Tag: statistics

JAMA Netw Open. 2024 May 1;7(5):e2412782. doi: 10.1001/jamanetworkopen.2024.12782.

NO ABSTRACT

PMID:38819829 | DOI:10.1001/jamanetworkopen.2024.12782

JAMA Netw Open. 2024 May 1;7(5):e2412890. doi: 10.1001/jamanetworkopen.2024.12890.

NO ABSTRACT

PMID:38819828 | DOI:10.1001/jamanetworkopen.2024.12890

JAMA Netw Open. 2024 May 1;7(5):e2412873. doi: 10.1001/jamanetworkopen.2024.12873.

ABSTRACT

IMPORTANCE: In-hospital mortality of patients with sepsis is frequently measured for benchmarking, both by researchers and policymakers. Prior studies have reported higher in-hospital mortality among patients with sepsis at safety-net hospitals compared with non-safety-net hospitals; however, in critically ill patients, in-hospital mortality rates are known to be associated with hospital discharge practices, which may differ between safety-net hospitals and non-safety-net hospitals.

OBJECTIVE: To assess how admission to safety-net hospitals is associated with 2 metrics of short-term mortality (in-hospital mortality and 30-day mortality) and discharge practices among patients with sepsis.

DESIGN, SETTING, AND PARTICIPANTS: Retrospective, national cohort study of Medicare fee-for-service beneficiaries aged 66 years and older, admitted with sepsis to an intensive care unit from January 2011 to December 2019 based on information from the Medicare Provider Analysis and Review File. Data were analyzed from October 2022 to September 2023.

EXPOSURE: Admission to a safety-net hospital (hospitals with a Medicare disproportionate share index in the top quartile per US region).

MAIN OUTCOMES AND MEASURES: Coprimary outcomes: in-hospital mortality and 30-day mortality. Secondary outcomes: (1) in-hospital do-not-resuscitate orders, (2) in-hospital palliative care delivery, (3) discharge to a postacute facility (skilled nursing facility, inpatient rehabilitation facility, or long-term acute care hospital), and (4) discharge to hospice.

RESULTS: Between 2011 and 2019, 2 551 743 patients with sepsis (mean [SD] age, 78.8 [8.2] years; 1 324 109 [51.9%] female; 262 496 [10.3%] Black, 2 137 493 [83.8%] White, and 151 754 [5.9%] other) were admitted to 666 safety-net hospitals and 1924 non-safety-net hospitals. Admission to safety-net hospitals was associated with higher in-hospital mortality (odds ratio [OR], 1.09; 95% CI, 1.06-1.13) but not 30-day mortality (OR, 1.01; 95% CI, 0.99-1.04). Admission to safety-net hospitals was associated with lower do-not-resuscitate rates (OR, 0.86; 95% CI, 0.81-0.91), palliative care delivery rates (OR, 0.66; 95% CI, 0.60-0.73), and hospice discharge (OR, 0.82; 95% CI, 0.78-0.87) but not with discharge to postacute facilities (OR, 0.98; 95% CI, 0.95-1.01).

CONCLUSIONS AND RELEVANCE: In this cohort study, among patients with sepsis, admission to safety-net hospitals was associated with higher in-hospital mortality but not with 30-day mortality. Differences in in-hospital mortality may partially be explained by greater use of hospice at non-safety-net hospitals, which shifts attribution of death from the index hospitalization to hospice. Future investigations and publicly reported quality measures should consider time-delimited rather than hospital-delimited measures of short-term mortality to avoid undue penalty to safety-net hospitals with similar short-term mortality.

PMID:38819826 | DOI:10.1001/jamanetworkopen.2024.12873

JAMA Netw Open. 2024 May 1;7(5):e2414198. doi: 10.1001/jamanetworkopen.2024.14198.

ABSTRACT

IMPORTANCE: Despite advances in next-generation sequencing (NGS), a significant proportion of patients with inherited retinal disease (IRD) remain undiagnosed after initial genetic testing. Exome sequencing (ES) reanalysis in the clinical setting has been suggested as one method for improving diagnosis of IRD.

OBJECTIVE: To investigate the association of clinician-led reanalysis of ES data, which incorporates updated clinical information and comprehensive bioinformatic analysis, with the diagnostic yield in a cohort of patients with IRDs in Korea.

DESIGN, SETTING, AND PARTICIPANTS: This was a multicenter prospective cohort study involving 264 unrelated patients with IRDs, conducted in Korea between March 2018 and February 2020. Comprehensive ophthalmologic examinations and ES analyses were performed, and ES data were reanalyzed by an IRD specialist for single nucleotide variants, copy number variants, mobile element insertions, and mitochondrial variants. Data were analyzed from March to July 2023.

MAIN OUTCOMES AND MEASURES: Diagnostic rate of conventional bioinformatic analysis and clinician-driven ES reanalysis.

RESULTS: A total of 264 participants (151 [57.2%] male; mean [SD] age at genetic testing, 33.6 [18.9] years) were enrolled, including 129 patients (48.9%) with retinitis pigmentosa and 26 patients (9.8%) with Stargardt disease or macular dystrophy. Initial bioinformatic analysis diagnosed 166 patients (62.9%). Clinician-driven reanalysis identified the molecular cause of diseases in an additional 22 patients, corresponding to an 8.3-percentage point increase in diagnostic rate. Key factors associated with new molecular diagnoses included clinical phenotype updates (4 patients) and detection of previously overlooked variation, such as structural variants (9 patients), mitochondrial variants (3 patients), filtered or not captured variants (4 patients), and noncanonical splicing variants (2 patients). Among the 22 patients, variants in 7 patients (31.8%) were observed in the initial analysis but not reported to patients, while those in the remaining 15 patients (68.2%) were newly detected by the ES reanalysis.

CONCLUSIONS AND RELEVANCE: In this cohort study, clinician-centered reanalysis of ES data was associated with improved molecular diagnostic yields in patients with IRD. This approach is important for uncovering missed genetic causes of retinal disease.

PMID:38819824 | DOI:10.1001/jamanetworkopen.2024.14198

JAMA Netw Open. 2024 May 1;7(5):e2414213. doi: 10.1001/jamanetworkopen.2024.14213.

ABSTRACT

IMPORTANCE: Emergency department (ED) visits by older adults with life-limiting illnesses are a critical opportunity to establish patient care end-of-life preferences, but little is known about the optimal screening criteria for resource-constrained EDs.

OBJECTIVES: To externally validate the Geriatric End-of-Life Screening Tool (GEST) in an independent population and compare it with commonly used serious illness diagnostic criteria.

DESIGN, SETTING, AND PARTICIPANTS: This prognostic study assessed a cohort of patients aged 65 years and older who were treated in a tertiary care ED in Boston, Massachusetts, from 2017 to 2021. Patients arriving in cardiac arrest or who died within 1 day of ED arrival were excluded. Data analysis was performed from August 1, 2023, to March 27, 2024.

EXPOSURE: GEST, a logistic regression algorithm that uses commonly available electronic health record (EHR) datapoints and was developed and validated across 9 EDs, was compared with serious illness diagnoses as documented in the EHR. Serious illnesses included stroke/transient ischemic attack, liver disease, cancer, lung disease, and age greater than 80 years, among others.

MAIN OUTCOMES AND MEASURES: The primary outcome was 6-month mortality following an ED encounter. Statistical analyses included area under the receiver operating characteristic curve, calibration analyses, Kaplan-Meier survival curves, and decision curves.

RESULTS: This external validation included 82 371 ED encounters by 40 505 unique individuals (mean [SD] age, 76.8 [8.4] years; 54.3% women, 13.8% 6-month mortality rate). GEST had an external validation area under the receiver operating characteristic curve of 0.79 (95% CI, 0.78-0.79) that was stable across years and demographic subgroups. Of included encounters, 53.4% had a serious illness, with a sensitivity of 77.4% (95% CI, 76.6%-78.2%) and specificity of 50.5% (95% CI, 50.1%-50.8%). Varying GEST cutoffs from 5% to 30% increased specificity (5%: 49.1% [95% CI, 48.7%-49.5%]; 30%: 92.2% [95% CI, 92.0%-92.4%]) at the cost of sensitivity (5%: 89.3% [95% CI, 88.8-89.9]; 30%: 36.2% [95% CI, 35.3-37.1]). In a decision curve analysis, GEST outperformed serious illness criteria across all tested thresholds. When comparing patients referred to intervention by GEST with serious illness criteria, GEST reclassified 45.1% of patients with serious illness as having low risk of mortality with an observed mortality rate 8.1% and 2.6% of patients without serious illness as having high mortality risk with an observed mortality rate of 34.3% for a total reclassification rate of 25.3%.

CONCLUSIONS AND RELEVANCE: The findings of this study suggest that both serious illness criteria and GEST identified older ED patients at risk for 6-month mortality, but GEST offered more useful screening characteristics. Future trials of serious illness interventions for high mortality risk in older adults may consider transitioning from diagnosis code criteria to GEST, an automatable EHR-based algorithm.

PMID:38819823 | DOI:10.1001/jamanetworkopen.2024.14213

JAMA Netw Open. 2024 May 1;7(5):e2414223. doi: 10.1001/jamanetworkopen.2024.14223.

ABSTRACT

IMPORTANCE: Traumatic brain injury (TBI) occurs at the highest rate in older adulthood and increases risk for cognitive impairment and dementia.

OBJECTIVES: To update existing TBI surveillance data to capture nonhospital settings and to explore how social determinants of health (SDOH) are associated with TBI incidence among older adults.

DESIGN, SETTING, AND PARTICIPANTS: This nationally representative longitudinal cohort study assessed participants for 18 years, from August 2000 through December 2018, using data from the Health and Retirement Study (HRS) and linked Medicare claims dates. Analyses were completed August 9 through December 12, 2022. Participants were 65 years of age or older in the HRS with survey data linked to Medicare without a TBI prior to HRS enrollment. They were community dwelling at enrollment but were retained in HRS if they were later institutionalized.

EXPOSURES: Baseline demographic, cognitive, medical, and SDOH information from HRS.

MAIN OUTCOMES AND MEASURES: Incident TBI was defined using inpatient and outpatient International Classification of Diseases, Ninth or Tenth Revision, diagnosis codes received the same day or within 1 day as the emergency department (ED) visit code and the computed tomography (CT) or magnetic resonance imaging (MRI) code, after baseline HRS interview. A cohort with TBI codes but no ED visit or CT or MRI scan was derived to capture diagnoses in nonhospital settings. Descriptive statistics and bivariate associations of TBI with demographic and SDOH characteristics used sample weights. Fine-Gray regression models estimated associations between covariates and TBI, with death as a competing risk. Imputation considering outcome and complex survey design was performed by race and ethnicity, sex, education level, and Area Deprivation Index percentiles 1, 50, and 100. Other exposure variables were fixed at their weighted means.

RESULTS: Among 9239 eligible respondents, 5258 (57.7%) were female and 1210 (9.1%) were Black, 574 (4.7%) were Hispanic, and 7297 (84.4%) were White. Mean (SD) baseline age was 75.2 (8.0) years. During follow-up (18 years), 797 (8.9%) of respondents received an incident TBI diagnosis with an ED visit and a CT code within 1 day, 964 (10.2%) received an incident TBI diagnosis and an ED code, and 1148 (12.9%) received a TBI code with or without an ED visit and CT scan code. Compared with respondents without incident TBI, respondents with TBI were more likely to be female (absolute difference, 7.0 [95% CI, 3.3-10.8]; P < .001) and White (absolute difference, 5.1 [95% CI, 2.8-7.4]; P < .001), have normal cognition (vs cognitive impairment or dementia; absolute difference, 6.1 [95% CI, 2.8-9.3]; P = .001), higher education (absolute difference, 3.8 [95% CI, 0.9-6.7]; P < .001), and wealth (absolute difference, 6.5 [95% CI, 2.3-10.7]; P = .01), and be without baseline lung disease (absolute difference, 5.1 [95% CI, 3.0-7.2]; P < .001) or functional impairment (absolute difference, 3.3 [95% CI, 0.4-6.1]; P = .03). In adjusted multivariate models, lower education (subdistribution hazard ratio [SHR], 0.73 [95% CI, 0.57-0.94]; P = .01), Black race (SHR, 0.61 [95% CI, 0.46-0.80]; P < .001), area deprivation index national rank (SHR 1.00 [95% CI 0.99-1.00]; P = .009), and male sex (SHR, 0.73 [95% CI, 0.56-0.94]; P = .02) were associated with membership in the group without TBI. Sensitivity analyses using a broader definition of TBI yielded similar results.

CONCLUSIONS AND RELEVANCE: In this longitudinal cohort study of older adults, almost 13% experienced incident TBI during the 18-year study period. For older adults who seek care for TBI, race and ethnicity, sex, and SDOH factors may be associated with incidence of TBI, seeking medical attention for TBI in older adulthood, or both.

PMID:38819822 | DOI:10.1001/jamanetworkopen.2024.14223

JAMA Netw Open. 2024 May 1;7(5):e2414305. doi: 10.1001/jamanetworkopen.2024.14305.

ABSTRACT

IMPORTANCE: Optimal oral iron supplementation strategy is unclear in patients with iron deficiency anemia (IDA) who have either normal kidney function (NKF) or chronic kidney disease (CKD).

OBJECTIVE: To investigate the association of different oral iron supplementation strategies with the change in hemoglobin and iron indices among patients with IDA with either NKF or CKD.

DESIGN, SETTING, AND PARTICIPANTS: This retrospective cohort study was conducted between 2009 and 2019 at nationwide Veterans Health Administration facilities. Eligible participants included veterans with IDA (defined as hemoglobin <12 g/dL and either iron saturation <20% or ferritin <50 ng/mL) who received their first outpatient prescription of oral iron. Patients were further divided into those with NKF (estimated glomerular filtration rate >60 mL/min/1.73 m2) and CKD (estimated glomerular filtration rate ≥15 mL/min/1.73 m2 and <60 mL/min/1.73 m2). Data analysis was conducted from February to October 2023.

EXPOSURES: Patients were classified into 3 groups based on their oral iron dosing schedule: daily (once a day), multiple doses per day (MDD; ≥2 times per day), or alternate-day dose (ADD).

MAIN OUTCOMES AND MEASURES: The primary outcomes were change of hemoglobin, ferritin, total iron binding capacity (TIBC), and iron saturation (ISAT), which were calculated with linear mixed-effects models.

RESULTS: A total of 71 677 veterans with IDA (63 202 male [88.2%] and 8475 female [11.8%]; mean [SD] age, 68.47 [13.09] years), including 47 201 with NKF and 24 476 with CKD, were identifed. In patients with NKF in the daily group, hemoglobin increased from baseline (estimated per-30-day difference [SE], 0.27 [0.00] g/dL; P < .001). In comparison with the daily group, hemoglobin increased more in the MDD group (estimated per-30-day difference [SE], 0.08 [0.03] g/dL; P < .001), but no difference was noted in the ADD group (estimated per-30-day difference [SE], -0.01 [0.01] g/dL; P = .38). Ferritin, ISAT, and TIBC results were similar, except TIBC showed less change in the ADD group compared with the daily group. Patients with CKD showed similar trends but smaller magnitudes in changes. Among patients with NKF, the adjusted mean increase in hemoglobin was 1.03 g/dL (95% CI, 1.01-1.06 g/dL) for those in the daily group, 1.38 g/dL (95% CI, 1.36-1.40 g/dL) for those in the MDD group, and 0.93 g/dL (95% CI, 0.84-1.02 g/dL) for those in the ADD group at 90 days. Among patients with CKD, the adjusted mean increase in hemoglobin was 0.71 g/dL (95% CI, 0.68-0.73 g/dL) for those in the daily group, 0.99 g/dL (95% CI, 0.97-1.01 g/dL) for those in the MDD group, and 0.62 g/dL (95% CI, 0.52-0.73 g/dL) for those in the ADD group at 90 days.

CONCLUSIONS AND RELEVANCE: In this retrospective cohort study of veterans with IDA, there was no significant difference in the improvement of hemoglobin and iron indices between daily and ADD groups, but quickest improvement was observed in the MDD group. These findings suggest that the choice of oral iron therapy should depend on the rapidity of response desired and patient preference due to adverse effects.

PMID:38819821 | DOI:10.1001/jamanetworkopen.2024.14305

JAMA Netw Open. 2024 May 1;7(5):e2414316. doi: 10.1001/jamanetworkopen.2024.14316.

ABSTRACT

IMPORTANCE: Corticosteroid injections (CSIs) are an important tool for pain relief in many musculoskeletal conditions, but the longitudinal effects of these treatments on bone health and fracture risk are unknown.

OBJECTIVE: To determine whether cumulative doses of corticosteroid injections are associated with higher risk of subsequent osteoporotic and nonosteoporotic fractures.

DESIGN, SETTING, AND PARTICIPANTS: This cohort study included adult patients receiving any CSI from May 1, 2018, through July 1, 2022. Eligible patients resided in Olmsted County, Minnesota, and were empaneled to receive primary care within the Mayo Clinic. Cox proportional hazards regression models were used to evaluate risk of fracture based on cumulative injected corticosteroid dose.

EXPOSURE: Receipt of any CSI during the study period.

MAIN OUTCOMES AND MEASURES: The primary outcome was risk of fracture by total triamcinolone equivalents received. Secondary outcomes consisted of risks of fracture based on triamcinolone equivalents received in subgroups of patients not at high risk for fracture and patients with osteoporosis.

RESULTS: A total of 7197 patients were included in the study (mean [SD] age, 64.4 [14.6] years; 4435 [61.6%] women; 183 [2.5%] Black and 6667 [92.6%] White), and 346 (4.8%) had a new fracture during the study period. Of these fractures, 149 (43.1%) were considered osteoporotic. In the adjusted Cox proportional hazards regression model, there was no association of higher fracture risk based on cumulative CSI dose (adjusted hazard ratio [HR], 1.04 [95% CI, 0.96-1.11]). There was also no associated higher risk of fracture in the non-high-risk (adjusted HR, 1.11 [95% CI, 0.98-1.26]) or osteoporosis (adjusted HR, 1.01 [95% CI, 0.90-1.11]) subgroups. Age, Charleson Comorbidity Index, and previous fracture were the only factors that were associated with higher fracture risk.

CONCLUSIONS AND RELEVANCE: In this cohort study of cumulative injected corticosteroid dose and risk of subsequent fracture, no association was observed, including in patients with a preexisting diagnosis of osteoporosis. Treatment of painful conditions with CSI should not be withheld or delayed owing to concern about fracture risk.

PMID:38819820 | DOI:10.1001/jamanetworkopen.2024.14316

JAMA Netw Open. 2024 May 1;7(5):e2414322. doi: 10.1001/jamanetworkopen.2024.14322.

ABSTRACT

IMPORTANCE: Higher adherence to the Mediterranean diet has been associated with reduced risk of all-cause mortality, but data on underlying molecular mechanisms over long follow-up are limited.

OBJECTIVES: To investigate Mediterranean diet adherence and risk of all-cause mortality and to examine the relative contribution of cardiometabolic factors to this risk reduction.

DESIGN, SETTING, AND PARTICIPANTS: This cohort study included initially healthy women from the Women’s Health Study, who had provided blood samples, biomarker measurements, and dietary information. Baseline data included self-reported demographics and a validated food-frequency questionnaire. The data collection period was from April 1993 to January 1996, and data analysis took place from June 2018 to November 2023.

EXPOSURES: Mediterranean diet score (range, 0-9) was computed based on 9 dietary components.

MAIN OUTCOME AND MEASURES: Thirty-three blood biomarkers, including traditional and novel lipid, lipoprotein, apolipoprotein, inflammation, insulin resistance, and metabolism measurements, were evaluated at baseline using standard assays and nuclear magnetic resonance spectroscopy. Mortality and cause of death were determined from medical and death records. Cox proportional hazards regression was used to calculate hazard ratios (HRs) for Mediterranean diet adherence and mortality risk, and mediation analyses were used to calculate the mediated effect of different biomarkers in understanding this association.

RESULTS: Among 25 315 participants, the mean (SD) baseline age was 54.6 (7.1) years, with 329 (1.3%) Asian women, 406 (1.6%) Black women, 240 (0.9%) Hispanic women, 24 036 (94.9%) White women, and 95 (0.4%) women with other race and ethnicity; the median (IQR) Mediterranean diet adherence score was 4.0 (3.0-5.0). Over a mean (SD) of 24.7 (4.8) years of follow-up, 3879 deaths occurred. Compared with low Mediterranean diet adherence (score 0-3), adjusted risk reductions were observed for middle (score 4-5) and upper (score 6-9) groups, with HRs of 0.84 (95% CI, 0.78-0.90) and 0.77 (95% CI, 0.70-0.84), respectively (P for trend < .001). Further adjusting for lifestyle factors attenuated the risk reductions, but they remained statistically significant (middle adherence group: HR, 0.92 [95% CI, 0.85-0.99]; upper adherence group: HR, 0.89 [95% CI, 0.82-0.98]; P for trend = .001). Of the biomarkers examined, small molecule metabolites and inflammatory biomarkers contributed most to the lower mortality risk (explaining 14.8% and 13.0%, respectively, of the association), followed by triglyceride-rich lipoproteins (10.2%), body mass index (10.2%), and insulin resistance (7.4%). Other pathways, including branched-chain amino acids, high-density lipoproteins, low-density lipoproteins, glycemic measures, and hypertension, had smaller contributions (<3%).

CONCLUSIONS AND RELEVANCE: In this cohort study, higher adherence to the Mediterranean diet was associated with 23% lower risk of all-cause mortality. This inverse association was partially explained by multiple cardiometabolic factors.

PMID:38819819 | DOI:10.1001/jamanetworkopen.2024.14322

J Vis. 2024 May 1;24(5):17. doi: 10.1167/jov.24.5.17.

ABSTRACT

What is the link between eye movements and sensory learning? Although some theories have argued for an automatic interaction between what we know and where we look that continuously modulates human information gathering behavior during both implicit and explicit learning, there exists limited experimental evidence supporting such an ongoing interplay. To address this issue, we used a visual statistical learning paradigm combined with a gaze-contingent stimulus presentation and manipulated the explicitness of the task to explore how learning and eye movements interact. During both implicit exploration and explicit visual learning of unknown composite visual scenes, spatial eye movement patterns systematically and gradually changed in accordance with the underlying statistical structure of the scenes. Moreover, the degree of change was directly correlated with the amount and type of knowledge the observers acquired. This suggests that eye movements are potential indicators of active learning, a process where long-term knowledge, current visual stimuli and an inherent tendency to reduce uncertainty about the visual environment jointly determine where we look.

PMID:38819805 | DOI:10.1167/jov.24.5.17