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De A, Jung KH, Davis H, Siddiqui A, Kattan M, Quinn J, Rundle A, Green NS, Lovinsky-Desir S. Effects of Air Pollution on Respiratory Events and Pain Crises among Children with Sickle Cell Disease in New York City. Ann Am Thorac Soc 2024; 21:1733-1741. [PMID: 39194342 DOI: 10.1513/annalsats.202310-860oc] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 08/27/2024] [Indexed: 08/29/2024] Open
Abstract
Rationale: The disease burden of sickle cell disease (SCD) is highest among U.S. Black and Hispanic populations, which are often disproportionately represented in communities with poor air quality. There are limited data on the effects of air pollution exposure and social environmental factors on health outcomes in children with SCD. Objectives: The objectives of our study were to examine the associations between air pollution exposure and acute respiratory and vaso-occlusive pain crises (VOCs) and to further study the associations when stratifying by asthma status and neighborhood disadvantages. Methods: We conducted a retrospective study, collecting data on outpatient sick and emergency department visits, hospital admissions for respiratory events (i.e., respiratory tract infections, asthma exacerbation, acute chest syndrome), and hospitalizations for VOCs among children with SCD in a tertiary care center in New York City from 2015 to 2018. Modeled data from the New York City Community Air Survey data using home addresses' estimated street-level annual average exposure to air pollution (i.e., black carbon, particulate matter with an aerodynamic diameter ≤2.5 μm, and nitrogen dioxide). The area deprivation index (ADI) continuous national ranking percentile (1-100) was used, representing a composite index for neighborhood-level social disadvantage. We further dichotomized study participants at the upper tertile (high vs. low ADI). Multivariable Poisson regression in generalized estimating equation models were used to estimate relative risks (RRs) after adjusting for potential covariates. Results: A total of 114 children with SCD were included in this study and had between one and four annual repeated measures of annual average air pollutants over a total of 425 visits. Overall, there were no significant associations between air pollution levels and acute respiratory pain crises and VOCs among children with SCD and when stratified by asthma status. We found significant interactions between air pollution levels and the continuous ADI variable on respiratory outpatient and frequent respiratory outpatient/ED visits (P < 0.1). When stratified by high ADI, increased exposure to particulate matter with an aerodynamic diameter ≤2.5 μm was significantly associated with more frequent respiratory outpatient/emergency department visits among children residing in higher ADI neighborhoods (RR [95% confidence interval], 1.13 [1.01, 1.27]; P < 0.05), but not among those in lower ADI neighborhoods. Increased exposure to nitrogen dioxide was associated with more outpatient respiratory events for children in high ADI neighborhoods (RR [95% confidence interval], 2.74 [1.24, 6.08]; P < 0.05) compared with low ADI neighborhoods. Conclusions: Air pollution exposures increased respiratory complications among children with SCD living in deprived neighborhoods.
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Affiliation(s)
- Aliva De
- Division of Pediatric Pulmonology
| | | | - Haley Davis
- Division of Allergy Immunology and Rheumatology, Department of Pediatrics, Columbia University Irving Medical Center
| | - Abeer Siddiqui
- Division of Allergy Immunology and Rheumatology, Department of Pediatrics, Columbia University Irving Medical Center
| | | | | | | | - Nancy S Green
- Division of Pediatric Hematology, Oncology and Stem Cell Transplantation, Vagelos College of Physicians and Surgeons
| | - Stephanie Lovinsky-Desir
- Division of Pediatric Pulmonology
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, New York
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Amini A, Taherifard E, Akbari M, Taherifard E, Dehdari Ebrahimi N, Rajabi MR, Zamani F, Rekabpour SJ, Jafaraghaie R, Hassanzadeh J, Molavi Vardanjani H. The medication usage pattern and prevalence of polypharmacy among patients with sickle cell disease: a population-based study in southern Iran. Expert Rev Hematol 2024; 17:643-650. [PMID: 39061121 DOI: 10.1080/17474086.2024.2385482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Revised: 06/17/2024] [Accepted: 07/23/2024] [Indexed: 07/28/2024]
Abstract
BACKGROUND Due to the numerous complications associated with sickle cell disease (SCD), patients often receive a variety of medications alongside their SCD treatment. However, a notable gap exists in the current literature regarding medication use patterns among them. This study aimed to investigate medication usage patterns in patients with SCD. RESEARCH DESIGN AND METHODS This cross-sectional study, conducted in Bushehr Province, employed a stratified random sampling method to select eligible participants with SCD. A thorough interview gathered various information, including details about the medications. The Anatomical Therapeutic Chemical classification system was utilized for drug classification. Polypharmacy was defined as the concurrent use of at least five medications. RESULTS A total of 300 individuals with SCD were included in this study. Polypharmacy was observed in 26.3% (95% CI: 20.8%-32.8%) of the study population. The analyses revealed positive associations between the use of more concurrent medication use and higher age groups and having multimorbidity. Antianemic preparations (86.7%), antineoplastic agents (58.3%), and vitamins (41.0%) were the most frequent medication classes used by the study participants. CONCLUSIONS Our study revealed notable underutilization of hydroxyurea and a high rate of polypharmacy, associated with age and multimorbidity, among patients with SCD in southern Iran.
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Affiliation(s)
- Abdullah Amini
- Department of Epidemiology, School of Health, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Erfan Taherifard
- Hematology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
- MPH Department, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mohammadreza Akbari
- Shiraz Nephro-Urology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Ehsan Taherifard
- Hematology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | | | | | - Fahimeh Zamani
- Department of Nursing, Kazerun Branch, Islamic Azad University, Kazerun, Iran
| | - Seyed Javad Rekabpour
- Department of Hematology and Oncology, Bushehr University of Medical Sciences, Bushehr, Iran
| | - Razieh Jafaraghaie
- Department of Mathematics and Statistics, Shoushtar Branch, Islamic Azad University, Shoushtar, Iran
| | - Jafar Hassanzadeh
- Department of Epidemiology, School of Health, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Hossein Molavi Vardanjani
- MPH Department, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
- Research Center for Traditional Medicine and History of Medicine, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
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Sanni A, Goble S, Gilbertson DT, Johnson D, Linzer M. The Associations Between Opioid Use Disorder and Healthcare-Related Outcomes in Vaso-occlusive Crisis. J Gen Intern Med 2024; 39:1666-1672. [PMID: 38499723 PMCID: PMC11254892 DOI: 10.1007/s11606-024-08717-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Accepted: 02/23/2024] [Indexed: 03/20/2024]
Abstract
BACKGROUND In patients who experience frequent vaso-occlusive crises (VOC), opioid dependence may be due to a need for pain control as opposed to addiction; the implications of opioid use disorder (OUD) in this population are unclear. OBJECTIVE To compare outcomes in hospitalizations for VOC in those with a history of OUD to those without a history of OUD. DESIGN A retrospective assessment of hospitalizations for adults in the USA with a primary discharge diagnosis of VOC using the National Inpatient Sample database from 2016 to 2019. We also compared VOC hospitalizations to hospitalizations for all other reasons to assess differences in OUD-associated clinical factors. PARTICIPANTS In total, 273,460 hospitalizations for VOC; 23,120 (8.5%) of these hospital stays involved a secondary diagnosis of OUD. MAIN MEASURES Primary outcomes were length of hospital stay and cost. Mortality was a secondary outcome. KEY RESULTS Hospital length of stay was increased (mean 6.2 vs 4.9 days) in patients with OUD (adjusted rate ratio = 1.24, 95% CI 1.20-1.29, p < 0.001). Mean cost was also higher in those with OUD ($9076) than those without OUD ($8020, p < 0.001). Mortality was decreased in VOC hospitalizations in those with OUD, but the difference was not statistically significant (adjusted OR = 0.64, 95% CI 0.028-1.48, p = 0.30). CONCLUSIONS OUD is associated with increased length of stay and costs in patients with VOC. While there are many possible explanations, providers should consider undertreatment of pain due to addiction concerns as a potential factor; individualized pain plans to mitigate this challenge could be explored.
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Affiliation(s)
- Abdulsabur Sanni
- Department of Medicine, Hennepin Healthcare, Minneapolis, MN, USA
| | - Spencer Goble
- Department of Medicine, Hennepin Healthcare, Minneapolis, MN, USA.
| | - David T Gilbertson
- Chronic Disease Research Group, Hennepin Healthcare Research Institute, Minneapolis, MN, USA
| | | | - Mark Linzer
- Department of Medicine, Hennepin Healthcare, Minneapolis, MN, USA
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Yeung HM, Moore J. Pain management in sickle cell anemia as a prisoner's dilemma: A qualitative study of emergency medicine and internal medicine physicians. Am J Emerg Med 2024; 78:233-235. [PMID: 38302294 DOI: 10.1016/j.ajem.2024.01.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 01/16/2024] [Accepted: 01/19/2024] [Indexed: 02/03/2024] Open
Affiliation(s)
- Ho-Man Yeung
- Department of Medicine, Temple University Hospital, Philadelphia, PA, USA.
| | - Jessica Moore
- Department of Emergency Medicine, Temple University Hospital, Philadelphia, PA, USA
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Santiago LH, Vargas RB, Pipolo DO, Pan D, Tiwari S, Dehghan K, Bazargan-Hejazi S. Predictors of hospital readmissions in adult patients with sickle cell disease. AMERICAN JOURNAL OF BLOOD RESEARCH 2023; 13:189-197. [PMID: 38223313 PMCID: PMC10784118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 10/03/2023] [Indexed: 01/16/2024]
Abstract
BACKGROUND Sickle cell disease (SCD) is the most common inherited blood disorder, affecting primarily Black and Hispanic individuals. In 2016, 30-day readmissions incurred 95,445 extra days of hospitalization, $152 million in total hospitalization costs, and $609 million in total hospitalization charges. OBJECTIVES 1) To estimate hospital readmissions within 30 days among patients with SCD in the State of California. 2) Identify the factors associated with readmission within 30 days for SCD patients in California. METHODS We conducted a retrospective observational study of adult SCD patients hospitalized in California between 2005 and 2014. Descriptive statistics and logistic regression models were used to examine significant differences in patient characteristics and their association with hospital readmissions. RESULTS From 2,728 individual index admissions, 70% presented with single admission, 10% experienced one readmission, and 20% experienced ≥ two readmissions within 30 days. Significant predictors associated with zero vs. one readmission were male gender (OR=1.37, CI: 1.06-1.77), Black ethnicity (OR=3.27, CI: 1.71-6.27) and having Medicare coverage (OR=1.89, CI: 1.30-2.75). Lower likelihood of readmission was found in those with a Charlson Comorbidity index of three or more (OR=0.53, CI: 0.29-0.97). For zero vs. ≥ two readmissions, significant predictors were male gender (OR=1.43, CI: 1.17-1.74), Black ethnicity (OR=6.90, CI: 3.41-13.97), Hispanic ethnicity (OR=2.33, CI: 1.05-5.17), Medicare coverage (OR=3.58, CI: 2.68-4.81) and Medi-Cal coverage (OR=1.70, CI: 1.31-2.20). Lower likelihood for having two or more readmissions were associated with individuals aged 65+ (OR=0.97, CI: 0.96-0.98) and those with self-payment status (OR=0.32, CI: 0.12-0.54). CONCLUSIONS In California, male, Black, and Hispanic patients, as well as those covered by Medicare or Medi-Cal, were found to have an increased risk of hospital readmissions. Redirecting outpatient goals to address these patient populations and risk factors is crucial for reducing readmission rates.
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Affiliation(s)
- Laura H Santiago
- College of Medicine, Charles R. Drew University of Medicine and ScienceLos Angeles, CA, USA
- David Geffen School of Medicine, UCLALos Angeles, CA, USA
| | - Roberto B Vargas
- College of Medicine, Charles R. Drew University of Medicine and ScienceLos Angeles, CA, USA
- David Geffen School of Medicine, UCLALos Angeles, CA, USA
| | - Derek O Pipolo
- College of Medicine, Charles R. Drew University of Medicine and ScienceLos Angeles, CA, USA
| | - Deyu Pan
- College of Medicine, Charles R. Drew University of Medicine and ScienceLos Angeles, CA, USA
| | - Sweta Tiwari
- College of Medicine, Charles R. Drew University of Medicine and ScienceLos Angeles, CA, USA
| | - Kaveh Dehghan
- College of Medicine, Charles R. Drew University of Medicine and ScienceLos Angeles, CA, USA
| | - Shahrzad Bazargan-Hejazi
- College of Medicine, Charles R. Drew University of Medicine and ScienceLos Angeles, CA, USA
- David Geffen School of Medicine, UCLALos Angeles, CA, USA
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Chen M, Ton A, Shahrestani S, Chen X, Ballatori A, Wang JC, Buser Z. The Influence of Hospital Type, Insurance Type, and Patient Income on 30-Day Complication and Readmission Rates Following Lumbar Spine Fusion. Global Spine J 2023:21925682231222903. [PMID: 38103012 DOI: 10.1177/21925682231222903] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2023] Open
Abstract
BACKGROUND CONTEXT Several studies have shown that factors such as insurance type and patient income are associated with different readmission rates following certain orthopaedic procedures. The literature, however, remains sparse with regard to these demographic characteristics and their associations to perioperative lumbar spine fusion outcomes. PURPOSE The purpose of this study was to assess the associations between hospital type, insurance type, and patient median income to both 30-day complication and readmission rates following lumbar spine fusion. PATIENT SAMPLE Patients who underwent primary lumbar spine fusion (n = 596,568) from 2010-2016 were queried from the National Readmissions Database (NRD). OUTCOME MEASURES Incidence of 30-day complication and readmission rates. METHODS All relevant diagnoses and procedures were identified using International Classification of Disease, 9th and 10th Edition (ICD-9, 10) codes. Hospital types were categorized as metropolitan non-teaching (n = 212,131), metropolitan teaching (n = 364,752), and rural (n = 19,685). Insurance types included: Medicare (n = 213,534), Medicaid (n = 78,520), private insurance (n = 196,648), and out-of-pocket (n = 45,025). Patient income was divided into the following quartiles: Q1 (n = 112,083), Q2 (n = 145,755), Q3 (n = 156,276), and Q4 (n = 147,289), wherein quartile 1 corresponded to lower income ranges and quartile 4 to higher ranges. Statistical analysis was conducted in R. Kruskal-Wallis tests with Dunn's pairwise comparisons were performed to analyze differences in 30-day readmission and complication rates in patients who underwent lumbar spine fusion. Complications analyzed included infection, wound injury, hematoma, neurological injury, thromboembolic event, and hardware failure. RESULTS 30-day readmission was significantly higher in metropolitan teaching hospitals compared to metropolitan non-teaching hospitals and rural hospitals (P < .05). Patients from metropolitan teaching hospitals had significantly higher rates of infection (P < .001), wound injury (P < .001), hematoma (P = .018), and hardware failure (P < .002) compared to those treated at metropolitan non-teaching hospitals. Privately insured patients were significantly less likely to be readmitted at 30 days than those paying with Medicare or Medicaid (P < .01). Patients with private insurance also experienced significantly lower rates of hematoma formation than Medicare beneficiaries and out-of-pocket payers (P < .01), postoperative wound injury compared to Medicaid patients and out-of-pocket payers (P < .005), and infection compared to all other groups (P < .001). Patients in Quartile 4 experienced significantly greater rates of hematoma formation compared to those in Quartiles 1 and 2 and were more likely to experience a thromboembolic event compared to all other groups. CONCLUSION Patients undergoing lumbar spine fusion at metropolitan non-teaching hospitals and paying with private insurance had significantly lower 30-day readmission rates than their counterparts. Complications within 30 days following lumbar spine fusion were significantly higher in patients treated at metropolitan teaching hospitals and in Medicare and Medicaid beneficiaries. Aside from a few exceptions, however, patient income was generally not associated with differential complication rates.
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Affiliation(s)
- Matthew Chen
- Keck School of Medicine, Department of Orthopaedic Surgery, University of Southern California, Los Angeles, USA
| | - Andy Ton
- Keck School of Medicine, Department of Orthopaedic Surgery, University of Southern California, Los Angeles, USA
| | - Shane Shahrestani
- Keck School of Medicine, Department of Orthopaedic Surgery, University of Southern California, Los Angeles, USA
- Department of Medical Engineering, California Institute of Technology, Pasadena, CA, USA
| | - Xiao Chen
- Keck School of Medicine, Department of Orthopaedic Surgery, University of Southern California, Los Angeles, USA
- Department of Orthopaedic Surgery, Mayo Clinic, Rochester, MN, USA
| | - Alexander Ballatori
- Keck School of Medicine, Department of Orthopaedic Surgery, University of Southern California, Los Angeles, USA
| | - Jeffrey C Wang
- Keck School of Medicine, Department of Orthopaedic Surgery, University of Southern California, Los Angeles, USA
| | - Zorica Buser
- Keck School of Medicine, Department of Orthopaedic Surgery, University of Southern California, Los Angeles, USA
- Gerling Institute, Brooklyn, New York, USA
- Department of Orthopedic Surgery, NYU Grossman School of Medicine, New York, USA
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Feeney C, Chandler M, Platt A, Sun S, Setji N, Ming DY. Impact of a hospital service for adults with chronic childhood-onset disease: A propensity weighted analysis. J Hosp Med 2023; 18:1082-1091. [PMID: 37933708 PMCID: PMC11097107 DOI: 10.1002/jhm.13234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Revised: 10/10/2023] [Accepted: 10/19/2023] [Indexed: 11/08/2023]
Abstract
BACKGROUND Young adults with chronic childhood-onset diseases (CCOD) transitioning care from pediatrics to adult care are at high risk for readmission after hospital discharge. At our institution, we have implemented an inpatient service, the Med-Peds (MP) line, to improve transitions to adult care and reduce hospital utilization by young adults with CCOD. OBJECTIVE This study aimed to assess the effect of the MP line on length of stay (LOS) and 30-day readmission rates compared to other inpatient services. METHODS This was an observational, retrospective cohort analysis of patients admitted to the MP line compared to other hospital service lines over a 2-year period. To avoid potential confounding by indication for admission to the MP line, propensity score weighting methods were used. RESULTS The MP line cared for 302 patients with CCOD from June 2019 to July 2021. Compared to other service lines, there was a 33% reduction in relative risk of 30-day readmission (26.9% compared to 40.3%, risk ratio = 0.67, 95% confidence interval [CI] 0.55-0.81). LOS was 10% longer for the MP line (event time ratio (ETR): 1.10 95% CI 1.0-1.21) with median LOS 4.8 versus 4.5 days. Patients with sickle cell disease had less of a reduction in 30-day readmissions and longer LOS. CONCLUSION Hospitalization for young adults with CCOD on a MP service line was associated with lower 30-day readmission rates and longer LOS than hospitalization on other services. Further research is needed to assess which components of the line most contribute to decreased utilization.
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Affiliation(s)
- Colby Feeney
- Duke University School of Medicine, Department of Medicine
- Duke University School of Medicine, Department of Pediatrics
| | - Mark Chandler
- Duke University School of Medicine, Department of Medicine
- Duke University School of Medicine, Department of Pediatrics
| | - Alyssa Platt
- Duke University, Department of Biostatistics and Bioinformatics
| | - Shifeng Sun
- Duke University, Department of Biostatistics and Bioinformatics
| | - Noppon Setji
- Duke University School of Medicine, Department of Medicine
- Duke University School of Medicine, Department of Pediatrics
| | - David Y. Ming
- Duke University School of Medicine, Department of Medicine
- Duke University School of Medicine, Department of Pediatrics
- Duke University School of Medicine, Department of Population Health Sciences
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Walsh PS, Brousseau DC, Coleman KD. Return visits after emergency department treatment for sickle cell pain crises. Am J Hematol 2023; 98:E266-E268. [PMID: 37435913 DOI: 10.1002/ajh.27027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 06/23/2023] [Accepted: 06/30/2023] [Indexed: 07/13/2023]
Affiliation(s)
- Patrick S Walsh
- Department of Pediatrics, Section of Pediatric Emergency Medicine, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - David C Brousseau
- Department of Pediatrics, Nemours Children's Health and Sidney Kimmel Medical College at Thomas Jefferson University, Wilmington, Delaware, USA
| | - Keli D Coleman
- Department of Pediatrics, Section of Pediatric Emergency Medicine, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
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Chen M, Ataga KI, Hankins JS, Zhang M, Gatwood JD, Wan JY, Bailey JE. Age-related differences in risks and outcomes of 30-day readmission in adults with sickle cell disease. Ann Hematol 2023; 102:2329-2342. [PMID: 37450055 DOI: 10.1007/s00277-023-05365-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 07/09/2023] [Indexed: 07/18/2023]
Abstract
BACKGROUND Literature on 30-day readmission in adults with sickle cell disease (SCD) is limited. This study examined the overall and age-stratified rates, risk factors, and healthcare resource utilization associated with 30-day readmission in this population. METHODS Using the Nationwide Readmissions Database, a retrospective cohort study was conducted to identify adult patients (aged ≥ 18) with SCD in 2016. Patients were stratified by age and followed for 30 days to assess readmission following an index discharge. The primary outcome was 30-day unplanned all-cause readmission. Secondary outcomes included index hospitalization costs and readmission outcomes (e.g., time to readmission, readmission costs, and readmission lengths of stay). Separate generalized linear mixed models estimated the adjusted odds ratios (aORs) for associations of readmission with patient and hospital characteristics, overall and by age. RESULTS Of 15,167 adults with SCD, 2,863 (18.9%) experienced readmission. Both the rates and odds of readmission decreased with increasing age. The SCD complications vaso-occlusive crisis and end-stage renal disease (ESRD) were significantly associated with increased likelihood of readmission (p < 0.05). Age-stratified analyses demonstrated that diagnosis of depression significantly increased risk of readmission among patients aged 18-to-29 years (aOR = 1.537, 95%CI: 1.215-1.945) but not among patients of other ages. All secondary outcomes significantly differed by age (p < 0.05). CONCLUSION This study demonstrates that patients with SCD are at very high risk of 30-day readmission and that younger adults and those with vaso-occlusive crisis and ESRD are among those at highest risk. Multifaceted, age-specific interventions targeting individuals with SCD on disease management are needed to prevent readmissions.
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Affiliation(s)
- Ming Chen
- Institute of Health Outcomes and Policy, University of Tennessee Health Science Center, Memphis, TN, 38163, USA.
- Center for Health System Improvement, University of Tennessee Health Science Center, Memphis, TN, 38163, USA.
| | - Kenneth I Ataga
- Center for Sickle Cell Disease, University of Tennessee Health Science Center, Memphis, TN, USA
- Department of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Jane S Hankins
- Department of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Min Zhang
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Justin D Gatwood
- Institute of Health Outcomes and Policy, University of Tennessee Health Science Center, Memphis, TN, 38163, USA
- Department of Clinical Pharmacy and Translational Science, University of Tennessee Health Science Center, Nashville, TN, USA
| | - Jim Y Wan
- Department of Preventive Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
| | - James E Bailey
- Center for Health System Improvement, University of Tennessee Health Science Center, Memphis, TN, 38163, USA
- Department of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
- Department of Preventive Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
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Bodla ZH, Hashmi M, Niaz F, Farooq U, Khalid F, Abdullahi AH, Luu SW. Timing matters: An analysis of the relationship between red cell transfusion timing and hospitalization outcomes in sickle cell crisis patients using the National Inpatient Sample database. Ann Hematol 2023:10.1007/s00277-023-05275-6. [PMID: 37249608 DOI: 10.1007/s00277-023-05275-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 05/12/2023] [Indexed: 05/31/2023]
Abstract
Vaso-occlusive pain crisis is a debilitating complication of sickle cell disease (SCD) and it is the most common cause of hospitalization among these individuals. We studied the inpatient outcomes among patients admitted with sickle cell crisis based on the timing of red blood cell transfusion. In this retrospective study, we used the United States National Inpatient Sample (NIS) data for the year 2019, to identify adult patients hospitalized with the principal diagnosis of sickle cell crisis who received simple red blood cell transfusion during their hospitalization. Patients were divided into two groups. Those who received simple red cell transfusion within 24 hours of admission were classified as early transfusion. After adjusting for confounders, the mean adjusted length of stay for patients with early transfusion was significantly lower than those who received a late blood transfusion by 3.51 days (p-value < 0.001) along with a decrease in mean adjusted hospitalization charges and cost, by 25,487 and 4,505 United States Dollar (USD) respectively. The early red cell transfusion was also associated with a decrease in inpatient mortality, demonstrated by an adjusted odds ratio (aOR) of 0.19 (p-value 0.036), and a reduction in in-hospital sepsis, with an aOR of 0.28 (p-value < 0.001), however, no statistically significant difference was found between the two groups regarding acute respiratory failure requiring intubation, vasopressors requirement, acute kidney injury requiring dialysis and intensive care unit (ICU) admission. We recommend timely triage and reassessment to identify sickle cell crisis patients requiring blood transfusion. This intervention can notably affect the inpatient length of stay, resource utilization, and hospitalization outcomes.
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Affiliation(s)
- Zubair Hassan Bodla
- University of Central Florida College of Medicine, Graduate Medical Education/HCA Florida North Florida Hospital, Internal Medicine Residency Program, Gainesville, FL, USA.
| | - Mariam Hashmi
- University of Central Florida College of Medicine, Graduate Medical Education/HCA Florida North Florida Hospital, Internal Medicine Residency Program, Gainesville, FL, USA
| | - Fatima Niaz
- King Edward Medical University, Lahore, Punjab, Pakistan
- Mayo Hospital, Lahore, Punjab, Pakistan
| | - Umer Farooq
- Rochester Regional Health, Rochester, NY, USA
| | | | - Abdullahi Hussein Abdullahi
- University of Central Florida College of Medicine, Graduate Medical Education/HCA Florida North Florida Hospital, Internal Medicine Residency Program, Gainesville, FL, USA
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Stojancic RS, Subramaniam A, Vuong C, Utkarsh K, Golbasi N, Fernandez O, Shah N. Predicting Pain in People With Sickle Cell Disease in the Day Hospital Using the Commercial Wearable Apple Watch: Feasibility Study. JMIR Form Res 2023; 7:e45355. [PMID: 36917171 PMCID: PMC10131899 DOI: 10.2196/45355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2022] [Revised: 01/30/2023] [Accepted: 01/30/2023] [Indexed: 02/01/2023] Open
Abstract
BACKGROUND Sickle cell disease (SCD) is a genetic red blood cell disorder associated with severe complications including chronic anemia, stroke, and vaso-occlusive crises (VOCs). VOCs are unpredictable, difficult to treat, and the leading cause of hospitalization. Recent efforts have focused on the use of mobile health technology to develop algorithms to predict pain in people with sickle cell disease. Combining the data collection abilities of a consumer wearable, such as the Apple Watch, and machine learning techniques may help us better understand the pain experience and find trends to predict pain from VOCs. OBJECTIVE The aim of this study is to (1) determine the feasibility of using the Apple Watch to predict the pain scores in people with sickle cell disease admitted to the Duke University SCD Day Hospital, referred to as the Day Hospital, and (2) build and evaluate machine learning algorithms to predict the pain scores of VOCs with the Apple Watch. METHODS Following approval of the institutional review board, patients with sickle cell disease, older than 18 years, and admitted to Day Hospital for a VOC between July 2021 and September 2021 were approached to participate in the study. Participants were provided with an Apple Watch Series 3, which is to be worn for the duration of their visit. Data collected from the Apple Watch included heart rate, heart rate variability (calculated), and calories. Pain scores and vital signs were collected from the electronic medical record. Data were analyzed using 3 different machine learning models: multinomial logistic regression, gradient boosting, and random forest, and 2 null models, to assess the accuracy of pain scores. The evaluation metrics considered were accuracy (F1-score), area under the receiving operating characteristic curve, and root-mean-square error (RMSE). RESULTS We enrolled 20 patients with sickle cell disease, all of whom identified as Black or African American and consisted of 12 (60%) females and 8 (40%) males. There were 14 individuals diagnosed with hemoglobin type SS (70%). The median age of the population was 35.5 (IQR 30-41) years. The median time each individual spent wearing the Apple Watch was 2 hours and 17 minutes and a total of 15,683 data points were collected across the population. All models outperformed the null models, and the best-performing model was the random forest model, which was able to predict the pain scores with an accuracy of 84.5%, and a RMSE of 0.84. CONCLUSIONS The strong performance of the model in all metrics validates feasibility and the ability to use data collected from a noninvasive device, the Apple Watch, to predict the pain scores during VOCs. It is a novel and feasible approach and presents a low-cost method that could benefit clinicians and individuals with sickle cell disease in the treatment of VOCs.
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Affiliation(s)
- Rebecca Sofia Stojancic
- Duke Sickle Cell Comprehensive Care Unit, Department of Medicine, Division of Hematology, Duke University Hospital, Durham, NC, United States
| | - Arvind Subramaniam
- Duke Sickle Cell Comprehensive Care Unit, Department of Medicine, Division of Hematology, Duke University Hospital, Durham, NC, United States.,Brody School of Medicine, East Carolina University, Greenville, NC, United States
| | - Caroline Vuong
- Department of Pediatric Hematology, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, Netherlands
| | - Kumar Utkarsh
- Department of Engineering Sciences and Applied Mathematics, Northwestern University, Evanston, IL, United States
| | - Nuran Golbasi
- Joan & Sanford I Weill Medical College, Cornell University, New York, NY, United States.,University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Olivia Fernandez
- Duke Sickle Cell Comprehensive Care Unit, Department of Medicine, Division of Hematology, Duke University Hospital, Durham, NC, United States
| | - Nirmish Shah
- Duke Sickle Cell Comprehensive Care Unit, Department of Medicine, Division of Hematology, Duke University Hospital, Durham, NC, United States
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Zhang M, Liu S, Bi Y, Liu J. Comparison of 30-day planned and unplanned readmissions in a tertiary teaching hospital in China. BMC Health Serv Res 2023; 23:213. [PMID: 36879245 PMCID: PMC9988192 DOI: 10.1186/s12913-023-09193-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Accepted: 02/16/2023] [Indexed: 03/08/2023] Open
Abstract
PURPOSE The purpose of this study was to analyze and compare the clinical characteristics of patients with 30-day planned and unplanned readmissions and to identify patients at high risk for unplanned readmissions. This will facilitate a better understanding of these readmissions and improve and optimize resource utilization for this patient population. METHODS A retrospective cohort descriptive study was conducted at the West China Hospital (WCH), Sichuan University from January 1, 2015, to December 31, 2020. Discharged patients (≥ 18 years old) were divided into unplanned readmission and planned readmission groups according to 30-day readmission status. Demographic and related information was collected for each patient. Logistic regression analysis was used to assess the association between unplanned patient characteristics and the risk of readmission. RESULTS We identified 1,118,437 patients from 1,242,496 discharged patients, including 74,494 (6.7%) 30-day planned readmissions and 9,895 (0.9%) unplanned readmissions. The most common diseases of planned readmissions were antineoplastic chemotherapy (62,756/177,749; 35.3%), radiotherapy sessions for malignancy (919/8,229; 11.2%), and systemic lupus erythematosus (607/4,620; 13.1%). The most common diseases of unplanned readmissions were antineoplastic chemotherapy (2038/177,747; 1.1%), age-related cataract (1061/21,255; 5.0%), and unspecified disorder of refraction (544/5,134; 10.6%). There were statistically significant differences between planned and unplanned readmissions in terms of patient sex, marital status, age, length of initial stay, the time between discharge, ICU stay, surgery, and health insurance. CONCLUSION Accurate information on 30-day planned and unplanned readmissions facilitates effective planning of healthcare resource allocation. Identifying risk factors for 30-day unplanned readmissions can help develop interventions to reduce readmission rates.
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Affiliation(s)
- Mengjiao Zhang
- Information Center, West China Hospital, Sichuan University, Chengdu, China
| | - Siru Liu
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Yongdong Bi
- Information Center, West China Hospital, Sichuan University, Chengdu, China
| | - Jialin Liu
- Information Center, West China Hospital, Sichuan University, Chengdu, China. .,Department of Medical Informatics, West China Medical School, Sichuan, China.
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13
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Uddin MM, Mir T, Briasoulis A, Akintoye E, Adegbala O, Shafi I, Qureshi WT, Afonso LC. Clinical outcomes and 30-day readmissions associated with high-output heart failure. Hellenic J Cardiol 2023; 69:24-30. [PMID: 36273803 DOI: 10.1016/j.hjc.2022.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Revised: 10/16/2022] [Accepted: 10/18/2022] [Indexed: 11/04/2022] Open
Abstract
BACKGROUND High-output heart failure (HOHF) is an underdiagnosed type of heart failure (HF) characterized by low systemic vascular resistance and high cardiac output. OBJECTIVE This study sought to characterize the causes, mortality, and readmissions related to HOHF within the United States. METHODS Data were collected from the Agency for Healthcare Research and Quality's Healthcare Cost and Utilization Project (HCUP) National Readmissions Database (NRD) from January 1, 2017, to November 30, 2019. We used the International Classification of Diseases, 10th revision (ICD-10), diagnostic codes to identify encounters with HOHF and heart failure with reduced ejection fraction (HFrEF). RESULTS Of the total 5,080,985 encounters with HF, 3,897 hospitalizations (mean age 62.5 ± 17.9 years, 56.5% females) with HOHF and 5,077,088 hospitalizations with HFrEF were recorded. The most commonly associated putative etiologies of HOHF included pulmonary disease (19.8%), morbid obesity (9.9%), sepsis (9.6%), cirrhosis (8.9%), myelodysplastic syndrome (MDS) (7.9%), hyperthyroidism (5.5%), and sickle cell disease (3.3%). There was no significant difference in mortality rates [4.3% vs. 5.2%; odds ratio (OR) 0.9, 95% confidence interval (CI) 0.7-1.2] between HOHF and HFrEF. However, the 30-day readmission rate for HOHF was significantly lower than that for HFrEF (5.7% vs. 21.2%; OR 0.39, 95% CI 0.30-0.51). Cardiovascular (39.9%) followed by hematological (20.6%) complications accounted for the majority of 30-day readmissions in the HOHF group. CONCLUSIONS HOHF is an infrequently reported cardiovascular complication associated with noncardiovascular disorders and is encountered in 0.07% of all encounters with HF. Although comparable in-hospital mortality between studied cohorts was observed, raising awareness and timely recognition of this entity are warranted.
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Affiliation(s)
- Mohammed M Uddin
- Internal Medicine Detroit Medical Center, Wayne State University, Detroit, USA
| | - Tanveer Mir
- Internal Medicine Detroit Medical Center, Wayne State University, Detroit, USA
| | - Alexandros Briasoulis
- Cardiovascular Medicine. National Kapodestrian, University of Athens, Athens, Greece.
| | | | - Oluwole Adegbala
- Cardiovascular Medicine. Detroit Medical Center, Wayne State University, Detroit, USA
| | - Irfan Shafi
- Cardiovascular Medicine. Detroit Medical Center, Wayne State University, Detroit, USA
| | - Waqas T Qureshi
- Division of Cardiology, University of Massachusetts School of Medicine, Worcester, USA
| | - Luis C Afonso
- Cardiovascular Medicine. Detroit Medical Center, Wayne State University, Detroit, USA
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14
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Risk Factors for Readmission Following Febrile Neutropenia in Pediatric Oncology Patients. J Pediatr Hematol Oncol 2022; 45:e496-e501. [PMID: 36346651 DOI: 10.1097/mph.0000000000002585] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Accepted: 09/25/2022] [Indexed: 11/11/2022]
Abstract
Febrile neutropenia is the most common reason for admission from the emergency department for pediatric oncology patients. We identified pediatric inpatients age 1 to 21 years with an International Classification of Diseases, Ninth Revision (ICD-9) diagnosis code of malignancy and either fever with neutropenia or fever alone over a 6-year period (2007-2012) using the PHIS+ database. We evaluated factors associated with readmission within 7 days after index hospitalization. There were 4029 index hospitalizations among 2349 patients in 6 hospitals, 294 encounters (7.3%) were followed by readmission within 7 days. Factors associated with increased odds of readmission included being in the lowest quartile for median household income (odds ratio [OR]=1.64, P=0.009), diagnosis of acute lymphoblastic leukemia (OR=1.37, P=0.016), lack of anerobic coverage during index hospitalization (OR=1.48, P=0.026), and absolute neutrophil count <200 cells/μL at discharge from index hospitalizations (OR=1.55, P=0.008). Patients who required readmission had a longer median length of stay and greater hospitalization costs during the index hospitalization. There was a trend towards increasing hospitalization rates for febrile neutropenia over time. While absolute neutrophil count is incorporated into many risk stratification strategies for fever management, further work should focus on addressing socioeconomic factors which may impact readmission rates.
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15
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Baldwin Z, Jiao B, Basu A, Roth J, Bender MA, Elsisi Z, Johnson KM, Cousin E, Ramsey SD, Devine B. Medical and Non-medical Costs of Sickle Cell Disease and Treatments from a US Perspective: A Systematic Review and Landscape Analysis. PHARMACOECONOMICS - OPEN 2022; 6:469-481. [PMID: 35471578 PMCID: PMC9283624 DOI: 10.1007/s41669-022-00330-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 02/15/2022] [Indexed: 05/06/2023]
Abstract
BACKGROUND Sickle cell disease (SCD) is a complex genetic disorder that manifests in infancy and progresses throughout life in the form of acute and chronic complications. As the upfront costs of potentially curative, genetic therapies will likely be high, an assessment and comprehensive characterization of the medical and non-medical cost burden will inform future decision making. OBJECTIVE We sought to systematically summarize the existing literature surrounding SCD medical and non-medical costs. METHODS We searched MEDLINE and EMBASE (2008-2020) and identified US-based studies that detailed medical or non-medical costs. Eligible studies provided empirical estimates about any aspect of cost or SCD individuals of all ages and their caregivers. Study quality was assessed using the Newcastle-Ottawa Scale, and costs were adjusted to 2019 US$. RESULTS Search queries returned 479 studies, with 342 from medical burden searches and 137 from non-medical burden searches, respectively. Herein, we report the results of the 40 studies that contained relevant cost information: 39 detailed medical costs and 1 detailed non-medical costs. Costs were higher for SCD patients when compared with non-SCD individuals (cost difference range: $6636-$63,436 annually). The highest medical cost component for SCD patients was inpatient ($11,978-$59,851 annually), followed by outpatient and then pharmacy. No studies characterized the cost burden throughout the lifetime disease trajectory of an SCD individual, and no studies captured caregiver or productivity costs. CONCLUSION Our results reveal an incomplete characterization of medical and non-medical costs within SCD. A deeper understanding of the medical and non-medical cost burden requires completion of additional studies that capture the burden across the patient's lifetime, in addition to expression of the impact of existing and emergent health technologies on disease trajectory.
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Affiliation(s)
- Zachary Baldwin
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, 1959 NE Pacific Street, H-375T, Box 357630, Seattle, WA, 98195-7630, USA
| | - Boshen Jiao
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, 1959 NE Pacific Street, H-375T, Box 357630, Seattle, WA, 98195-7630, USA
| | - Anirban Basu
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, 1959 NE Pacific Street, H-375T, Box 357630, Seattle, WA, 98195-7630, USA
- Department of Health Services, University of Washington, Seattle, WA, USA
| | - Joshua Roth
- Division of Public Health Sciences and Hutchinson Institute for Cancer Outcomes Research, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - M A Bender
- Department of Pediatrics, University of Washington and Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Zizi Elsisi
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, 1959 NE Pacific Street, H-375T, Box 357630, Seattle, WA, 98195-7630, USA
| | - Kate M Johnson
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, 1959 NE Pacific Street, H-375T, Box 357630, Seattle, WA, 98195-7630, USA
| | - Emma Cousin
- Department of Pharmacy, University of Washington, Seattle, WA, USA
| | - Scott D Ramsey
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, 1959 NE Pacific Street, H-375T, Box 357630, Seattle, WA, 98195-7630, USA
- Division of Public Health Sciences and Hutchinson Institute for Cancer Outcomes Research, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Beth Devine
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, 1959 NE Pacific Street, H-375T, Box 357630, Seattle, WA, 98195-7630, USA.
- Department of Health Services, University of Washington, Seattle, WA, USA.
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16
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Hoogenboom WS, Alamuri TT, McMahon DM, Balanchivadze N, Dabak V, Mitchell WB, Morrone KB, Manwani D, Duong TQ. Clinical outcomes of COVID-19 in patients with sickle cell disease and sickle cell trait: A critical appraisal of the literature. Blood Rev 2022; 53:100911. [PMID: 34838342 PMCID: PMC8605823 DOI: 10.1016/j.blre.2021.100911] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Revised: 10/18/2021] [Accepted: 11/15/2021] [Indexed: 01/08/2023]
Abstract
Individuals with sickle cell disease (SCD) and sickle cell trait (SCT) have many risk factors that could make them more susceptible to COVID-19 critical illness and death compared to the general population. With a growing body of literature in this field, a comprehensive review is needed. We reviewed 71 COVID-19-related studies conducted in 15 countries and published between January 1, 2020, and October 15, 2021, including a combined total of over 2000 patients with SCD and nearly 2000 patients with SCT. Adults with SCD typically have a mild to moderate COVID-19 disease course, but also a 2- to 7-fold increased risk of COVID-19-related hospitalization and a 1.2-fold increased risk of COVID-19-related death as compared to adults without SCD, but not compared to controls with similar comorbidities and end-organ damage. There is some evidence that persons with SCT have increased risk of COVID-19-related hospitalization and death although more studies with risk-stratification and properly matched controls are needed to confirm these findings. While the literature suggests that most children with SCD and COVID-19 have mild disease and low risk of death, some children with SCD, especially those with SCD-related comorbidities, are more likely to be hospitalized and require escalated care than children without SCD. However, children with SCD are less likely to experience COVID-19-related severe illness and death compared to adults with or without SCD. SCD-directed therapies such as transfusion and hydroxyurea may be associated with better COVID-19 outcomes, but prospective studies are needed for confirmation. While some studies have reported favorable short-term outcomes for COVID-19 patients with SCD and SCT, the long-term effects of SARS-CoV-2 infection are unknown and may affect individuals with SCD and SCT differently from the general population. Important focus areas for future research should include multi-center studies with larger sample sizes, assessment of hemoglobin genotype and SCD-modifying therapies on COVID-19 outcomes, inclusion of case-matched controls that account for the unique sample characteristics of SCD and SCT populations, and longitudinal assessment of post-COVID-19 symptoms.
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Affiliation(s)
- Wouter S. Hoogenboom
- Department of Radiology, Albert Einstein College of Medicine and Montefiore Medical Center, Bronx, NY 10461, USA,Corresponding authors at: Albert Einstein College of Medicine and Montefiore Medical Center, Department of Radiology, 1300 Morris Park Avenue, Bronx, New York 10461, USA
| | - Tharun T. Alamuri
- Department of Radiology, Albert Einstein College of Medicine and Montefiore Medical Center, Bronx, NY 10461, USA
| | - Daniel M. McMahon
- Department of Radiology, Albert Einstein College of Medicine and Montefiore Medical Center, Bronx, NY 10461, USA
| | - Nino Balanchivadze
- Department of Hematology and Oncology, Henry Ford Hospital, Detroit, MI 48202, USA
| | - Vrushali Dabak
- Department of Hematology and Oncology, Henry Ford Hospital, Detroit, MI 48202, USA
| | - William B. Mitchell
- Department of Pediatrics, Albert Einstein College of Medicine and Montefiore Medical Center, Bronx, NY 10461, USA
| | - Kerry B. Morrone
- Department of Pediatrics, Albert Einstein College of Medicine and Montefiore Medical Center, Bronx, NY 10461, USA
| | - Deepa Manwani
- Department of Pediatrics, Albert Einstein College of Medicine and Montefiore Medical Center, Bronx, NY 10461, USA
| | - Tim Q. Duong
- Department of Radiology, Albert Einstein College of Medicine and Montefiore Medical Center, Bronx, NY 10461, USA,Corresponding authors at: Albert Einstein College of Medicine and Montefiore Medical Center, Department of Radiology, 1300 Morris Park Avenue, Bronx, New York 10461, USA
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17
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El Abd A, Schwab C, Clementz A, Fernandez C, Hindlet P. Safety of Elderly Fallers: Identifying Associated Risk Factors for 30-Day Unplanned Readmissions Using a Clinical Data Warehouse. J Patient Saf 2022; 18:230-236. [PMID: 34419990 DOI: 10.1097/pts.0000000000000893] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Hospital readmissions are a major problem in the older people as they are frequent, costly, and life-threatening. Falls among older adults are the leading cause of injury, deaths, and emergency department visits for trauma. OBJECTIVE The main objective was to determine risk factors associated with a 30-day readmission after index hospital admission for fall-related injuries. METHODS A retrospective nested case-control study was conducted. Data from elderly patients initially hospitalized for fall-related injuries in 2019, in 11 of the Greater Paris University Hospitals and discharged home, were retrieved from the clinical data warehouse. Cases were admission of elderly patients who subsequently experienced a readmission within 30 days after discharge from the index admission. Controls were admission of elderly patients who were not readmitted to hospital. RESULTS Among 670 eligible index admissions, 127 (18.9%) were followed by readmission within 30 days after discharge. After multivariate analysis, men sex (odds ratio [OR] = 2.29, 95% confidence interval [CI] = 1.45-3.61), abnormal concentration of C-reactive protein, and anemia (OR = 2.22, 95% CI = 1.28-3.85; OR = 1.85, 95% CI = 1.11-3.11, respectively) were associated with a higher risk of readmission. Oppositely, having a traumatic injury at index admission decreased this risk (OR = 0.47, 95% CI = 0.28-0.81). CONCLUSIONS Reducing early unplanned readmission is crucial, especially in elderly patients susceptible to falls. Our results indicate that the probability of unplanned readmission is higher for patients with specific characteristics that should be taken into consideration in interventions designed to reduce this burden.
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Affiliation(s)
- Asmae El Abd
- From the GHU AP-HP.Sorbonne Université, Hôpital Saint Antoine, Service Pharmacie, Sorbonne Université, INSERM, Institut Pierre Louis d'Epidémiologie et de Santé Publique, Paris
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18
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Mohanty S, Lad MK, Casper D, Sheth NP, Saifi C. The Impact of Social Determinants of Health on 30 and 90-Day Readmission Rates After Spine Surgery. J Bone Joint Surg Am 2022; 104:412-420. [PMID: 35234722 DOI: 10.2106/jbjs.21.00496] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
BACKGROUND Since its 2012 inception, the U.S. Centers for Medicare & Medicaid Services Hospital Readmissions Reduction Program (HRRP) has espoused cost-effective health-care delivery by financially penalizing hospitals with excessive 30-day readmission rates. In this study, we hypothesized that socioeconomic factors impact readmission rates of patients undergoing spine surgery. METHODS In this study, 2,830 patients who underwent a spine surgical procedure between 2012 and 2018 were identified retrospectively from our institutional database, with readmission (postoperative day [POD] 0 to 30 and POD 31 to 90) as the outcome of interest. Patients were linked to U.S. Census Tracts and ZIP codes using the Geographic Information Systems (ArcGIS) mapping program. Social determinants of health (SDOH) were obtained from publicly available databases. Patient income was estimated at the Public Use Microdata Area level based on U.S. Census Bureau American Community Survey data. Univariate and multivariable stepwise regression analyses were conducted. Significance was defined as p < 0.05, with Bonferroni corrections as appropriate. RESULTS Race had a significant effect on readmission only among patients whose estimated incomes were <$31,650 (χ2 = 13.4, p < 0.001). Based on a multivariable stepwise regression, patients with estimated incomes of <$31,000 experienced greater odds of readmission by POD 30 compared with patients with incomes of >$62,000; the odds ratio (OR) was 11.06 (95% confidence interval [CI], 6.35 to 15.57). There were higher odds of 30-day readmission for patients living in neighborhoods with higher diabetes prevalence (OR, 3.02 [95% CI, 1.60 to 5.49]) and patients living in neighborhoods with limited access to primary care providers (OR, 1.39 [95% CI, 1.10 to 1.70]). Lastly, each decile increase in the Area Deprivation Index of a patient's Census Tract was associated with higher odds of 30-day readmission (OR, 1.40 [95% CI, 1.30 to 1.51]). CONCLUSIONS Socioeconomically disadvantaged patients and patients from areas of high social deprivation have a higher risk of readmission following a spine surgical procedure. LEVEL OF EVIDENCE Prognostic Level IV. See Instructions for Authors for a complete description of levels of evidence.
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Affiliation(s)
- Sarthak Mohanty
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Meeki K Lad
- New Jersey Medical School, Rutgers University, Newark, New Jersey
| | - David Casper
- Department of Orthopaedics, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Neil P Sheth
- Department of Orthopaedics, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Comron Saifi
- Department of Orthopaedics, Houston Methodist Hospital, Houston, Texas
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19
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Smeltzer MP, Howell KE, Treadwell M, Preiss L, King AA, Glassberg JA, Tanabe P, Badawy SM, DiMartino L, Gibson R, Kanter J, Klesges LM, Hankins JS. Identifying barriers to evidence-based care for sickle cell disease: results from the Sickle Cell Disease Implementation Consortium cross-sectional survey of healthcare providers in the USA. BMJ Open 2021; 11:e050880. [PMID: 34789492 PMCID: PMC8601067 DOI: 10.1136/bmjopen-2021-050880] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
OBJECTIVES Sickle cell disease (SCD) leads to chronic and acute complications that require specialised care to manage symptoms and optimise clinical results. The National Heart Lung and Blood Institute (NHLBI) evidence-based guidelines assist providers in caring for individuals with SCD, but adoption of these guidelines by providers has not been optimal. The objective of this study was to identify barriers to treating individuals with SCD. METHODS The SCD Implementation Consortium aimed to investigate the perception and level of comfort of providers regarding evidence-based care by surveying providers in the regions of six clinical centres across the USA, focusing on non-emergency care from the providers' perspective. RESULTS Respondents included 105 providers delivering clinical care for individuals with SCD. Areas of practice were most frequently paediatrics (24%) or haematology/SCD specialist (24%). The majority (77%) reported that they were comfortable managing acute pain episodes while 63% expressed comfort with managing chronic pain. Haematologists and SCD specialists showed higher comfort levels prescribing opioids (100% vs 67%, p=0.004) and managing care with hydroxyurea (90% vs 51%, p=0.005) compared with non-haematology providers. Approximately 33% of providers were unaware of the 2014 NHLBI guidelines. Nearly 63% of providers felt patients' medical needs were addressed while only 22% felt their mental health needs were met. CONCLUSIONS A substantial number of providers did not know about NHLBI's SCD care guidelines. Barriers to providing care for patients with SCD were influenced by providers' specialty, training and practice setting. Increasing provider knowledge could improve hydroxyurea utilisation, pain management and mental health support.
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Affiliation(s)
- Matthew P Smeltzer
- School of Public Health, The University of Memphis, Memphis, Tennessee, USA
| | - Kristen E Howell
- School of Public Health, The University of Memphis, Memphis, Tennessee, USA
| | - Marsha Treadwell
- Department of Pediatrics, University of California San Francisco Benioff Children's Hospital Oakland, Oakland, California, USA
| | - Liliana Preiss
- RTI International, Research Triangle Park, Carolina, USA
| | - Allison A King
- Program in Occupational Therapy, Departments of Pediatrics, Medicine, and Surgery, Washington University School of Medicine in Saint Louis, St Louis, Missouri, USA
| | | | - Paula Tanabe
- Duke University School of Nursing, Durham, North Carolina, USA
| | - Sherif M Badawy
- Division of Hematology, Oncology and Stem Cell Transplant, Ann and Robert H Lurie Children's Hospital of Chicago, Chicago, Illinois, USA
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Lisa DiMartino
- RTI International, Research Triangle Park, Carolina, USA
| | - Robert Gibson
- Medical College of Georgia, Augusta University, Augusta, Georgia, USA
| | - Julie Kanter
- Department of Medicine, University of Alabama, Birmingham, Alabama, USA
| | - Lisa M Klesges
- Department of Surgery, Washington University in St Louis School of Medicine, St Louis, Missouri, USA
| | - Jane S Hankins
- Department of Hematology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
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20
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Welch-Coltrane JL, Wachnik AA, Adams MCB, Avants CR, Blumstein HA, Brooks AK, Farland AM, Johnson JB, Pariyadath M, Summers EC, Hurley RW. Implementation of Individualized Pain Care Plans Decreases Length of Stay and Hospital Admission Rates for High Utilizing Adults with Sickle Cell Disease. PAIN MEDICINE (MALDEN, MASS.) 2021; 22:1743-1752. [PMID: 33690845 PMCID: PMC8346918 DOI: 10.1093/pm/pnab092] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
OBJECTIVE Patients with sickle cell disease (SCD) face inconsistent effective analgesic management, leading to high inpatient healthcare utilization and significant financial burden for healthcare institutions. Current evidence does not provide guidance for inpatient management of acute pain in adults with sickle cell disease. We conducted a retrospective analysis of a longitudinal cohort quality improvement project to characterize the role of individualized care plans on improving patient care and reducing financial burden in high healthcare-utilizing patients with SCD-related pain. METHODS Individualized care plans were developed for patients with hospital admissions resulting from pain associated with sickle cell disease. A 2-year prospective longitudinal cohort quality improvement project was performed and retrospectively analyzed. Primary outcome measure was duration of hospitalization. Secondary outcome measures included: pain intensity; 7, 30, and 90-day readmission rates; cost per day; total admissions; total cost per year; analgesic regimen at index admission; and discharge disposition. RESULTS Duration of hospitalization, the primary outcome, significantly decreased by 1.23 days with no worsening of pain intensity scores. Seven-day readmission decreased by 34%. Use of intravenous hydromorphone significantly decreased by 25%. The potential cost saving was $1,398,827 as a result of this quality initiative. CONCLUSIONS Implementation of individualized care plans reduced both admission rate and financial burden of high utilizing patients. Importantly, pain outcomes were not diminished. Results suggest that individualized care plans are a promising strategy for managing acute pain crisis in adult sickle cell patients from both care-focused and utilization outcomes.
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Affiliation(s)
- Jena L Welch-Coltrane
- Department of Anesthesiology, Section of Pain Medicine, Wake Forest School of Medicine, North Carolina, USA
| | - Anthony A Wachnik
- Department of Anesthesiology, Section of Pain Medicine, Wake Forest School of Medicine, North Carolina, USA
| | - Meredith C B Adams
- Department of Anesthesiology, Section of Pain Medicine, Wake Forest School of Medicine, North Carolina, USA
| | - Cherie R Avants
- Department of Anesthesiology, Section of Pain Medicine, Wake Forest School of Medicine, North Carolina, USA
| | - Howard A Blumstein
- Department of Emergency Medicine, Wake Forest School of Medicine, North Carolina, USA
| | - Amber K Brooks
- Department of Anesthesiology, Section of Pain Medicine, Wake Forest School of Medicine, North Carolina, USA
| | - Andrew M Farland
- Department of Hematology, Wake Forest School of Medicine, North Carolina, USA
| | - Joshua B Johnson
- Department of Internal Medicine Section of Hospital Medicine, Wake Forest University School of Medicine, North Carolina, USA
| | - Manoj Pariyadath
- Department of Emergency Medicine, Wake Forest School of Medicine, North Carolina, USA
| | - Erik C Summers
- Department of Internal Medicine Section of Hospital Medicine, Wake Forest University School of Medicine, North Carolina, USA
| | - Robert W Hurley
- Department of Anesthesiology, Section of Pain Medicine, Wake Forest School of Medicine, North Carolina, USA
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, North Carolina USA
- Correspondence to: Robert W. Hurley, MD, PhD, FASA, Department of Anesthesiology, Neurobiology and Anatomy, Wake Forest Baptist Medical Center, Medical Center Boulevard, Winston-Salem, NC 27157-1009, USA. Tel: 336-716-2266; Fax: 336-716-8773; E-mail:
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