Predicting suicide has long been one of the most researched subjects in psychology. One of the key conclusions is that suicide has many risk factors, and that it’s hard to pinpoint how those factors relate to one another.

Dr. Robert Graziano is a postdoctoral fellow in clinical psychology at the Durham VA Health Care System in North Carolina. He led a study on the risk factors among Iraq and Afghanistan Veterans for suicidal ideation, or thoughts of dying by suicide, using an emerging approach in mental health research called network theory. Its main purpose is to illustrate how a series of variables—in this case risk factors for suicide—relate to each other and which ones are the most important, thus addressing a major shortcoming of other methodologies.

Network theory, also referred to as network analysis, is usually carried out with the help of a software often used for statistical computing.

`These results offer valuable information’

Graziano and his team found suicidal ideation to be strongly related to depression, with small connections to past suicide attempts and anger. Previous suicide attempts were strongly related to the history of childhood trauma and weakly related to illegal drug use and PTSD. “These results offer valuable information for both predicting suicide risk and differentiating targets for interventions lowering suicide risk in Veterans,” the researchers write.

The findings appeared in the Journal of Psychiatric Research in April 2021.

Graziano’s study isn’t the first one to use network theory to look at suicide. But he believes only one other study—research led by Dr. Jeffrey Simons of the Sioux Falls VA Health Care System in South Dakota—used network theory to examine suicide risk factors in the Veteran population.

Graziano’s work built on Simons’ study by looking at series of additional important risk factors related to suicide risk. Simons’ study included trauma exposure, PTSD symptoms, and depression, but Graziano added past suicide attempts, substance abuse, anger, and sleep quality. Including those additional risk factors allowed Graziano and his team to look at a larger set of potential links related to suicide risk.

Suicide prevention VA’s top clinical priority

Network analysis is based on the factors included in the models, but researchers are often limited by what’s available in their data, Graziano explains. His study had a relatively large sample size of 2,268 Veterans, which has historically been a limitation in studies using network theory. The data were collected via surveys and have been used in many other studies. Without a large sample size, he notes, a researcher can’t include a lot of risk factors and expect to create a stable, accurate network. Simons’ study included 276 Veterans.

Suicide prevention is VA’s top clinical priority. VA’s 2020 National Veteran Suicide Prevention Annual Report notes that in 2018—the most recent year for which data are available—the total number of Veterans who died by suicide increased less than one percent compared to the prior year to an average of 17.6 per day.

Graziano, an Army reservist, spoke to VA Research Currents:

VA Research Currents: What exactly is network theory?

Graziano: When applied to psychopathology, or the study of mental disorders, network theory proposes that mental disorders are caused by the complex interactions of factors called nodes. Think of it like a chain. One node brings about another. That way, nodes directly and indirectly cause other nodes. For example, if someone struggles with depression, maybe that person is often ruminating about things that make them sad. If they are ruminating, maybe it’s hard to fall asleep at night. If they can’t sleep at night, maybe they have trouble concentrating the next day. If they can’t concentrate, maybe they do worse at work, which might cause them to feel like a failure. If they feel like a failure, perhaps they ruminate, which brings us back to where we started. In this way, one node (rumination) caused other nodes (difficulties with sleep, concentration, and feeling like a failure) to occur. This is just an example. We could do this thought exercise with other disorders like PTSD or general anxiety disorder.

Why isn’t network theory used more often in research?

Graziano: The main reason is that it’s simply a novel way of doing things. If you were to do a literature review of network theory being applied to psychological research, the vast majority of studies would have been conducted over the past five years. Having said that, network theory is quickly gaining popularity within the psychology field. I can remember the first time I saw it mentioned at a conference. Now, it seems like conferences always have a fair amount of discussion on network theory.

More Information

Click here to read the full story.

Click here to learn more about VA research.

Share this story

Published on Jul. 2, 2021

Estimated reading time is 4 min.

Views to date: 239

More Stories

  • Program of Comprehensive Assistance for Family Caregivers has expanded to now include caregivers of eligible Veterans of all service eras.

  • In the aftermath of Hurricanes Fiona and Ian, VA has benefits and resources for Veterans and families impacted by this natural disaster.

  • In 2022, VA set a goal to house 38,000 homeless Veterans. With only a few months to go, how are we doing?