» Articles » PMID: 31927706

Web-Based Dashboard for the Interactive Visualization and Analysis of National Risk-Standardized Mortality Rates of Sepsis in the US

Overview
Journal J Med Syst
Date 2020 Jan 14
PMID 31927706
Citations 4
Authors
Affiliations
Soon will be listed here.
Abstract

Sepsis mortality is heavily influenced by the quality of care in hospitals. Comparing risk-standardized mortality rate (RSMR) of sepsis patients in different states in the United States has potentially important clinical and policy implications. In the current study, we aimed to compare national sepsis RSMR using an interactive web-based dashboard. We analyzed sepsis mortality using the National Inpatient Sample Database of the US. The RSMR was calculated by the hierarchical logistic regression model. We wrote the interactive web-based dashboard using the Shiny framework, an R package that integrates R-based statistics computation and graphics generation. Visual summarizations (e.g., heat map, and time series chart), and interactive tools (e.g., year selection, automatic year play, map zoom, copy or print data, ranking data by name or value, and data search) were implemented to enhance user experience. The web-based dashboard (https://sepsismap.shinyapps.io/index2/) is cross-platform and publicly available to anyone with interest in sepsis outcomes, health inequality, and administration of state/federal healthcare. After extrapolation to the national level, approximately 35 million hospitalizations were analyzed for sepsis mortality each year. Eight years of sepsis mortality data were summarized into four easy to understand dimensions: Sepsis Identification Criteria; Sepsis Mortality Predictors; RSMR Map; RSMR Trend. Substantial variation in RSMR was observed for different states in the US. This web-based dashboard allows anyone to visualize the substantial variation in RSMR across the whole US. Our work has the potential to support healthcare transparency, information diffusion, health decision-making, and the formulation of new public policies.

Citing Articles

Developing public health surveillance dashboards: a scoping review on the design principles.

Rabiei R, Bastani P, Ahmadi H, Dehghan S, Almasi S BMC Public Health. 2024; 24(1):392.

PMID: 38321469 PMC: 10848508. DOI: 10.1186/s12889-024-17841-2.


Big Data Health Care Innovations: Performance Dashboarding as a Process of Collective Sensemaking.

van Elten H, Sulz S, van Raaij E, Wehrens R J Med Internet Res. 2022; 24(2):e30201.

PMID: 35191847 PMC: 8905474. DOI: 10.2196/30201.


Risk-standardized sepsis mortality map of the United States.

Hu J, Yo C, Lee H, Su C, Su M, Huang A Digit Health. 2022; 8:20552076211072400.

PMID: 35096409 PMC: 8796072. DOI: 10.1177/20552076211072400.


A Synergetic R-Shiny Portal for Modeling and Tracking of COVID-19 Data.

Salehi M, Arashi M, Bekker A, Ferreira J, Chen D, Esmaeili F Front Public Health. 2021; 8:623624.

PMID: 33585390 PMC: 7873562. DOI: 10.3389/fpubh.2020.623624.

References
1.
Rivers E, Nguyen B, Havstad S, Ressler J, Muzzin A, Knoblich B . Early goal-directed therapy in the treatment of severe sepsis and septic shock. N Engl J Med. 2002; 345(19):1368-77. DOI: 10.1056/NEJMoa010307. View

2.
Micek S, Roubinian N, Heuring T, Bode M, Williams J, Harrison C . Before-after study of a standardized hospital order set for the management of septic shock. Crit Care Med. 2006; 34(11):2707-13. DOI: 10.1097/01.CCM.0000241151.25426.D7. View

3.
Bernheim S, Grady J, Lin Z, Wang Y, Wang Y, Savage S . National patterns of risk-standardized mortality and readmission for acute myocardial infarction and heart failure. Update on publicly reported outcomes measures based on the 2010 release. Circ Cardiovasc Qual Outcomes. 2010; 3(5):459-67. PMC: 3027304. DOI: 10.1161/CIRCOUTCOMES.110.957613. View

4.
Horwitz L, Wang Y, Desai M, Curry L, Bradley E, Drye E . Correlations among risk-standardized mortality rates and among risk-standardized readmission rates within hospitals. J Hosp Med. 2012; 7(9):690-6. PMC: 3535010. DOI: 10.1002/jhm.1965. View

5.
Angus D, Lidicker J, Clermont G, Carcillo J, Pinsky M . Epidemiology of severe sepsis in the United States: analysis of incidence, outcome, and associated costs of care. Crit Care Med. 2001; 29(7):1303-10. DOI: 10.1097/00003246-200107000-00002. View