Citations 26

Natural Language Processing CAM Algorithm Improves Delirium Detection Compared With Conventional Methods

American Journal of Medical Quality | October 25, 2022 | Volume: 38 | Issue: 1 | Pages: 17-22

10.1097/jmq.0000000000000090 | PMID 36283056

Delirium is known to be underdiagnosed and underdocumented. Delirium detection in retrospective studies occurs mostly by clinician diagnosis or nursing documentation. This study aims to assess the effectiveness of natural language processing-confusion assessment method (NLP-CAM) algorithm when compared to conventional modalities of delirium detection. A multicenter retrospective study analyzed 4351 COVID-19 hospitalized patient records to identify delirium occurrence utilizing three different delirium detection modalities namely clinician diagnosis, nursing documentation, and the NLP-CAM algorithm. Delirium detection by any of the 3 methods is considered positive for delirium occurrence as a comparison. NLP-CAM captured 80% of overall delirium, followed by clinician diagnosis at 55%, and nursing flowsheet documentation at 43%. Increase in age, Charlson comorbidity score, and length of hospitalization had increased delirium detection odds regardless of the detection method. Artificial intelligence-based NLP-CAM algorithm, compared to conventional methods, improved delirium detection from electronic health records and holds promise in delirium diagnostics.
Cumulative rehospitalizations and implications for subsequent mortality after first-ever ischemic stroke

Hospital Practice | September 26, 2022 | Volume: 50 | Issue: 5 | Pages: 393-399

10.1080/21548331.2022.2128575 | PMID 36154554

Within-Person Blood Pressure Variability During Hospitalization and Clinical Outcomes Following First-Ever Acute Ischemic Stroke

American Journal of Hypertension | September 21, 2022 | Volume: 36 | Issue: 1 | Pages: 23-32

10.1093/ajh/hpac106 | PMID 36130108

Abstract BACKGROUND Uncertainty remains over the relationship between blood pressure (BP) variability (BPV), measured in hospital settings, and clinical outcomes following acute ischemic stroke (AIS). We examined the association between within-person systolic blood pressure (SBP) variability (SBPV) during hospitalization and readmission-free survival, all-cause readmission, or all-cause mortality 1 year after AIS. METHODS In a cohort of 862 consecutive patients (age [mean ± SD] 75 ± 15 years, 55% women) with AIS (2005–2018, follow-up through 2019), we measured SBPV as quartiles of standard deviations (SD) and coefficient of variation (CV) from a median of 16 SBP readings obtained throughout hospitalization. RESULTS In the cumulative cohort, the measured SD and CV of SBP in mmHg were 16 ± 6 and 10 ± 5, respectively. The hazard ratios (HR) for readmission-free survival between the highest vs. lowest quartiles were 1.44 (95% confidence interval [CI] 1.04–1.81) for SD and 1.29 (95% CI 0.94–1.78) for CV after adjustment for demographics and comorbidities. Similarly, incident readmission or mortality remained consistent between the highest vs. lowest quartiles of SD and CV (readmission: HR 1.29 [95% CI 0.90–1.78] for SD, HR 1.29 [95% CI 0.94–1.78] for CV; mortality: HR 1.15 [95% CI 0.71–1.87] for SD, HR 0.86 [95% CI 0.55–1.36] for CV). CONCULSIONS In patients with first AIS, SBPV measured as quartiles of SD or CV based on multiple readings throughout hospitalization has no independent prognostic implications for the readmission-free survival, readmission, or mortality. This underscores the importance of overall patient care rather than a specific focus on BP parameters during hospitalization for AIS.
In adults aged 75 to 76 y, systematic AF screening reduced morbidity and mortality at 6 y

Annals of Internal Medicine | January 3, 2022 | Volume: 175 | Issue: 1 | Pages: JC9

10.7326/j21-0012 | PMID 34978858

Effects of Aging on Cardiac Oxidative Stress and Transcriptional Changes in Pathways of Reactive Oxygen Species Generation and Clearance

Journal of the American Heart Association | August 7, 2021 | Volume: 10 | Issue: 16 | Pages: No page available

10.1161/jaha.120.019948 | PMID 34369184

Background Age‐related heart diseases are significant contributors to increased morbidity and mortality. Emerging evidence indicates that mitochondria within cardiomyocytes contribute to age‐related increased reactive oxygen species (ROS) generation that plays an essential role in aging‐associated cardiac diseases. Methods and Results The present study investigated differences between ROS production in cardiomyocytes isolated from adult (6 months) and aged (24 months) Fischer 344 rats, and in cardiac tissue of adult (18–65 years) and elderly (>65 years) patients with preserved cardiac function. Superoxide dismutase inhibitable ferricytochrome c reduction assay (1.32±0.63 versus 0.76±0.31 nMol/mg per minute; P =0.001) superoxide and H 2 O 2 production, measured as dichlorofluorescein diacetate fluorescence (1646±428 versus 699±329, P =0.04), were significantly higher in the aged versus adult cardiomyocytes. Similarity in age‐related alteration between rats and humans was identified in mitochondrial‐electron transport chain‐complex‐I‐associated increased oxidative‐stress by MitoSOX fluorescence (53.66±18.58 versus 22.81±12.60; P =0.03) and in 4‐HNE adduct levels (187.54±54.8 versus 47.83±16.7 ng/mg protein, P =0.0063), indicative of increased peroxidation in the elderly. These differences correlated with changes in functional enrichment of genes regulating ROS homeostasis pathways in aged human and rat hearts. Functional merged collective network and pathway enrichment analysis revealed common genes prioritized in human and rat aging‐associated networks that underlay enriched functional terms of mitochondrial complex I and common pathways in the aging human and rat heart. Conclusions Aging sensitizes mitochondrial and extramitochondrial mechanisms of ROS buildup within the heart. Network analysis of the transcriptome highlights the critical elements involved with aging‐related ROS homeostasis pathways common in rat and human hearts as targets.
Abstract TP193: Trends in Prevalence and Clinical Impact of Socio-demographic Indicators and Multiple Chronic Conditions in Stroke and Transient Ischemic Attack

Stroke | June 21, 2021 | Volume: 48 | Issue: suppl_1 | Pages: No page available

10.1161/str.48.suppl_1.tp193

Importance: The increasing prevalence and clinical and clinical impact of chronic conditions (CCs) have been recognized as an important public health concern. Objectives: To evaluate trends in co-existing CCs and their association 30-day mortality and readmission rates in hospitalized patients with first-ever stroke and transient ischemic attack (TIA). Design: Retrospective study of patient hospitalized for first stroke or TIA. Results: Study cohort of 6,771 patients, hospitalized for first-ever stroke (n = 4,068 60.1%) and first-ever TIA (n = 2,703, 39.9%) with mean age 68.2 (standard deviation, ± 15.6) years, 51.4 % men, mean number of CCs 2.9 (± 1.7), 30-day mortality 8.6% and 30-day readmission rate 8.2%. The prevalence of multiple CCs was increased from 73.7% in 2005-2006 to 81.9% in 2013-2015, which was driven by a dramatic rise in the proportion of patient with ≥4 CCs from 27.4% to 46.4% during the study interval. In multivariable models, significant predictors of a) 30-day mortality were co-existing heart failure (HF) (odds ratio [OR] 1.45, 95% confidence interval [CI] 1.09-1.92), cardiac arrhythmia (OR 1.74, 95% CI 1.40-2.17), coronary artery disease(CAD) (OR 1.64, 95% CI 1.29-2.08), cancer (OR 1.67, 95% CI 1.31-2.14), and diabetes (HR 1.28, 95% CI 1.01-1.62) and b) 30-day readmission were co-existing HF (OR 1.45, 95% CI 1.06-1.99), chronic kidney disease (OR 1.55, 95% CI 1.17-2.04), CAD (OR 1.36, 95% CI 1.09-1.70), and cancer (OR 1.58, 95% CI 1.25-2.00), and patients with ≥4 co-existing CCs (OR 1.83, 95% CI 1.37-2.45). Conclusions and Relevance: In this large patient-population, we demonstrated a recent trend of continued increase in several CCs among hospitalized patients with acute stroke and TIA over 10-year period. Several CCs were associated with increased risk of 30-day all-cause mortality and readmission after initial hospitalization. Thus, interventions targeted to patients with CCs may improve these outcomes for patients with stroke and TIA.
Abstract 102: Downregulation of Mitochondrial Energetics in Senescent Human Atria

Circulation Research | June 21, 2021 | Volume: 119 | Issue: suppl_1 | Pages: No page available

10.1161/res.119.suppl_1.102

Introduction: Although alterations in mitochondrial function have been observed in senescent hearts, the molecular basis for aging-associated decline in energy metabolism in the human heart is not fully understood. Objective: To determine aging-related changes in functional activity and protein expression level of mitochondrial oxidative phosphorylation (OXPHOS) complexes and expression of genes regulating mitochondrial energetics in the human heart. Methods: Right atrial appendages from well-matched adult (29-57 y.o., n=19) and aged (65-85 y.o., n=22) patients undergoing elective CABG surgery were used. Functional activity of OXPHOS complexes was measured spectrophotometrically. Protein expression level of corresponding OXPHOS protein subunits was determined by Western blot. Gene expression profiling was performed using Affymetrix Human Genome U133 Plus 2.0 microarrays. Results: Mitochondria from senescent hearts demonstrated a significant decrease in complex I and V functional activity without significant changes in the rest of the complexes (Fig. A). At the protein expression level, there was reduction in complex I, III, and IV (Fig. B). This was associated with downregulation of the majority (86%, 90 of 105) of genes coding mitochondrial proteins (Fig. C). Forty-six percent (41 of 90) of the downregulated genes were confined to pathways regulating mitochondrial energetics. Conclusion: With aging, the functional activity of OXPHOS is reduced due to supression of protein expression and downregulation of genes regulating mitochondrial energetics. This provides a substrate for reduced energetic efficiency associated with senescence in the human atria.
Hyperlipidaemia and mortality among patients hospitalised with pneumonia: retrospective cohort and propensity score matched study

BMJ Open Respiratory Research | March 22, 2021 | Volume: 8 | Issue: 1 | Pages: e000757

10.1136/bmjresp-2020-000757 | PMID 33753360

Objective To characterise the potential association of hyperlipidaemia (HLP) versus no HLP with all-cause mortality among patients hospitalised for pneumonia. Design Propensity score matched retrospective study. Participants The study cohort consisted of consecutive 8553 adults hospitalised at a large academic centre with a discharge diagnosis of pneumonia from 1996 through 2015, followed until death or end of the study period, 17 August 2017. Outcomes The outcome was HR for mortality at 28 days and in the long term in patients with pneumonia with concurrent HLP compared with those with no HLP. We first constructed multivariable Cox proportional regression models to estimate the association between concurrent HLP versus no HLP and mortality after pneumonia hospitalisation for the entire cohort. We then identified 1879 patients with pneumonia with concurrent HLP and propensity score matched in a 1:1 ratio to 1879 patients with no HLP to minimise the imbalance from measured covariates for further analysis. Results Among 8553 unmatched patients with pneumonia, concurrent HLP versus no HLP was independently associated with lower mortality at 28 days (HR 0.52, 95% CI 0.41 to 0.66) and at a median follow-up of 3.9 years (HR 0.75, 95% CI 0.70 to 0.80). The risk difference in mortality was consistent between 1879 propensity score matched pairs both at 28 days (HR 0.65, 95% CI 0.49 to 0.86) and at a median follow-up of 4 years (HR 0.88, 95% CI 0.81 to 0.96). In the subgroup of patients with clinically measured low-density lipoprotein cholesterol (LDL-C), graded inverse associations between LDL-C levels and mortality were found in both unmatched and matched cohorts. Conclusions Among hospitalised patients with pneumonia, a diagnosis of HLP is protective against both short-term and long-term risk of death after adjustment for other major contributors to mortality in both unmatched and propensity score matched cohorts. These findings should be further investigated.
In adults with hypertension, more- vs. less-intensive BP-lowering treatment reduces orthostatic hypotension

Annals of Internal Medicine | January 4, 2021 | Volume: 174 | Issue: 1 | Pages: JC7

10.7326/acpj202101190-007 | PMID 33395341

Association of hyperlipidaemia with 5-year survival after hospitalisation for acute myocardial infarction: a propensity score matched analysis

Open Heart | March 18, 2020 | Volume: 7 | Issue: 1 | Pages: e001163

10.1136/openhrt-2019-001163 | PMID 32206316

Objectives The primary objective was to examine the association between hyperlipidaemia (HLP) and 5-year survival after incident acute myocardial infarction (AMI). The secondary objectives were to assess the effect of HLP on survival to discharge across patient subgroups, and the impact of statin prescription, intensity and long-term statin adherence on 5-year survival. Methods Retrospective cohort study of 7071 patients hospitalised for AMI at Mayo Clinic from 2001 through 2011. Of these, 2091 patients with HLP (age (mean±SD) 69.7±13.5) were propensity score matched to 2091 patients without HLP (age 70.6±14.2). Results In matched patients, HLP was associated with higher rate of survival to discharge than no HLP (95% vs 91%; log-rank <0.0001). At year 5, the adjusted HR for all-cause mortality in patients with HLP versus no HLP was 0.66 (95% CI 0.58–0.74), and patients with prescription statin versus no statin was 0.24 (95% CI 0.21 to 0.28). The mean survival was 0.35 year greater in patients with HLP than in those with no HLP (95% CI 0.25 to 0.46). Patients with HLP gained on an average 0.17 life year and those treated with statin 0.67 life year at 5 years after AMI. The benefit of concurrent HLP was consistent across study subgroups. Conclusions In patients with AMI, concomitant HLP was associated with increased survival and a net gain in life years, independent of survival benefit from statin therapy. The results also reaffirm the role of statin prescription, intensity and adherence in reducing the mortality after incident AMI.