Youth Mental Health & Technology Team, Brain and Mind Centre, University of Sydney, Sydney, New South Wales, Australia.
Academic Psychiatry, Institute of Neuroscience, Newcastle University, Newcastle, United Kingdom.
Eur Psychiatry. 2022 Jun 13;65(1):e32. doi: 10.1192/j.eurpsy.2022.23.
Subthreshold/attenuated syndromes are established precursors of full-threshold mood and psychotic disorders. Less is known about the individual symptoms that may precede the development of subthreshold syndromes and associated social/functional outcomes among emerging adults.
We modeled two dynamic Bayesian networks (DBN) to investigate associations among self-rated phenomenology and personal/lifestyle factors (role impairment, low social support, and alcohol and substance use) across the 19Up and 25Up waves of the Brisbane Longitudinal Twin Study. We examined whether symptoms and personal/lifestyle factors at 19Up were associated with (a) themselves or different items at 25Up, and (b) onset of a depression-like, hypo-manic-like, or psychotic-like subthreshold syndrome (STS) at 25Up.
The first DBN identified 11 items that when endorsed at 19Up were more likely to be reendorsed at 25Up (e.g., hypersomnia, impaired concentration, impaired sleep quality) and seven items that when endorsed at 19Up were associated with different items being endorsed at 25Up (e.g., earlier fatigue and later role impairment; earlier anergia and later somatic pain). In the second DBN, no arcs met our a priori threshold for inclusion. In an exploratory model with no threshold, >20 items at 19Up were associated with progression to an STS at 25Up (with lower statistical confidence); the top five arcs were: feeling threatened by others and a later psychotic-like STS; increased activity and a later hypo-manic-like STS; and anergia, impaired sleep quality, and/or hypersomnia and a later depression-like STS.
These probabilistic models identify symptoms and personal/lifestyle factors that might prove useful targets for indicated preventative strategies.
阈下/减轻综合征是全阈值情绪和精神病性障碍的既定前兆。对于可能先于阈下综合征发展的个体症状以及在新兴成年人中与社会/功能相关的结果,了解较少。
我们构建了两个动态贝叶斯网络(DBN),以调查在布里斯班纵向双胞胎研究的 19Up 和 25Up 波次中,自我报告的现象学与个人/生活方式因素(角色障碍、低社会支持以及酒精和物质使用)之间的关联。我们检验了 19Up 时的症状和个人/生活方式因素是否与(a)自身或 25Up 时的不同项目相关,以及(b)25Up 时出现类似抑郁、轻躁狂或精神病性阈下综合征(STS)的情况相关。
第一个 DBN 确定了 11 个项目,这些项目在 19Up 时得到认可,更有可能在 25Up 时再次得到认可(例如,嗜睡、注意力不集中、睡眠质量受损),以及七个项目在 19Up 时得到认可,与 25Up 时的不同项目相关(例如,早期疲劳和晚期角色障碍;早期乏力和晚期躯体疼痛)。在第二个 DBN 中,没有弧满足我们纳入的先验阈值。在没有阈值的探索性模型中,19Up 时的 >20 个项目与 25Up 时进展为 STS 相关(置信度较低);排名前五的弧是:感到受到他人威胁和出现类似精神病性的 STS;活动增加和出现类似轻躁狂的 STS;乏力、睡眠质量受损和/或嗜睡和出现类似抑郁的 STS。
这些概率模型确定了可能对有针对性的预防策略有用的症状和个人/生活方式因素。