scholarly journals Clustering of 27,525,663 Death Records from the United States Based on Health Conditions Associated with Death: An Example of big Health Data Exploration

2019 ◽  
Vol 8 (7) ◽  
pp. 922
Author(s):  
Daisy J.A. Janssen ◽  
Simon Rechberger ◽  
Emiel F.M. Wouters ◽  
Jos M.G.A. Schols ◽  
Miriam J. Johnson ◽  
...  

Background: Insight into health conditions associated with death can inform healthcare policy. We aimed to cluster 27,525,663 deceased people based on the health conditions associated with death to study the associations between the health condition clusters, demographics, the recorded underlying cause and place of death. Methods: Data from all deaths in the United States registered between 2006 and 2016 from the National Vital Statistics System of the National Center for Health Statistics were analyzed. A self-organizing map (SOM) was used to create an ordered representation of the mortality data. Results: 16 clusters based on the health conditions associated with death were found showing significant differences in socio-demographics, place, and cause of death. Most people died at old age (73.1 (18.0) years) and had multiple health conditions. Chronic ischemic heart disease was the main cause of death. Most people died in the hospital or at home. Conclusions: The prevalence of multiple health conditions at death requires a shift from disease-oriented towards person-centred palliative care at the end of life, including timely advance care planning. Understanding differences in population-based patterns and clusters of end-of-life experiences is an important step toward developing a strategy for implementing population-based palliative care.

Circulation ◽  
2020 ◽  
Vol 142 (Suppl_3) ◽  
Author(s):  
Anas M Al Zubaidi ◽  
Graham Bevan ◽  
Mariam Rana ◽  
Abdul Rahman Al Armashi ◽  
Mustafa Alqaysi ◽  
...  

Background: African Americans are at increased risk of fatal cardiac arrests, but population-based studies exploring contemporary epidemiology are not available. We sought to identify the trend in race-specific mortality from cardiac arrest in the United States. Methods: Using the multiple cause of death database, we identified all patients (Caucasians or African Americans) who died of cardiac arrest (International Classification of Diseases, 10th revision code I46.x listed as underlying cause of death) between 1999 and 2018. Age-adjusted mortality rates were standardized to the 2000 US census data, and stratified by age group (<35 years, 35-64 years, and ≥ 65 years). Results: A total of 311,065 cardiac arrest deaths were identified, with an overall age-adjusted mortality of 53.6 per million (Caucasian: 49.1 per million, African American: 90.6 per million). Overall, age-adjusted mortality decreased from 80.1 per million persons (1999) to 44.3 per million persons (2012), followed by 8.8% increase to 48.2 (2018). Between 2012 and 2018, African Americans had higher rates of increase (10.9%) compared with Caucasians (6.9%). Largest disparities in relative changes between 2012 and 2018 occurred in patients younger than 35 years (African American: 35%, Caucasians -11%), and patients ≥ 65 years (African Americans: 8%, Caucasians 4%), figure. Conclusions: Although the mortality due to cardiac arrest has declined in the US between 1999 and 2012, a recent increase has been noted between 2012 and 2018, particularly among younger African Americans. Studies should focus on identifying causes of disparities and identifying methods to reduce the racial gap.


Author(s):  
Allison R. Heid ◽  
Steven H. Zarit

Individuals are living longer than they ever have before with average life expectancy at birth estimated at 79 years of age in the United States. A greater proportion of individuals are living to advanced ages of 85 or more and the ratio of individuals 65 and over to individuals of younger age groups is shrinking. Disparities in life expectancy across genders and races are pronounced. Financial challenges of sustaining the older population are substantial in most developed and many developing countries. In the United States in particular, employer-based pension programs are diminishing. Furthermore, Social Security will begin taking in less money than it pays out as early as 2023, and the debate over its future in part entails discussions of equitable distribution of resources for the young in need and the old. Living longer is associated with a greater number of chronic health conditions—over two-thirds of Medicare beneficiaries in the United States have two or more chronic health conditions that require complex self-management regimes partnered with informal and formal care services from family caregivers and institutional long-term services and supports. Caregiver burden and stress is high as are quality care deficiencies in residential long-term care settings. The balance of honoring individuals’ autonomous wishes and providing person-centered care that also addresses the practicalities of safety is an ever-present quandary. Furthermore, complex decisions regarding end-of-life care and treatments plague the medical and social realms, as more money is spent at the end of life than at any other point and individuals’ wishes for less invasive treatment are often not accommodated. Yet, despite these challenges of later life, a large percentage of older individuals are giving financial support, time, and energy to younger generations, who are increasingly strained by economic hardship, the pressures on dual earner parents, and the problems faced by single parenthood. Older individuals’ engagement in society and the help they provide others runs counter to stereotypes that render them helpless and lonely. Overall, the ethical challenges faced by society due to the aging of the population are considerable. Difficult decisions that must be addressed include the sustainability of programs, resources, and social justice in care, as well as how to marshal the resources, talents, and wisdom that older people provide.


Neurology ◽  
2019 ◽  
Vol 94 (2) ◽  
pp. e153-e157 ◽  
Author(s):  
Ryan A. Maddox ◽  
Marissa K. Person ◽  
Janis E. Blevins ◽  
Joseph Y. Abrams ◽  
Brian S. Appleby ◽  
...  

ObjectiveTo report the incidence of prion disease in the United States.MethodsPrion disease decedents were retrospectively identified from the US national multiple cause-of-death data for 2003–2015 and matched with decedents in the National Prion Disease Pathology Surveillance Center (NPDPSC) database through comparison of demographic variables. NPDPSC decedents with neuropathologic or genetic test results positive for prion disease for whom no match was found in the multiple cause-of-death data were added as cases for incidence calculations; those with cause-of-death data indicating prion disease but with negative neuropathology results were removed. Age-specific and age-adjusted average annual incidence rates were then calculated.ResultsA total of 5,212 decedents were identified as having prion disease, for an age-adjusted average annual incidence of 1.2 cases per million population (range 1.0 per million [2004 and 2006] to 1.4 per million [2013]). The median age at death was 67 years. Ten decedents were <30 years of age (average annual incidence of 6.2 per billion); only 2 of these very young cases were sporadic forms of prion disease. Average annual incidence among those ≥65 years of age was 5.9 per million.ConclusionsPrion disease incidence can be estimated by augmenting mortality data with the results of neuropathologic and genetic testing. Cases <30 years of age were extremely rare, and most could be attributed to exogenous factors or the presence of a genetic mutation. Continued vigilance for prion diseases in all age groups remains prudent.


Author(s):  
Sriram Yennurajalingam

For the provision of palliative care in the hospice setting in the United States, Medicare covers any care that is reasonable and necessary to manage palliative and hospice care at end of life. To be eligible for this Medicare hospice benefit, a beneficiary must be entitled to Medicare Part A and be certified by a physician to have a life expectancy of 6 months or less if the illness runs its expected course. Medicare covers medications, nursing care, and medical services including care by a physician, physical therapy, social work. This chapter briefly reviews the various aspects of the Medicare hospice benefit.


Blood ◽  
2020 ◽  
Vol 136 (Supplement 1) ◽  
pp. 4-5
Author(s):  
Saqib Abbasi ◽  
Brian McClune ◽  
Al-Ola Abdallah ◽  
Leyla Shune ◽  
Ghulam Rehman Mohyuddin

INTRODUCTION: Multiple myeloma (MM) remains a largely incurable disease, and despite the variety of treatment options available, duration of response decreases with each subsequent line of therapy resulting in refractory disease . In this setting, studies have shown most patients prefer to die in the comfort of home, yet hospitalizations remain frequent at the end of life. We explored the hospitalization burden of MM patients at the end of their life using the National Inpatient Sample (NIS). METHODS: The NIS is a database that provides information on all inpatient hospitalizations in the United States (US), including primary and secondary diagnoses, procedures, length of stay, and disposition. Approximately 20% of admissions are tracked and weighted estimates are provided regarding the total number of hospitalizations. Using the NIS, we tracked hospital admissions for MM patients and inpatient mortality from 2002 to 2014 via procedural International Classification of Disease (ICD) 9 codes to gain insight into trends in transfusions, infectious complications, and cost of admission. Linear regression modeling was used for analysis. Overall annual number of deaths for MM in the United States was obtained from publicly available reports from the Centers for Disease Control (CDC) and Prevention and the National Cancer Institute (NCI). RESULTS: During the time period 2002-2014, the CDC and NCI reported a total of 144,105 deaths from MM, ranging from 10,913 in 2002 to 12,112 in 2014. The NIS identified a total of 233,932 (non-weighted) hospitalizations for MM during this time period. Amongst these, a total of 14,770 (non-weighted) hospitalizations resulted in death, thus 6.3% of all hospitalizations for myeloma patients resulted in death. A weighted sample of 69,825 hospitalizations resulting in deaths were identified. During our study time period, 48.4% of all deaths related to myeloma in the United States occurred in the hospital, ranging from 5,893 (54%) in 2002 to 5,035 (41.6%) in 2014, p&lt;0.01. We analyzed blood transfusion dependency in the hospitalization leading to death. There was a receipt of blood transfusions (35.8%) in 5,285 of the 14,770 (non-weighted) admissions leading to death. Infection frequency was identified using the Clinical Classification Software. The Clinical Classifications Software (CCS) is a tool that allows for clustering patient diagnoses and procedures into clinically meaningful categories. A total of 6,644 infections were identified amongst the 14,770 (non-weighted) hospitalizations leading to death (45.0%). We then analyzed palliative care/hospice involvement during the hospitalization leading to death over time. Palliative care/hospice was consulted in 67 of the 1260 (non-weighted) hospitalizations in 2002 (5.3%), and 338 out of the 1007 (non-weighted) hospitalizations in 2014 (33.57%), p&lt;0.01. Median cost of the hospitalization leading to death increased over time from $48,709 in 2002 to $104,115 in 2014, p&lt;0.01. CONCLUSIONS: Despite a decrease in the percentage of inpatient deaths over time, greater than 40% of patients with myeloma continue to die in the hospital, with significant transfusion requirements and infections at the end of life. This comes with an increased cost to the health care system. Our analysis suggests that while palliative care involvement at the end of life has also increased over time, earlier involvement of palliative care and incorporation of transfusion support within hospice services may decrease the number of myeloma patients dying in the hospital and, therefore, the overall burden and cost of care. Disclosures No relevant conflicts of interest to declare.


2020 ◽  
Vol 7 (4) ◽  
pp. 94-96
Author(s):  
Dr. Abhijit Shinde ◽  
Dr. Sunil Natha Mhaske ◽  
Dr. Ramesh Kothari ◽  
Dr. Sonal Shinde

In the India, more than 30 per 1000 live births of infants die each year before, during, or after birth as do many children with life- limiting conditions. In most countries in the developed world including the United States, the vast majority of infants, children and teenagers at end of life do not have access to multidisciplinary pediatric palliative care services in their community or at a children’shospital. Pediatric palliative care is for children and teenagers suffering from life- threatening or life-limiting conditions in which survival into adulthood is or may be jeopardized if curative treatments  fail. As a result, pediatric palliative care may last over many years.


2012 ◽  
Vol 7 (4) ◽  
pp. 485-498 ◽  
Author(s):  
Michael Gusmano

AbstractFew are satisfied with end-of-life care in the United States. For families and friends of people with dementia, end-of-life care is particularly frustrating. Providing better end-of-life care to people with dementia is urgent because the prevalence of the disease is increasing rapidly. Dementia is currently the seventh leading cause of death in the United States and fifth leading cause of death among people aged 65 years and older. By 2050, there will be around 19 million people with Alzheimer's disease. This article reviews ethical and policy challenges associated with providing end-of-life care for people with dementia in the United States. I explain how disagreements about the meaning of futility lead to poor care for people with dementia. Most people agree that we should not provide care that is futile, but there is little agreement about how futility should be defined. US policies and politics clearly tip the balance in the direction of treatment, even in the face of strong evidence that such care does more harm than good. Although we may never reach a consensus, it is important to address these questions and think about how to develop policies that respect the different values.


Aging ◽  
2020 ◽  
Author(s):  
Jiayuan Chen ◽  
Yongqiang Zheng ◽  
Haihong Wang ◽  
Dejun Zhang ◽  
Lei Zhao ◽  
...  

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