7) and no visitation (M = 5.1, SD = 4.2) groups (p < .05). The rare visitation group demonstrated lower improvement on the EPDS than the frequent and no visitation groups (nonsignificant). ConclusionIt is unclear whether remote visitation reduces symptoms of postpartum depression; however, the frequency of remote visitation could be assessed to identify at-risk mothers in need of social support.

Digital Self-Management, Analgesic Use, and Patient-Reported Outcomes in Knee or Hip Osteoarthritis

ObjectiveTo investigate changes in analgesic use before and after participation in a digital first-line treatment program (exercise, patient education) in persons with knee or hip osteoarthritis (OA) and to explore associations between these changes in medication use and participant-reported pain and function. DesignRetrospective cohort study with pre-post measures. SettingCommunity setting. ParticipantsIndividuals (N=4100; mean age ± SD, 64.5±9.3y; 73.3% women) participating in the digital program. InterventionsA digital supervised education and exercise therapy. Main Outcome MeasuresSelf-reported analgesic use for knee/hip pain during the past month at baseline and 12-week follow-up, knee/hip numeric rating scale pain (0-10, a higher value indicating more pain), and Knee Injury and Osteoarthritis Outcome Score 12 or Hip Disability and Osteoarthritis Outcome Score 12 function subscale (0-100, higher values indicating better function). McNemar test, multivariable logistic regression, and linear random intercept model were used for statistical analyses. ResultsAmong participants, 61.4% and 49.4% were analgesic users at baseline and 12-week follow-up, respectively, (absolute reduction 12.0%; 95% confidence interval, 10.5-13.5). Being female, having hip OA, lower education, higher body mass index, living outside large metropolitan cities, coexisting rheumatoid arthritis, and walking difficulties were associated with higher odds of analgesic use at baseline. At both time points, persons not using analgesics at the time reported better outcomes. All groups but “new users” experienced improvements in their pain and function following participation in digital program with the greatest improvements observed among “quitters.” ConclusionsEngaging in a digital exercise and patient education program as a primary treatment for knee or hip OA was associated with a reduction in the use of analgesics. The greatest improvements were seen for those who stopped analgesic use. These results highlight the importance of providing effective first-line treatment to people with knee or hip OA.

Evaluating COVID-19 vaccine effectiveness during pre-Delta, Delta and Omicron dominant periods among pregnant people in the U.S.: Retrospective cohort analysis from a nationally sampled cohort in National COVID Collaborative Cohort (N3C)

ObjectivesTo evaluate the effectiveness of COVID-19 vaccinations (initial and booster) during pre-Delta, Delta and Omicron dominant periods among pregnant people via (1) COVID-19 incident and severe infections among pregnant people...

Longitudinal Changes in Visual Acuity and Contrast Sensitivity and Incident Dementia

PurposeTo evaluate the impact of baseline and change in vision on the risk of developing dementia. DesignRetrospective cohort study. MethodsThis longitudinal analysis utilized data from the 2021 and 2022 National Health and Aging Trends Study. Binocular presenting vision was assessed, including distance (DVA) and near (NVA) visual acuity, and contrast sensitivity (CS). Dementia status was defined based on: 1) medical diagnosis of dementia, 2) dementia score, or 3) poor cognitive test performance. ResultsOf the 2,159 adults included in this study, weighted mean (SD) age was 77.9 years (5.2), with the majority being female (weighted: 54%), and White (88%). The baseline median (interquartile range [IQR]) DVA was 0.08 (0-0.20) logMAR, NVA was 0.17 (0.09-0.26) logMAR, and CS was 1.80 (1.65-1.85) logCS. Over the 1-year follow up period, 192 (6.6%) adults developed dementia. In time-to-event analyses, baseline DVA (HR: 1.08 [95% CI: 1.02-1.14], per 0.1 logMAR), NVA (HR: 1.07 [95% CI: 1.01-1.13], per 0.1 logMAR), and CS (HR: 1.09 [95% CI: 1.03-1.15], per 0.1 logCS) were associated with greater likelihood of incident dementia. Further, change in CS (HR: 1.14 [95% CI: 1.04-1.25], per 0.1 logCS worse/year), but not VA, was associated with greater likelihood of incident dementia. ConclusionsWorse baseline VA and CS are associated with greater likelihood of incident dementia. Further, worsening CS over time, but not VA, was associated with higher likelihood of incident dementia. Future work is needed to study interventions targeted at improving vision deficits and examine their impact on decreasing dementia risk.

The Clinical and Economic Implications of Different Treatment Pathways for Patients With Rapidly Recurrent Malignant Pleural Effusion

BackgroundMalignant pleural effusion (MPE) is a common cancer complication. Clinical and economic implications of different recurrent MPE treatment pathways have not been fully evaluated. Research QuestionWhat clinical outcomes, complications, healthcare resource use, and costs are associated with various rapidly recurrent MPE treatment pathways? Study Design and MethodsThis retrospective cohort study using Surveillance, Epidemiology and End Results Medicare data (2011-2015) included patients aged 66-90 with rapidly recurrent MPE. Rapid recurrence was defined as receipt of a second pleural procedure within 14 days of the first thoracentesis including non-definitive repeated thoracentesis, or a definitive treatment option including chest tube, indwelling pleural catheter (IPC), or thoracoscopy. ResultsAmong 8,378 patients with MPE, 3,090 (36.9%) had rapidly recurrent MPE (mean [SD] age 75.9 [6.6], 45.6% male, primary cancer 62.9% lung and 37.1% other). Second pleural procedures were non-definitive thoracentesis (62.3%), chest tube (17.1%), IPC (13.2%), or thoracoscopy (7.4%). A third pleural procedure was more frequently required if the second pleural procedure was non-definitive thoracentesis vs. chest tube, IPC, or thoracoscopy (70.3% vs. 44.1% vs. 17.9% vs. 14.4%, respectively). The mean number of subsequent pleural procedures over the patient’s lifetime varied significantly among the procedures (1.74, 0.82, 0.31, and 0.22 for patients receiving thoracentesis, chest tube, IPC, and thoracoscopy, respectively; P < .05). Average total costs following the second pleural procedure to death adjusted for age at primary cancer diagnosis, race, year of second pleural procedure, Charlson Comorbidity Index, cancer stage at primary diagnosis, and time from primary cancer diagnosis to diagnostic thoracentesis were lower with IPC ($37,443; P < .0001) or chest tube ($40,627; P = .004) vs. thoracentesis ($47,711). Patients receiving thoracoscopy ($45,386; P = .5) had similar costs to patients receiving thoracentesis. InterpretationEarly definitive treatment was associated with fewer subsequent procedures and lower costs in rapidly recurrent MPE.

Machine learning risk prediction model for bloodstream infections related to totally implantable venous access ports in patients with cancer

ObjectiveThis study aimed to develop and validate a machine learning-based risk prediction model for catheter-related bloodstream infection (CRBSI) following implantation of totally implantable venous access ports (TIVAPs) in patients. MethodsA retrospective cohort study design was employed, utilizing the R software package mlr3. Various algorithms including logistic regression, naive Bayes, K nearest neighbor, classification tree, and random forest were applied. Addressing class imbalance, benchmarks were used, and model performance was assessed using the area under the curve (AUC). The final model, chosen for its superior performance, was interpreted using variable importance scores. Additionally, a nomogram was developed to calculate individualized risk probabilities, enhancing clinical utility. ResultsThe study involved 755 patients across both development and validation cohorts, with a TIVAP-CRBSI rate of 14.17%. The random forest model demonstrated the highest discrimination ability, achieving a validated AUC of 0.94, which was consistent in the validation cohort. ConclusionsThis study successfully developed a robust predictive model for TIVAP-CRBSI risk post-implantation. Implementation of this model may aid healthcare providers in making informed decisions, thereby potentially improving patient outcomes.

Assessing satisfaction, quality of life, and HbA1c changes in type 1 diabetes patients who are using freestyle libre glucose monitoring

ABSTRACT Introduction: Type 1 diabetes mellitus (T1DM) is a chronic auto-immune disease in which loss of pancreatic islet β-cells leads to the deficiency of insulin in the body thus resulting in enhanced blood sugar levels. Effective blood glucose monitoring is crucial in T1DM management to prevent complications, particularly hypoglycemia. Method: The study adopted a cross-sectional survey to assess satisfaction and quality of life among T1DM patients using the freestyle libre continuous glucose monitoring (FSL-CGM), and a retrospective cohort study design to evaluate changes in HbA1c over a year. Result: The study involved 98 Saudi subjects, with 46.9% (n = 46) being male. The results indicated a high level of user satisfaction, with more than 85% of the participants responding positively, yielding a total satisfaction score of 30.86. User satisfaction with FSL-CGM was found to be significantly associated with the level of education. The use of FSL-CGM was also found to significantly improve the patients’ quality of life. However, the levels of HbA1c had an impact on both satisfaction and quality of life. Before using the FSL-CGM system, the mean HbA1c was 9.83%, which significantly decreased to 8.63% after using the system (P-value &lt;0.001). Conclusion: The study’s findings align with previous literature on satisfaction and quality of life, but there are conflicting results regarding the reduction of HbA1c levels using FSL-CGM. Given the limited sample size, future research could explore the topic more comprehensively, potentially utilizing a longitudinal study design to better measure changes in HbA1c level.

Extreme Humid-Heat Exposure and Mortality Among Patients Receiving Dialysis

Rationale & ObjectiveExposure to extreme heat events has been linked to increased morbidity and mortality in the general population. Patients receiving maintenance dialysis may be vulnerable to greater risks from these events, but this is not well understood. We sought to characterize the association of extreme heat events and the risk of death among patients receiving dialysis in the United States. Study DesignRetrospective cohort study. Setting & ParticipantsData from the United States Renal Data System were used to identify adults living in US urban settlements prone to extreme heat who initiated maintenance dialysis between 1997 and 2016. ExposureAn extreme heat event was defined as a time-updated heat index (a humid-heat metric) exceeding 40.6°C for ≥2 days or 46.1°C for ≥1 day. OutcomeDeath. Analytical ApproachCox proportional hazards regression to estimate the elevation in risk of death during a humid-heat event adjusted for age, sex, year of dialysis initiation, dialysis modality, poverty level, and climate region. Interactions between humid-heat and these same factors were explored. ResultsAmong 945,251 adults in 245 urban settlements, the mean age was 63 years and 44% were female. During a median follow-up of 3.6 years, 498,049 adults were exposed to at least one of 7,154 extreme humid-heat events, and 500,025 deaths occurred. In adjusted models, there was an increased risk of death (hazard ratio 1.18; 95% confidence interval 1.15-1.20) during extreme humid-heat exposure. Relative mortality risk was higher among patients living in the Southeast (P<0.001) compared with the Southwest. LimitationsPossibility of exposure misclassification, did not account for land use and air pollution co-exposures. ConclusionsThis study suggests that patients receiving dialysis face an increased risk of death during extreme humid-heat exposure.