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Review Article| Volume 58, P125-133, March 2023

Predictors of early heart failure rehospitalization among older adults with preserved and reduced ejection fraction: A review and derivation of a conceptual model

Open AccessPublished:December 08, 2022DOI:https://doi.org/10.1016/j.hrtlng.2022.12.001

      Highlights

      • A high rate of early (≤ 60-day) HF rehospitalization persists after index HF hospitalization among older adults.
      • Risk predictors or their combinations that contribute to early HF rehospitalization after discharge show substantial inconsistencies.
      • Validated risk-standardized statistical models to accurately predict early HF rehospitalization are unavailable.
      • Research examining an important timeframe, 31 to 60-day after index HF hospitalization, remains nonexistent.

      Abstract

      Background

      Heart failure (HF) is prevalent among older adults who suffer with either heart failure preserved ejection fraction (HFpEF) or heart failure reduced ejection fraction (HFrEF) and have a high rate of early HF rehospitalization. Preventing early rehospitalization is complex because of major differences between the two subtypes of HF as well as inadequate predictive models to identify key contributing factors.

      Objective

      To present research addressing relationships between selected clinical, hemodynamic, social factors, and early (≤ 60-day) HF rehospitalization in older adults with HFpEF and HFrEF, derive a conceptual model of predictors of rehospitalization, and understand to what extent the literature addresses these predictors among older women.

      Methods

      Four computerized databases were searched for research addressing clinical, hemodynamic, and social factors relevant to early HF rehospitalization and older adults post index hospitalization for HF.

      Results

      21 full-text articles were included in the final review and organized thematically. Most studies focused on early (≤ 30-day) HF rehospitalizations, with limited attention given to the 31 to 60-day period. Specific clinical, hemodynamic, and social factors which influenced early HF rehospitalization were identified. The existing literature confirms that risk predictors or their combinations which influence early (≤ 60-day) HF rehospitalization after an index HF hospitalization remains inconsistent. Further, the literature fails to capture the influence of these predictors solely among older women. A conceptual model of risk predictors is proposed for clinical intervention.

      Conclusion

      Further evaluation to understand risk predictors of early (31 to 60-day) HF rehospitalizations among older women is needed.

      Keywords

      Introduction

      Heart failure (HF) is a complex clinical syndrome that affects approximately 60 to 65 million persons worldwide, and is associated with an increased rate of early HF rehospitalization in individuals 65 years and older.
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      • et al.
      2022 AHA/ACC/HFSA guideline for the management of heart failure: a report of the American College of Cardiology/American Heart Association Joint Committee on clinical practice guidelines.
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      • Aday A.W.
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      • et al.
      Heart disease and stroke statistics—2022 update: a report from the American Heart Association.
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      • Sanchis-Gomar F.
      Global epidemiology and future trends of heart failure.
      Despite overall declines in new incidences of HF, statistical models often fail to predict HF specific rehospitalization among older adults suffering with multiple comorbidities who differ from each other according to HF etiology and subtype.
      • Stamp K.D.
      • Prasun M.
      • Lee C.S.
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      • Piano M.R.
      • Albert N.M.
      Nursing research in heart failure care: a position statement of the American association of heart failure nurses (AAHFN).
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      • Crane P.B.
      • Abel W.M.
      • Efird J.
      Predicting heart failure readmissions.
      • Mahajan S.M.
      • Heidenreich P.
      • Abbott B.
      • Newton A.
      • Ward D.
      Predictive models for identifying risk of readmission after index hospitalization for heart failure: a systematic review.
      • Xu J.
      • Gallo J.J.
      • Wenzel J.
      • et al.
      Heart failure rehospitalization and delayed decision making: the impact of self-care and depression.
      Developing models of risk predictors to reduce HF rehospitalization in older adults remains challenging because of disparities in the epidemiology of HF, with African-American (AA) individuals showing the highest HF risk, and a 48% higher risk of hospitalization compared to Caucasians and Asians.
      • Lekavich C.L.
      • Barksdale D.J.
      • Neelon V.
      • Wu J.R.
      Heart failure preserved ejection fraction (HFpEF): an integrated and strategic review.
      Further, the two main subtypes of HF, HF with preserved ejection fraction (HFpEF; LVEF ≥ 50%) and HF with reduced ejection fraction (HFrEF; LVEF ≤ 50%), vary according to comorbidity, patient type, prevalence, and clinical outcome.
      • Swedberg K.
      Heart failure subtypes: pathophysiology and definitions.
      • Mentz R.J.
      • Kelly J.P.
      • von Lueder T.G.
      • et al.
      Noncardiac comorbidities in heart failure with reduced versus preserved ejection fraction.
      • Chamberlain A.M.
      • Sauver J.L.S.
      • Gerber Y.
      • et al.
      Multimorbidity in heart failure: a community perspective.
      Clinical studies also show that a substantial portion of older women suffer from HFpEF, which accounts for 40 to 50% of all HF related hospitalizations and subsequent rehospitalizations.
      • Sax D.R.
      • Rana J.S.
      • Mark D.G.
      • et al.
      Outcomes among acute heart failure emergency department patients by preserved vs. reduced ejection fraction.
      ,
      • Lam C.S.
      • Carson P.E.
      • Anand I.S.
      • et al.
      Sex differences in clinical characteristics and outcomes in elderly patients with heart failure and preserved ejection fraction: the i-preserve trial.
      Patients with HFpEF also appear more likely to suffer with hypertension, higher body mass indexes, less coronary heart disease, and suffer from all or several components of the metabolic syndrome (MetS).
      • Lam C.S.
      • Carson P.E.
      • Anand I.S.
      • et al.
      Sex differences in clinical characteristics and outcomes in elderly patients with heart failure and preserved ejection fraction: the i-preserve trial.
      In addition, different underlying etiologies and cardiac remodeling all contribute to major differences between the two main subtypes of HF, HFpEF and HFrEF.
      Effective strategies to reduce early HF rehospitalizations involve understanding relationships between the subtypes of HF and clinical and hemodynamic factors in the contributing patient (eg, sociodemographic and physiologic determinants), and environmental/system factors (eg, social support, knowledge).
      • Krumholz H.M.
      • Chaudhry S.I.
      • Spertus J.A.
      • Mattera J.A.
      • Hodshon B.
      • Herrin J.
      Do non-clinical factors improve prediction of readmission risk? results from the Tele-HF study.
      In addition, evaluating the timeframe when HF rehospitalization occurs after discharge, whether 0 to30- day or 31 to 60- day, may contribute to trends and causes of rehospitalization in older adults, since the majority of early HF rehospitalizations occur < 60 days after an index HF hospitalization.
      • Vader J.M.
      • LaRue S.J.
      • Stevens S.R.
      • et al.
      Timing and causes of readmission after acute heart failure hospitalization—insights from the heart failure network trials.
      There is limited data on HF rehospitalization within the 31 to 60-day timeframe after discharge, which is an important period since it involves rehabilitative/recovery care and services provided by health-care workers, home health organizations, and at skilled nursing homes to prevent rehospitalization. A focused awareness of differing subtypes of HF impact on rehospitalization during this under examined period after an index HF hospitalization may contribute to understanding disparities in expected outcomes and the persistent higher prevalence in HF rehospitalizations among older adults.
      The purpose of this literature review was to examine predictors of early HF rehospitalization in older adults suffering with either HFpEF or HFrEF, and to develop a conceptual model of predictors which may influence rehospitalization 31 to 60-day after discharge. Further, we sought to understand the extent to which the literature captures the influence of these predictors among older women.

      Methods

      Search strategy

      Our search strategy utilized a systematic approach to perform a scoping review of relevant articles from empirical resources.
      • Peters M.D.
      • Godfrey C.M.
      • Khalil H.
      • McInerney P.
      • Parker D.
      • Soares C.B.
      Guidance for conducting systematic scoping reviews.
      We conducted a review of the literature by using a modified Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) approach. Thus, the combined searches of databases began with manual exploration of key topics in printed papers, which set up a larger strategy for automated searching of electronic databases through cross-referencing of key words and Medical Subject Headings (MeSH) terms.
      • Peters M.D.
      • Godfrey C.M.
      • Khalil H.
      • McInerney P.
      • Parker D.
      • Soares C.B.
      Guidance for conducting systematic scoping reviews.
      The 2010 start date was chosen to capture current and relevant data related to HF rehospitalization in the selected population, since HF associations, predictors, and therapy are dynamic and constantly evolving. Moreover, the epidemiology, prevalence, incidence, and discriminating clinical features of HFpEF and HFrEF became clearer as they evolved based on population-based studies in the past and current decades.
      • Ho J.E.
      • Gona P.
      • Pencina M.J.
      • et al.
      Discriminating clinical features of heart failure with preserved vs. reduced ejection fraction in the community.
      ,
      • Pfeffer M.A.
      • Shah A.M.
      • Borlaug B.A.
      Heart failure with preserved ejection fraction in perspective.
      Four electronic computerized databases were systematically searched for relevant studies published in the last 10 years (2010–2020): Cumulative Index of Nursing in Allied Health Literature (CINAHL), MEDLINE (accessed through PubMed), CMS website, and Google Scholar. The databases were thoroughly searched for key terms or topics, namely, “older women,” “metabolic syndrome,” “obesity,” “high blood pressure,” “diabetes mellitus,” “hyperlipidemia,” “pulmonary hypertension,” “heart failure with preserved ejection fraction (HFpEF),” “heart failure with reduced ejection fraction (HFrEF),” “socioeconomic status,” “social factors,” and “early HF rehospitalization.”

      Eligibility

      All studies evaluated for this review included adults (males or females) 18 years or older, peer-reviewed articles, written in English language, and published between 2010 and 2020, since studies addressing HFpEF or HFrEF and older women exclusively were nonexistent. Selected studies were extracted and stored in the Endnote software where duplicates were removed. Studies were initially screened by title and abstract and later studies that met the above inclusion criteria were included for a complete evaluation. Two independent reviewers analyzed all articles to determine whether selected studies should be included in the review.

      Data reduction and extraction

      Database searches identified a total of 5345 relevant studies for review. We then separated the studies according to themes which represented clinical and novel factors discussed in the extant literature that contribute to early HF rehospitalization. After removal of (1) duplicate articles; (2) papers with only abstracts or editorial comments; (3) papers not related to HF or early HF rehospitalization; and (4) papers excluded based on the inclusion criteria, a total of 21 articles were selected for final review. Fig. 1 outlines the PRISMA flow diagram outlining details of the selection and extraction process.

      Data display and analysis

      Articles selected for review and analysis were arranged according to themes as identified in the literature addressing early HF rehospitalization. We reviewed each study with respect to the following main features: (1) general descriptive features (e.g., author/year), (2) sample size/characteristics (e.g.,% older women, characteristics of women, and subtype of HF), (3) study design/ purpose (e.g., descriptive), (4) key findings. Table 1, Table 2, Table 3, Table 4, Table 5 outlines the complete set of extracted data which allowed for comparison and synthesis of studies within themes according to the specific aims of this review.
      Table 1Summary of studies (2010–2020) examining older adults and early HF rehospitalization.
      Authors/YearSample Size/ CharacteristicsStudy Design/PurposeKey Findings
      Davis et al. (2017)
      • Davis J.D.
      • Olsen M.A.
      • Bommarito K.
      • et al.
      All-payer analysis of heart failure hospitalization 30-Day readmission: comorbidities matter.
      n = 547,068

      mean age = 74.7 years

      women = 50.7%

      Caucasian = 65.4%
      Secondary analysis using the Healthcare Cost and Utilization Databases (2007–2011)

      30-day HF rehospitalization rates
      30% of 30-day rehospitalizations were for HF causes.

      Previous HF admission common as a secondary diagnosis

      Comorbid conditions contributed to rehospitalization burden

      Median time to rehospitalization was 12 days
      Di Tano et al. (2015)
      • Di Tano G.
      • De Maria R.
      • Gonzini L.
      • et al.
      The 30-day metric in acute heart failure revisited: data from IN-HF Outcome, an Italian nationwide cardiology registry.
      n = 1520

      men age = 72 ± 11 years

      women = 40%
      Unplanned HF rehospitalizations

      using secondary data from IN OUT Outcome registry

      30-day metric rates
      60% of early rehospitalizations related to recurrent HF.

      Inotropes during admission, length of stay, and renin-angiotensin system inhibitors at discharge independently predicted rehospitalization

      Study included patients with both HFpEF and HFrEF, but proportion of HFpEF patients were small (21%)
      Eastwood et al. (2014)
      • Eastwood C.A.
      • Howlett J.G.
      • King-Shier K.M.
      • McAlister F.A.
      • Ezekowitz J.A.
      • Quan H.
      Determinants of early readmission after hospitalization for heart failure.
      n = 18,590

      mean age = 76.4 years

      women = 49.8%
      Retrospective data analysis (2004- 2012)

      HF rehospitalization status determined at 7 and 30 days
      2.0% HF related rehospitalizations

      Risk factors (advanced age, comorbid conditions, and discharge home care services) contributed to HF rehospitalizations

      Rehospitalization rates within 7 to 30 days increased significantly with age

      Study did not distinguish subtype of HF
      Freund et al. (2020)
      • Freund Y.
      • Cachanado M.
      • Delannoy Q.
      • et al.
      Effect of an emergency department care bundle on 30-day hospital discharge and survival among elderly patients with acute heart failure: the ELISABETH randomized clinical trial.
      n = 503

      median age = 87 years

      women = 59%
      Stepped-wedge cluster Randomized trial (2018–2019) with care bundle intervention

      30-day HF rehospitalization metric
      14.3% unscheduled HF rehospitalizations

      No significant differences between intervention and control groups at 30 days
      Pacho et al. (2018)
      • Pacho C.
      • Domingo M.
      • Núñez R.
      • et al.
      Predictive biomarkers for death and rehospitalization in comorbid frail elderly heart failure patients.
      n = 522

      mean age = 82± 8.7 years

      women = 57.1%

      Women with predominant HFpEF
      Prospective single-center investigation (2014–2016)

      HF-related rehospitalization at 30 days
      Important gaps in guidelines remain for older women with multiple comorbidities which contribute to HF rehospitalizations

      Comorbidities important common denominators that influence outcomes. Predictive biomarkers such as ST2, a surrogate marker of inflammation, outperformed NT-proBNP for predicting risk of HF-related rehospitalization
      Pierre-Louis et al. (2016)
      • Pierre-Louis B.
      • Rodriques S.
      • Gorospe V.
      • et al.
      Clinical factors associated with early readmission among acutely decompensated heart failure patients.
      n = 685

      mean age = 63.7 ± 15.2 years

      women = 47.4%

      African-American (AA) = 91.9%
      Retrospective study (2009- 2012)

      ≤ 60-day HF rehospitalization
      HIV infection, chronic obstructive pulmonary disease, advanced renal disease, atrial fibrillation, and African-American ethnicity independently affect early HF rehospitalization

      Systolic HF played a pivotal role in early HF rehospitalizations
      Table 2Summary of studies (2010–2020) examining HF ejection fraction subtypes and early HF rehospitalization.
      Authors/YearSample Size/CharacteristicsStudy Design/PurposeKey Findings
      Loop et al. (2016)
      • Loop M.S.
      • Van Dyke M.K.
      • Chen L.
      • et al.
      Comparison of length of stay, 30-Day mortality, and 30-day readmission rates in medicare patients with heart failure and with reduced versus preserved ejection fraction.
      n = 19,477

      mean age = 78 ± 12 years

      women = 63%

      Medicare patients with reduced versus preserved ejection fraction
      Retrospective analysis (2007–2011)

      Length of stay and 30-day rehospitalization rates
      All models were adjusted for HF severity, comorbidities, and demographics

      HF rehospitalization rates were as high in either HFpEF or HFrEF

      Comparable length of stay in the hospital among the two subtypes
      Malik et al. (2020)
      • Malik A.
      • Gill G.S.
      • Lodhi F.K.
      • et al.
      Prior heart failure hospitalization and outcomes in patients with heart failure with preserved and reduced ejection fraction.
      n = 5536

      mean age = 78 ± 11 years

      women = 69%

      1848 matched patients with HFpEF

      3688 matched patients with HFrEF
      Secondary analysis of data from

      The Organized Program to Initiate Lifesaving Treatment in Hospitalized Patients with Heart Failure (OPTIMIZE-HF) registry

      (2003–2004)

      Effect of a prior history of HF on early HF rehospitalization
      In patients with HFpEF or HFrEF, rehospitalization rates were high

      HF rehospitalization rates were higher for patients with HFpEF when compared to patients with HFrEF
      Nichols et al. (2015)
      • Nichols G.A.
      • Reynolds K.
      • Kimes T.M.
      • Rosales A.G.
      • Chan W.W.
      Comparison of risk of re-hospitalization, all-cause mortality, and medical care resource utilization in patients with heart failure and preserved versus reduced ejection fraction.
      n = 6513

      mean age (HFpEF) = 75.9%

      mean age (HFrEF) = 71.4%

      women (HFpEF) = 65%

      women (HFrEF) = 36%
      Observational cohort design of Medicare beneficiaries (2008–201)

      30-day HF rehospitalization
      Patients with HFpEF and HFrEF experienced similar rates of HF rehospitalization

      HFpEF patients incurred more emergency room visits

      Differences in demographic and clinical characteristics between patients with HFrEF and HFpEF did not result into meaningful resource utilizations
      Santas et al. (2017)
      • Santas E.
      • Valero E.
      • Mollar A.
      • et al.
      Burden of recurrent hospitalizations following an admission for acute heart failure: preserved versus reduced ejection fraction.
      n = 2013

      mean age = 72.8 ± 11.2 years

      women = 51%

      ischemic etiology = 36.9%

      Hospitalized for prior acute HF = 48.4%
      Prospective study at a tertiary teaching hospital (2004–2013)

      30-day to 2 years HF rehospitalizations
      Rehospitalization burden for acute HF were similar for both entities

      Patients with HFpEF were more likely to be rehospitalized

      for non-cardiovascular causes
      Ziaeian et al. (2017)
      • Ziaeian B.
      • Heidenreich P.A.
      • Xu H.
      • et al.
      Race/ethnic differences in outcomes among hospitalized medicare patients with heart failure and preserved ejection fraction.
      n = 53,065

      median age (Black) = 77 years; Caucasian = 83 years

      women = 66%

      Medicare patients with HFpEF

      Higher incidence of diabetes in AA (Black) patients
      Retrospective analysis of the Get with the Guidelines-Heart Failure registry (2006–2014)

      Race/Ethnic differences evaluated among Medicare patients

      30-day all-cause rehospitalization rates
      Black patients with a higher risk for all-cause rehospitalization at 30 days

      Risk persisted after adjusting for patient and hospital characteristics

      30-day HF rehospitalization in Caucasian patients = 6.44%

      30-day HF rehospitalization in Black patients = 7.3%

      Table 3Summary of studies (2010–2020) examining features of the metabolic syndrome and early HF rehospitalization.
      Older adults and early HF rehospitalization
      Authors/YearSample Size/ CharacteristicsStudy Design/PurposeKey Findings
      Arora et al. (2017)
      • Arora S.
      • Patel P.
      • Lahewala S.
      • et al.
      Etiologies, trends, and predictors of 30-day readmission in patients with heart failure.
      n = 301,892

      73.5% age ≥ 65 years

      women = 49.2%
      Study cohort was derived from the Healthcare Cost and Utilization Project's National Readmission Data (2013)

      Features of the metabolic syndrome as predictors of HF rehospitalization

      30-day HF rehospitalization after index HF hospitalization
      30-day HF rehospitalization = 35.3%

      Diabetes a significant predictor for 30-day rehospitalization after index HF hospitalization

      18.8% of rehospitalized patients with HF met criteria for obesity

      71.2% of patients rehospitalized with HF suffered with hypertension
      Nishikido et al. (2019)
      • Nishikido T.
      • Oyama J.I.
      • Nagatomo D.
      • Node K.
      A reduction of BMI predicts the risk of rehospitalization and cardiac death in non-obese patients with heart failure.
      n = 971

      mean age = 73.2 ± 11.2 years

      women = 30.9%

      Patients hospitalized with either HFpEF or HFrEF
      Retrospective analysis (2009–2013)

      Non-obese patients

      Patients classified into four categories based on frequency of earlyHF rehospitalizations: twice, three times, four times, and > 5 times

      Correlate reduction in body mass index (BMI) with frequency of rehospitalizations
      Reductions in BMI after index HF hospitalization signified repeat early HF rehospitalizations and poor outcomes in HF patients

      Greater reductions in BMI correlated with higher recurrences of HF rehospitalizations

      BMI reduction after discharge had a more profound effect on patients with HFpEF
      Table 4Summary of studies (2010–2020) examining pulmonary hypertension and early HF rehospitalization.
      Older adults and early HF rehospitalization
      Authors/YearSample Size/ CharacteristicsStudy Design/PurposeKey Findings
      Adamson et al. (2016)
      • Adamson P.B.
      • Abraham W.T.
      • Stevenson L.W.
      • et al.
      Pulmonary artery pressure–guided heart failure management reduces 30-day readmissions.
      n = 550

      mean age = 72.8 ± 6.1

      women = 24%

      NYHA class III HF patients Patients implanted with a permanent MEMS-based pressure sensor in the pulmonary artery.
      Prospective randomized study analyzing data from the CHAMPION Trial

      Impact of pulmonary artery pressure-guided HF care on 30-day HF rehospitalization

      Medicare-eligible patients
      Pulmonary artery pressure-guided management led to a 49% reduction in 30-day HF hospitalizations and a 58% reduction in all-cause HF rehospitalizations
      Harmon et al. 2020)
      • Harmon D.
      • Rathousky J.
      • Choudhry F.
      • et al.
      Readmission risk factors and heart failure with preserved ejection fraction.
      n = 492

      mean age = 74 ± 16

      women = 59.4%

      Patients with pulmonary hypertension (pH) = 44.3%
      Retrospective study (2017–2018)

      Identify risk factors for early (30-day) HF rehospitalization in patients discharged with a diagnosis of HFpEF
      15% of HF patients rehospitalized within 30 days after discharge

      pH is an important mechanism for HFpEF

      pH an important risk factor for early HF rehospitalization
      Mene-Afejukuet al. (2019)
      • Mene-Afejuku T.O.
      • Akinlonu A.
      • Dumancas C.
      • et al.
      Relationship between pulmonary hypertension and outcomes among patients with heart failure with reduced ejection fraction.
      n = 351

      women = 27.9%

      All patients with HFrEF

      156 patients with pH had pulmonary artery systolic pressure (PASP) > 44.86
      Retrospective study (2006–2016)

      Predictive value of pH on patients with HFrEF

      30-day HF rehospitalization
      10.5% patients rehospitalized within 30 days of discharge

      Higher PASP increased the odds of HF rehospitalization after discharge

      Negative correlation between body mass index (BMI) and PASP
      Santas et al. (2019)
      • Santas E.
      • de la Espriella-Juan R.
      • Mollar A.
      • et al.
      Echocardiographic pulmonary artery pressure estimation and heart failure rehospitalization burden in patients with acute heart failure.
      n = 2343

      mean age = 72.8 ± 11.2 years

      women = 50.5%

      HF patients whose PASP was estimated by echocardiography during index HF hospitalization
      Prospective study design over 10 years (2004–2014)

      Relationship between pH and HF rehospitalization
      Patients with severe pH at increased risk for HF rehospitalizations

      HFpEF was associated with severe pH, and this variable exhibited an independent higher risk for HF rehospitalizations
      Table 5Summary of studies (2010–2020) examining social factors and early HF rehospitalization.
      Older adults and early HF rehospitalization
      Authors/YearSample Size/CharacteristicsStudy Design/PurposeKey Findings
      Eapen et al. (2015)
      • Eapen Z.J.
      • McCoy L.A.
      • Fonarow G.C.
      • et al.
      Utility of socioeconomic status in predicting 30-day outcomes after heart failure hospitalization.
      n = 48,338

      mean age = 80 years

      women = 54.5%

      AA patients = 10.26%
      Retrospective analysis of data from Get With The Guidelines Heart Failure (GWTF-HF) registry and Centers for Medicare & Medicaid Services (CMS) (2005–2011)

      Impact of socioeconomic status (SES) on 30-day HF rehospitalizations
      Modest association between 30-day rehospitalization and county-level SES among CMS beneficiaries

      No improvement in risk adjustment models when evaluating patient characteristics alone

      Park et al. (2019)
      • Park C.
      • Otobo E.
      • Ullman J.
      • et al.
      Impact on readmission reduction among heart failure patients using digital health monitoring: feasibility and adoptability study.
      n = 58

      median age = 62 years

      women = 33%

      Hospitalization in prior 12 months = 60%

      Single marital status = 55%
      Prospective Heart Health study using a digital medicine software platform.

      Impact of digital health monitoring on HF rehospitalization among patients with index HF

      30-day rehospitalization rate
      Study showed a 10% 30-day rehospitalization rate after discharge. Single marital status influenced HF rehospitalizations

      Younger patients utilized the monitors more frequently than older patients
      Saito et al. (2019)
      • Saito H.
      • Kagiyama N.
      • Nagano N.
      • et al.
      Social isolation is associated with 90-day rehospitalization due to heart failure.
      n = 148

      mean age = 80 ± 8 years

      women = 49%

      Socially isolated patients = 49%
      Prospective study (2014–2015) using the Lubben Social Network Scale (LSNS-6)

      Relationship between social isolation and HF rehospitalization within 90 days
      50% of HF patients reported social isolation

      HF rehospitalization rate was significantly higher in patients with social isolation
      Schijodt et al. (2019)
      • Schjødt I.
      • Johnsen S.P.
      • Strömberg A.
      • Kristensen N.R.
      • Løgstrup B.B.
      Socioeconomic factors and clinical outcomes among patients with heart failure in a universal health care system.
      n = 17,122

      mean age = 65–80 years

      Patients with HFrEF
      Retrospective study using data from the Danish Heart Failure Registry (DHFR)

      Relationship between socioeconomic factors (SEF) and HF rehospitalization
      Low income was associated with increased HF rehospitalizations within 3 to 12 months after discharge among patients with HFrEF

      Results

      Five major themes emerged from the review: Early Heart Failure Rehospitalization among Older Adults with Multiple Comordidities; Early Heart Failure Rehospitalization: HFpEF versus HFrEF; Early Heart Failure Rehospitalization and Features of Metabolic Syndrome; Early Heart Failure Rehospitalization and Pulmonary Hypertension; and Early Heart Failure Rehospitalization and Social Factors.

      Early heart failure rehospitalization among older adults with multiple comorbidities

      Table 1 shows the characteristics of the samples and key findings of six selected studies that examined the cumulative effects of comorbid conditions and cardiac risk factors such as frailty, chronic kidney disease, hypertension, diabetes, anemia, obesity, and atrial fibrillation and early (≤ 60-day) HF rehospitalizations among older adult men and women.
      • Davis J.D.
      • Olsen M.A.
      • Bommarito K.
      • et al.
      All-payer analysis of heart failure hospitalization 30-Day readmission: comorbidities matter.
      • Di Tano G.
      • De Maria R.
      • Gonzini L.
      • et al.
      The 30-day metric in acute heart failure revisited: data from IN-HF Outcome, an Italian nationwide cardiology registry.
      • Eastwood C.A.
      • Howlett J.G.
      • King-Shier K.M.
      • McAlister F.A.
      • Ezekowitz J.A.
      • Quan H.
      Determinants of early readmission after hospitalization for heart failure.
      • Freund Y.
      • Cachanado M.
      • Delannoy Q.
      • et al.
      Effect of an emergency department care bundle on 30-day hospital discharge and survival among elderly patients with acute heart failure: the ELISABETH randomized clinical trial.
      • Pacho C.
      • Domingo M.
      • Núñez R.
      • et al.
      Predictive biomarkers for death and rehospitalization in comorbid frail elderly heart failure patients.
      • Pierre-Louis B.
      • Rodriques S.
      • Gorospe V.
      • et al.
      Clinical factors associated with early readmission among acutely decompensated heart failure patients.
      Older women (mean age ≥ 70 years) represented the predominant study group in only three studies, and in these studies the percentage of women ranged between 50 and 60%.
      • Davis J.D.
      • Olsen M.A.
      • Bommarito K.
      • et al.
      All-payer analysis of heart failure hospitalization 30-Day readmission: comorbidities matter.
      ,
      • Freund Y.
      • Cachanado M.
      • Delannoy Q.
      • et al.
      Effect of an emergency department care bundle on 30-day hospital discharge and survival among elderly patients with acute heart failure: the ELISABETH randomized clinical trial.
      ,
      • Pacho C.
      • Domingo M.
      • Núñez R.
      • et al.
      Predictive biomarkers for death and rehospitalization in comorbid frail elderly heart failure patients.
      Attention to ethnicity was highlighted in two studies to reflect a unique patient population contribution on early HF rehospitalization.
      • Davis J.D.
      • Olsen M.A.
      • Bommarito K.
      • et al.
      All-payer analysis of heart failure hospitalization 30-Day readmission: comorbidities matter.
      ,
      • Pierre-Louis B.
      • Rodriques S.
      • Gorospe V.
      • et al.
      Clinical factors associated with early readmission among acutely decompensated heart failure patients.
      Davis et al.
      • Davis J.D.
      • Olsen M.A.
      • Bommarito K.
      • et al.
      All-payer analysis of heart failure hospitalization 30-Day readmission: comorbidities matter.
      reported that 65.4% of their cohort were Caucasian, but this ethnic group did not independently affect early HF rehospitalization. In contrast, AA ethnicity played an important role among other clinical factors, and this variable was utilized to develop a risk stratification protocol to target high-risk patients.
      • Pierre-Louis B.
      • Rodriques S.
      • Gorospe V.
      • et al.
      Clinical factors associated with early readmission among acutely decompensated heart failure patients.
      Regardless of gender, advanced age, or ethnicity, all studies clearly indicated that associated comorbidities were the important common denominators that influenced outcomes after discharge. These studies presented data related to older adults and early (≤ 30-day) rehospitalization, primarily linked to quality measures and reimbursement. None of the studies addressed older women exclusively, the 31 to 60-day HF rehospitalization time-frame, HF subtypes and their relationship to early HF rehospitalization, or identified specific risk factor predictors for HF rehospitalizations.

      Early heart failure rehospitalization: HFpEF versus HFrEF

      Older adults with HFpEF or HFpEF usually exhibit identical signs and symptoms, making subtype differentiation challenging at the time of initial presentation with HF.
      • Ho J.E.
      • Lyass A.
      • Lee D.S.
      • et al.
      Predictors of new-onset heart failure differences in preserved versus reduced ejection fraction.
      As such, the relationships between HFpEF or HFrEF and rehospitalizations remain uncertain. Five studies (Table 2) examined the influence of HFpEF or HFrEF on rehospitalization after an index HF hospitalization within one year.
      • Loop M.S.
      • Van Dyke M.K.
      • Chen L.
      • et al.
      Comparison of length of stay, 30-Day mortality, and 30-day readmission rates in medicare patients with heart failure and with reduced versus preserved ejection fraction.
      • Malik A.
      • Gill G.S.
      • Lodhi F.K.
      • et al.
      Prior heart failure hospitalization and outcomes in patients with heart failure with preserved and reduced ejection fraction.
      • Nichols G.A.
      • Reynolds K.
      • Kimes T.M.
      • Rosales A.G.
      • Chan W.W.
      Comparison of risk of re-hospitalization, all-cause mortality, and medical care resource utilization in patients with heart failure and preserved versus reduced ejection fraction.
      • Santas E.
      • Valero E.
      • Mollar A.
      • et al.
      Burden of recurrent hospitalizations following an admission for acute heart failure: preserved versus reduced ejection fraction.
      • Ziaeian B.
      • Heidenreich P.A.
      • Xu H.
      • et al.
      Race/ethnic differences in outcomes among hospitalized medicare patients with heart failure and preserved ejection fraction.
      Studies which identified patients with HFpEF noted that these patients left ventricular ejection fraction (LVEF) exceeded 50%. Three studies evaluated 30-day rehospitalization rates in Medicare patients with HFpEF or HFrEF.
      • Loop M.S.
      • Van Dyke M.K.
      • Chen L.
      • et al.
      Comparison of length of stay, 30-Day mortality, and 30-day readmission rates in medicare patients with heart failure and with reduced versus preserved ejection fraction.
      ,
      • Nichols G.A.
      • Reynolds K.
      • Kimes T.M.
      • Rosales A.G.
      • Chan W.W.
      Comparison of risk of re-hospitalization, all-cause mortality, and medical care resource utilization in patients with heart failure and preserved versus reduced ejection fraction.
      ,
      • Ziaeian B.
      • Heidenreich P.A.
      • Xu H.
      • et al.
      Race/ethnic differences in outcomes among hospitalized medicare patients with heart failure and preserved ejection fraction.
      The data showed no statistical significance between rehospitalization rates and either subtype of HF. However, when patients had prior HF hospitalizations, rehospitalization rates were higher for patients with HFpEF.
      • Malik A.
      • Gill G.S.
      • Lodhi F.K.
      • et al.
      Prior heart failure hospitalization and outcomes in patients with heart failure with preserved and reduced ejection fraction.
      Moreover, race/ethnic differences also affect outcomes since African-American patients suffering with HFpEF were rehospitalized more frequently even after adjusting for patient characteristics, social status, and hospital factors.
      • Ziaeian B.
      • Heidenreich P.A.
      • Xu H.
      • et al.
      Race/ethnic differences in outcomes among hospitalized medicare patients with heart failure and preserved ejection fraction.
      These studies illustrate the complex and diverse clinical factors that impact early HF rehospitalization among older adults (male or female), and the need to address other novel factors. Further, the 31 to 60- day period received limited attention.

      Early heart failure rehospitalization and features of metabolic syndrome

      Metabolic syndrome is another important consideration and novel factor because it predicts structural changes of the left or right ventricles, which often lead to increased cardiovascular events, incident HF, and rehospitalization.
      • Han T.S.
      • Lean M.E.
      A clinical perspective of obesity, metabolic syndrome and cardiovascular disease.
      ,
      • Voulgari C.
      • Moyssakis I.
      • Papazafiropoulou A.
      • et al.
      The impact of metabolic syndrome on left ventricular myocardial performance.
      Review of the literature yielded no studies which addressed the MetS and early HF rehospitalization in older adults. However, features of the MetS such as abdominal obesity or obesity remain major independent risk factor for index HF and rehospitalization and were included in the search.
      • Haass M.
      • Kitzman D.W.
      • Anand I.S.
      • et al.
      Body mass index and adverse cardiovascular outcomes in heart failure patients with preserved ejection fraction results from the irbesartan in heart failure with preserved ejection fraction (I-PRESERVE) trial.
      Our literature review identified only two studies (Table 3) which addressed components of the MetS and early HF rehospitalization.
      • Arora S.
      • Patel P.
      • Lahewala S.
      • et al.
      Etiologies, trends, and predictors of 30-day readmission in patients with heart failure.
      ,
      • Nishikido T.
      • Oyama J.I.
      • Nagatomo D.
      • Node K.
      A reduction of BMI predicts the risk of rehospitalization and cardiac death in non-obese patients with heart failure.
      One study addressed type II diabetes as one of the predictors which was associated with an increased 30-day HF rehospitalization after an index HF hospitalization.
      • Arora S.
      • Patel P.
      • Lahewala S.
      • et al.
      Etiologies, trends, and predictors of 30-day readmission in patients with heart failure.
      This disease entity affected 47.1% of patients who were rehospitalized for HF.
      • Arora S.
      • Patel P.
      • Lahewala S.
      • et al.
      Etiologies, trends, and predictors of 30-day readmission in patients with heart failure.
      A second study showed that reduction of body mass index (BMI) after an index HF hospitalization correlated with recurrence HF rehospitalizations in patients with both HFpEF and HFrEF.
      • Nishikido T.
      • Oyama J.I.
      • Nagatomo D.
      • Node K.
      A reduction of BMI predicts the risk of rehospitalization and cardiac death in non-obese patients with heart failure.
      Neither study specifically addressed women nor women represented > 50% of the study population. These results exposed a gap in the literature regarding the associations between MetS or its features and early HF rehospitalization.

      Early heart failure rehospitalization and pulmonary hypertension

      Patients with both HFpEF and HFrEF frequently suffer with PH, which contributes to exercise intolerance, symptoms of right-sided HF, and poor long-term outcomes.
      • Guglin M.
      • Khan H.
      Pulmonary hypertension in heart failure.
      Although factors contributing to a relationship between PH and HF remain poorly understood, previous studies demonstrate a close association between PH and subtypes of HF.
      • Lam C.S.
      • Roger V.L.
      • Rodeheffer R.J.
      • Borlaug B.A.
      • Enders F.T.
      • Redfield M.M.
      Pulmonary hypertension in heart failure with preserved ejection fraction: a community-based study.
      ,
      • Guazzi M.
      • Ghio S.
      • Adir Y.
      Pulmonary hypertension in HFpEF and HFrEF: JACC review topic of the week.
      This association was demonstrated in four studies (Table 4) which examined relationships between PH, HF rehospitalization, and HFpEF or HFrEF.
      • Adamson P.B.
      • Abraham W.T.
      • Stevenson L.W.
      • et al.
      Pulmonary artery pressure–guided heart failure management reduces 30-day readmissions.
      • Harmon D.
      • Rathousky J.
      • Choudhry F.
      • et al.
      Readmission risk factors and heart failure with preserved ejection fraction.
      • Mene-Afejuku T.O.
      • Akinlonu A.
      • Dumancas C.
      • et al.
      Relationship between pulmonary hypertension and outcomes among patients with heart failure with reduced ejection fraction.
      • Santas E.
      • de la Espriella-Juan R.
      • Mollar A.
      • et al.
      Echocardiographic pulmonary artery pressure estimation and heart failure rehospitalization burden in patients with acute heart failure.
      Two studies were conducted prospectively and all studies included older men and women. Data showed that higher pulmonary artery systolic pressures correlated with an increase in HF rehospitalizations, especially in patients who suffered with HFpEF.
      • Harmon D.
      • Rathousky J.
      • Choudhry F.
      • et al.
      Readmission risk factors and heart failure with preserved ejection fraction.
      ,
      • Santas E.
      • de la Espriella-Juan R.
      • Mollar A.
      • et al.
      Echocardiographic pulmonary artery pressure estimation and heart failure rehospitalization burden in patients with acute heart failure.
      In both of these studies where data demonstrated an important risk relationship between PH and HFpEF, older women remained the predominant study participants.
      • Harmon D.
      • Rathousky J.
      • Choudhry F.
      • et al.
      Readmission risk factors and heart failure with preserved ejection fraction.
      ,
      • Santas E.
      • de la Espriella-Juan R.
      • Mollar A.
      • et al.
      Echocardiographic pulmonary artery pressure estimation and heart failure rehospitalization burden in patients with acute heart failure.
      These studies demonstrated that PH associated with other comorbid risk factors predispose patients to early HF rehospitalizations.

      Early heart failure rehospitalization and social factors

      Social factors, most notably socioeconomic status (SES), remain powerful predictors of HF rehospitalization and cardiovascular health.
      • Schultz W.M.
      • Kelli H.M.
      • Lisko J.C.
      • et al.
      Socioeconomic status and cardiovascular outcomes: challenges and interventions.
      Four studies (Table 5) examined and documented relationships between social factors/ SES and HF rehospitalization among older adults.
      • Eapen Z.J.
      • McCoy L.A.
      • Fonarow G.C.
      • et al.
      Utility of socioeconomic status in predicting 30-day outcomes after heart failure hospitalization.
      • Park C.
      • Otobo E.
      • Ullman J.
      • et al.
      Impact on readmission reduction among heart failure patients using digital health monitoring: feasibility and adoptability study.
      • Saito H.
      • Kagiyama N.
      • Nagano N.
      • et al.
      Social isolation is associated with 90-day rehospitalization due to heart failure.
      • Schjødt I.
      • Johnsen S.P.
      • Strömberg A.
      • Kristensen N.R.
      • Løgstrup B.B.
      Socioeconomic factors and clinical outcomes among patients with heart failure in a universal health care system.
      All studies showed that both social factors or SES contributed to frequent HF rehospitalizations. Social factors such as lower income, home instability, lack of social support, unmarried status, risky behaviors (smoking, medication non-adherence), health literacy, knowledge, and lower SES all contributed to more HF rehospitalizations.
      • Eapen Z.J.
      • McCoy L.A.
      • Fonarow G.C.
      • et al.
      Utility of socioeconomic status in predicting 30-day outcomes after heart failure hospitalization.
      • Park C.
      • Otobo E.
      • Ullman J.
      • et al.
      Impact on readmission reduction among heart failure patients using digital health monitoring: feasibility and adoptability study.
      • Saito H.
      • Kagiyama N.
      • Nagano N.
      • et al.
      Social isolation is associated with 90-day rehospitalization due to heart failure.
      • Schjødt I.
      • Johnsen S.P.
      • Strömberg A.
      • Kristensen N.R.
      • Løgstrup B.B.
      Socioeconomic factors and clinical outcomes among patients with heart failure in a universal health care system.
      Only one study addressed a specific subtype of HF. In this study, low income strongly contributed to early HF rehospitalizations among patients suffering with HFrEF.
      • Schjødt I.
      • Johnsen S.P.
      • Strömberg A.
      • Kristensen N.R.
      • Løgstrup B.B.
      Socioeconomic factors and clinical outcomes among patients with heart failure in a universal health care system.
      Concordant data also demonstrated that older adults affected by lower SES or adverse social factors engage in poor self-care which contribute to worse outcomes in HF patients and resulted in HF rehospitalizations.
      • Calvillo–King L.
      • Arnold D.
      • Eubank K.J.
      • et al.
      Impact of social factors on risk of readmission or mortality in pneumonia and heart failure: systematic review.
      ,
      • McLaren D.P.
      • Jones R.
      • Plotnik R.
      • et al.
      Prior hospital admission predicts thirty-day hospital readmission for heart failure patients.
      When patients neglected self-care or failed to comply with taking prescribed medications, HF and/or HF rehospitalizations increased.
      • Lekavich C.L.
      • Barksdale D.J.
      • Neelon V.
      • Wu J.R.
      Heart failure preserved ejection fraction (HFpEF): an integrated and strategic review.
      ,
      • Calvillo–King L.
      • Arnold D.
      • Eubank K.J.
      • et al.
      Impact of social factors on risk of readmission or mortality in pneumonia and heart failure: systematic review.
      None of the selected studies addressed the impact of social factors on HF rehospitalization among older women within independent subgroups.

      Discussion

      The effort to address clinical, hemodynamic, and social/SES factors that influenced early (≤ 60-day) rehospitalization after an index HF hospitalization among older adults yielded five overarching themes. Under these themes, studies evaluated various clinical and socioeconomic factors as well as certain hemodynamic parameters which influenced early HF rehospitalizations. The majority of studies analyzed retrospective data which identified independent specific impacts on the pathophysiology and outcomes of HF therapeutic management. Each theme discussed risk predictors that contributed to HF rehospitalizations within 60 days of discharge. Among the older adult population, these risk predictors were mainly comorbidities. None of the studies examining older adults and early HF rehospitalizations utilized single disease prognostic models to determine the impact of a specific comorbidity. Moreover, HF ejection fraction subtypes also failed to consistently predict rehospitalization rates, even among different ethnic groups.
      • Ziaeian B.
      • Heidenreich P.A.
      • Xu H.
      • et al.
      Race/ethnic differences in outcomes among hospitalized medicare patients with heart failure and preserved ejection fraction.
      In contrast, patients suffering with PH or those troubled with abnormal social factors experienced higher HF rehospitalization. The studies under each theme yielded inconsistent results, possibly related to the changing characteristics of the sample and variable study designs. In addition, since the majority of studies evaluated the ≤ 30-day timeframe after a HF hospitalization, perhaps addressing other timeframes such as 31–60 days after discharge, an important period which involves rehabilitative/recovery care and services provided by health-care workers, may provide answers to develop an emerging paradigm for risk stratification. Furthermore, none of the studies addressed older women, prior hospitalizations, or a frailty index as independent risk predictors. Older women exceeded 50% of the study population in many studies in the review, and a substantial portion of older women suffered from HFpEF, which accounts for 40 to 50% of all HF related hospitalizations and subsequent rehospitalizations.
      • Chamberlain A.M.
      • Sauver J.L.S.
      • Gerber Y.
      • et al.
      Multimorbidity in heart failure: a community perspective.
      ,
      • Sax D.R.
      • Rana J.S.
      • Mark D.G.
      • et al.
      Outcomes among acute heart failure emergency department patients by preserved vs. reduced ejection fraction.
      ,
      • Loop M.S.
      • Van Dyke M.K.
      • Chen L.
      • et al.
      Comparison of length of stay, 30-Day mortality, and 30-day readmission rates in medicare patients with heart failure and with reduced versus preserved ejection fraction.
      ,
      • Santas E.
      • Valero E.
      • Mollar A.
      • et al.
      Burden of recurrent hospitalizations following an admission for acute heart failure: preserved versus reduced ejection fraction.
      Yet, the studies in the review failed to capture the influence of risk predictors exclusively among older women. However, studies have reported on the effect of prior hospitalizations, which predicted 30-day rehospitalization for HF patients.
      • McLaren D.P.
      • Jones R.
      • Plotnik R.
      • et al.
      Prior hospital admission predicts thirty-day hospital readmission for heart failure patients.
      • Muzzarelli S.
      • Leibundgut G.
      • Maeder M.T.
      • et al.
      Predictors of early readmission or death in elderly patients with heart failure.
      • Rosa G.M.
      • Scagliola R.
      • Ghione P.
      • et al.
      Predictors of cardiovascular outcome and rehospitalization in elderly patients with heart failure.
      One prior hospitalization carried a 50% higher risk (confidence interval [CI] 1.10–2.05, p = 0.011) for rehospitalization, while ≥ 2 prior hospitalizations carried a 3-fold increase in rehospitalization (CI 2.27–4.09, p <0.001).
      • Muzzarelli S.
      • Leibundgut G.
      • Maeder M.T.
      • et al.
      Predictors of early readmission or death in elderly patients with heart failure.
      Since the risk for future adverse outcomes remains elevated in older and frail HF patients, further research is justified and requires tailored multidisciplinary interventions.
      • Rosa G.M.
      • Scagliola R.
      • Ghione P.
      • et al.
      Predictors of cardiovascular outcome and rehospitalization in elderly patients with heart failure.
      As such, researchers developed computerized models at the time of admission to predict 30-day rehospitalization, looking at planned and unplanned rehospitalizations, disparities, older women, social culture, and SES. These models evaluated certain predictors (admission and discharge variables) that helped determine the risk of HF rehospitalizations within six months of discharge after an index HF hospitalization. Hamner and Ellison
      • Hamner J.B.
      • Ellison K.J.
      Predictors of hospital readmission after discharge in patients with congestive heart failure.
      developed four models composed of subsets of variables from a hospital data bank and tested them using logistic regression. The models composed of discharge variables stood out as the only models that predicted rehospitalization at a significant level.
      • Hamner J.B.
      • Ellison K.J.
      Predictors of hospital readmission after discharge in patients with congestive heart failure.
      Anderson
      • Anderson K.M.
      Discharge clinical characteristics and 60-day readmission in patients hospitalized with heart failure.
      also evaluated discharge clinical characteristics in patients rehospitalized for HF within 60 days after an index HF hospitalization. A predictive model derived from the study accurately predicted 77.4% of the cohort, 78.2% of those with subsequent rehospitalization along with 76.7% of subjects with no rehospitalization.
      • Anderson K.M.
      Discharge clinical characteristics and 60-day readmission in patients hospitalized with heart failure.
      These two studies collectively illustrated that discharge parameters as well as other risk factors contribute to early HF rehospitalization, but they appear to be population specific, and neither evaluated older women exclusively. Therefore, developing a prediction model that addresses 31–60 day HF rehospitalization among older women may provide solutions to the discharge and rehospitalization cycles that currently perpetuates among older adults from different racial/ethnic backgrounds.
      • Morris A.A.
      • Nayak A.
      • Ko Y.A.
      • et al.
      Racial differences in diuretic efficiency, plasma renin, and rehospitalization in subjects with acute heart failure.
      We propose a conceptual model designed to address predictors of early HF rehospitalization exclusively among older women based upon synthesis of the existing research (Fig. 2). This model was designed to determine whether individual or a combination of clinical, hemodynamic, or social factors influenced 31 to 60-day HF rehospitalizations in older women hospitalized with index HF. The model postulates that following an index HF hospitalization, specific HF subtypes or PH associated with certain clinical or social factors contribute towards HF rehospitalizations in older women within the specified timeframe after discharge. Research supports relationships between older adults/ women with certain clinical or social factors, HF subtypes, and early (< 60 day) HF rehospitalization, though the data remain inconsistent (Table 1, Table 2, Table 3, Table 4, Table 5). The identification of a specific HF subtype remains important because temporal trends of HF rehospitalizations vary according to HF subtypes.
      • Canepa M.
      • Kapelios C.J.
      • Benson L.
      • Savarese G.
      • Lund L.H.
      Temporal trends of heart failure hospitalizations in cardiology versus noncardiology wards according to ejection fraction: 16-year data from the SwedeHF registry.
      • Cui X.
      • Thunström E.
      • Dahlström U.
      • Zhou J.
      • Ge J.
      • Fu M.
      Trends in cause-specific readmissions in heart failure with preserved vs. reduced and mid-range ejection fraction.
      • Elkaryoni A.
      • Enriquez J.
      Early and late readmission rates for heart failure hospitalizations in patients with preserved and reduced ejection fraction: insights from the Nationwide Readmission Database 2010-2016.
      Furthermore, the frequency of recurrent HF hospitalizations vary across the ejection fraction range which may affect the prognostic impact of associated comorbidities.
      • Huusko J.
      • Tuominen S.
      • Studer R.
      • et al.
      Recurrent hospitalizations are associated with increased mortality across the ejection fraction range in heart failure.
      • Kapelios C.J.
      • Canepa M.
      • Benson L.
      • et al.
      Non-cardiology vs. cardiology care of patients with heart failure and reduced ejection fraction is associated with lower use of guideline-based care and higher mortality: observations from The Swedish Heart Failure Registry.
      • Sato Y.
      • Yoshihisa A.
      • Oikawa M.
      • et al.
      Prognostic impact of chronic obstructive pulmonary disease on adverse prognosis in hospitalized heart failure patients with preserved ejection fraction–A report from the JASPER registry.
      Therefore, application of this model during clinical intervention may result in implications for implementation of emerging HFpEF and HFrEF therapy.
      Fig 2
      Fig. 2Conceptualization of Relationships Between HF Risk Factors and Clinical Outcomes in Older Women with HF. Adapted from “Conceptual Model of How Social Factors May Influence Readmissions and Mortality” by L. Calvillo–King and D. Arnold K. J. Eubank, M. Lo, P. Yunyongying, H. Stieglitz, and E. A. Halm, 2013, Journal of General Internal Medicine, 28, p. 269.

      Implications for practice and future research

      Healthcare team members such as physicians, advance practice registered nurses, case managers, rehabilitation specialists, and social support providers involved in health care delivery will benefit from the results of future research evaluating cardiac risk predictors, older women, and emerging HFpEF and HFrEF therapy. These health-care workers, home health organizations, and at skilled nursing homes provide holistic care across the spectrum during the 31 to 60-day timeframe after discharge, which is an important period that involves rehabilitative/recovery care and other services to prevent rehospitalization. Since early HF rehospitalizations remain prevalent in our communities, strategies are needed to implement effective treatments that will reduce HF rehospitalizations. Physicians and advance practice registered nurses need to communicate effectively using a patient-centered approach as they identify expected changes and mobilize resources. This novel predictive model of HF rehospitalization incorporates cardiac risk predictors at the point of care to optimize interventions and provide up-to-date standard of care.

      Conclusion

      Our search of the current and relevant literature found a total of 21 articles organized under five themes which investigated pertinent relationships between selected clinical, hemodynamic, and social factors and early HF rehospitalization among older adults. The existing literature regarding the factors or their combinations which predict early HF rehospitalization after an index HF hospitalization remains inconsistent. Furthermore, we can conclude that research addressing early (31 to 60-day) HF rehospitalizations or older women exclusively remain nonexistent. A conceptual model designed to address this gap in knowledge is proposed for clinical intervention and use in research.

      Declaration of Competing Interest

      The authors declare that there are no conflicts of interests

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