Format

Send to

Choose Destination
J Pathol Inform. 2018 Oct 9;9:35. doi: 10.4103/jpi.jpi_20_18. eCollection 2018.

Network Analysis of Autopsy Diagnoses: Insights into the "Cause of Death" from Unbiased Disease Clustering.

Author information

1
Department of Pathology, Yale School of Medicine, New Haven, CT, USA.
2
Department of Pulmonary and Critical Care, Brigham and Women's Hospital, Boston, MA, USA.
3
Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA.
4
Department of Pathology, Greenwich Hospital, Greenwich, CT, USA.

Abstract

Background:

Autopsies usually serve to inform specific "causes of death" and associated mechanisms. However, multiple diseases can co-exist and interact leading to a final demise. We approached autopsy-produced data using network analysis in an unbiased fashion to inform about interaction among different diseases and identify possible targets of system-level health care.

Methods:

Reports of 261 full autopsies from one institution between 2011 and 2013 were reviewed. Comorbidities were recorded and their Spearman's association coefficients were calculated. Highly associated comorbidities (P < 0.01) were selected to construct a network in which each disease is represented by a node, and each link between the nodes represents significant co-occurrence.

Results:

The network comprised 140 diseases connected by 419 links. The mean number of connections per node was 6. The most highly connected nodes ("hubs") represented infectious processes, whereas less connected nodes represented neoplasms and other chronic diseases. Eight clusters of biologically plausible associated diseases were identified.

Conclusions:

There is an unbiased relationship among autopsy-identified diseases. There were "hubs" (primarily infectious) with significantly more associations than others that could represent obligatory or important modulators of the final expression of other diseases. Clusters of co-occurring diseases, or "modules," suggest the presence of clinically relevant presentations of pathobiologically related entities which are until now considered individual diseases. These modules may occur together prior to death and be amenable to interventions during life.

KEYWORDS:

Autopsy network; autopsy pathology; network analysis; pathomorbidome

Supplemental Content

Full text links

Icon for Medknow Publications and Media Pvt Ltd Icon for PubMed Central
Loading ...
Support Center