Mental Health

Patterns of contextually sensitive adverse childhood experiences and associations with adult mental health outcomes in a longitudinal South African community sample: a latent class analysis.

TL;DR

A four-class solution of adverse childhood experiences was identified in a South African longitudinal sample, with adults in the highest multi-ACEs class reporting significantly worse symptoms across all five mental health outcomes, and contextually sensitive ACEs such as parental AIDS-affectedness playing an important role in differentiating ACE classes.

Key Findings

Latent class analysis identified a four-class solution of ACE patterns in South African adolescents followed into adulthood.

  • The four classes were: Low ACEs, High Parental AIDS-Affectedness and High Parental Sickness, High Parental AIDS-Affectedness and High Parental Death, and High multi-type ACEs.
  • The sample included 1648 adolescents (54.92% girls) from Mpumalanga, South Africa.
  • Data were collected across three waves: 2010/2011, 2011/2012, and 2022/2023.
  • Fourteen ACEs were assessed and each was dichotomised as exposed vs. not exposed, with exposure defined as meeting threshold criteria at either childhood wave.

Adults in the High multi-type ACEs class reported significantly worse symptoms across all five mental health outcomes compared to the Low ACEs class.

  • The five mental health outcomes assessed were anxiety, depression, post-traumatic stress disorder, psychosis, and suicidality.
  • Mental health was measured approximately 10-12 years after the childhood ACE assessment waves.
  • The High multi-type ACEs class showed the worst mental health outcomes among all four classes.
  • Comparisons were made relative to the Low ACEs reference class.

Contextually sensitive ACEs, particularly parental AIDS-affectedness, played an important role in differentiating ACE classes in this South African sample.

  • Two of the four identified classes were primarily characterized by high parental AIDS-affectedness, reflecting the high HIV/AIDS burden in the Mpumalanga region of South Africa.
  • One class was distinguished by high parental AIDS-affectedness combined with high parental sickness, and another by high parental AIDS-affectedness combined with high parental death.
  • The authors note these 'expanded ACEs' may confer unique risks in low-resource settings.
  • Parental AIDS-affectedness is described as a contextually sensitive ACE not typically included in standard ACE assessments.

Classes other than the Low ACEs class had significantly higher poverty levels, with further differences observed in gender, age, and location.

  • Poverty was significantly higher in all three non-low ACE classes compared to the Low ACEs class.
  • Differences in gender, age, and geographic location were also observed across the four ACE classes.
  • The sample was drawn from Mpumalanga, a predominantly rural, low-resource province of South Africa.

The two classes with the worst mental health outcomes on average were primarily characterized by expanded or contextually sensitive ACEs rather than traditional ACE categories.

  • The High Parental AIDS-Affectedness and High Parental Death class and the High multi-type ACEs class were associated with the worst adult mental health outcomes.
  • The authors suggest that broader adversities, including parental AIDS-affectedness and parental death, 'may confer unique risks in low-resource settings.'
  • This finding highlights the importance of including contextually relevant ACEs in assessments conducted in low- and middle-income countries.

A person-centred latent class analysis approach revealed complexity and multiplicative effects of ACEs that aggregate scoring approaches may miss.

  • LCA identified distinct subgroups with qualitatively different ACE profiles rather than treating ACEs as a simple cumulative count.
  • The authors highlight 'the value of person-centred approaches like LCA to understand the complexity and multiplicative effects of ACEs and their long-term mental health impacts.'
  • The longitudinal design spanning approximately 10-12 years allowed for examination of childhood ACE patterns and their association with adult mental health outcomes.

What This Means

This research followed 1,648 young people in Mpumalanga, South Africa over roughly a decade, measuring difficult childhood experiences (called Adverse Childhood Experiences or ACEs) when they were adolescents and then assessing their mental health as adults. Using a statistical method called latent class analysis, the researchers identified four distinct groups based on the patterns of ACEs people experienced: a low-ACE group, a group marked by having a parent affected by AIDS and parental illness, a group marked by parental AIDS-affectedness and parental death, and a group with many different types of ACEs. Importantly, the two classes with the worst adult mental health outcomes were largely defined by experiences specific to the South African context—particularly having a parent affected by HIV/AIDS—suggesting that assessments of childhood adversity need to account for local conditions rather than relying solely on measures developed in high-income Western countries. Adults who had experienced the highest number and variety of ACEs as children showed significantly worse outcomes across all five mental health conditions measured: anxiety, depression, post-traumatic stress disorder, psychosis, and suicidality. Across all non-low ACE groups, poverty was notably higher, and differences in gender, age, and location were also found between the groups. This suggests that childhood adversity does not affect all children in the same way and that patterns of ACEs matter, not just how many a person experienced. This research suggests that efforts to identify and support children at risk of poor mental health in South Africa and similar settings should consider a broader set of adversities than those traditionally included in ACE frameworks, including parental HIV/AIDS affectedness and death. The findings also support using approaches that look at which combinations of ACEs co-occur in specific individuals, rather than simply adding up how many adversities a child experienced, as this can reveal distinct risk profiles and help target support more effectively.

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Citation

Thurston C, Murray A, Franchino-Olsen H, Asghar K, Meinck F. (2026). Patterns of contextually sensitive adverse childhood experiences and associations with adult mental health outcomes in a longitudinal South African community sample: a latent class analysis.. Child abuse & neglect. https://doi.org/10.1016/j.chiabu.2026.108121