Multi-domain potential biomarkers for post-traumatic stress disorder (PTSD) severity in recent trauma survivors

被引:29
作者
Ben-Zion, Ziv [1 ,2 ]
Zeevi, Yoav [2 ,3 ]
Keynan, Nimrod Jackob [1 ,4 ]
Admon, Roee [5 ]
Kozlovski, Tal [6 ,7 ]
Sharon, Haggai [1 ,7 ,8 ,9 ]
Halpern, Pinchas [7 ,10 ]
Liberzon, Israel [11 ]
Shalev, Arieh Y. [12 ]
Benjamini, Yoav [2 ,3 ]
Hendler, Talma [1 ,2 ,4 ,7 ]
机构
[1] Tel Aviv Sourasky Med Ctr, Sagol Brain Inst Tel Aviv, Wohl Inst Adv Imaging, Tel Aviv, Israel
[2] Tel Aviv Univ, Sagol Sch Neurosci, Tel Aviv, Israel
[3] Tel Aviv Univ, Dept Stat & Operat Res, Tel Aviv, Israel
[4] Tel Aviv Univ, Sch Psychol Sci, Fac Social Sci, Tel Aviv, Israel
[5] Univ Haifa, Dept Psychol, Haifa, Israel
[6] Tel Aviv Sourasky Med Ctr, Dept Neurol, Lab Early Markers Neurodegenerat LEMON, Tel Aviv, Israel
[7] Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
[8] Tel Aviv Sourasky Med Ctr, Inst Pain Med, Dept Anesthesiol & Crit Care Med, Tel Aviv, Israel
[9] Guys & St Thomas NHS Fdn Trust, Pain Management & Neuromodulat Ctr, London, England
[10] Tel Aviv Sourasky Med Ctr, Dept Emergency Med, Tel Aviv, Israel
[11] Texas A&M Hlth Sci Ctr, Dept Psychiat, Bryan, TX USA
[12] NYU, Dept Psychiat, Langone Med Ctr, 550 1St Ave, New York, NY 10016 USA
关键词
STATE FUNCTIONAL CONNECTIVITY; ANTERIOR CINGULATE VOLUME; HIPPOCAMPAL VOLUME; BRAIN; METAANALYSIS; RESPONSES; ADULTS; MRI; SEGMENTATION; REDUCTION;
D O I
10.1038/s41398-020-00898-z
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Contemporary symptom-based diagnosis of post-traumatic stress disorder (PTSD) largely overlooks related neurobehavioral mechanisms and relies entirely on subjective interpersonal reporting. Previous studies associating biomarkers with PTSD have mostly used symptom-based diagnosis as the main outcome measure, disregarding the wide variability and richness of PTSD phenotypical features. Here, we aimed to computationally derive potential biomarkers that could efficiently differentiate PTSD subtypes among recent trauma survivors. A three-staged semi-unsupervised method ("3C") was used to firstly categorize individuals by current PTSD symptom severity, then derive clusters based on clinical features related to PTSD (e.g. anxiety and depression), and finally to classify participants' cluster membership using objective multi-domain features. A total of 256 features were extracted from psychometrics, cognitive functioning, and both structural and functional MRI data, obtained from 101 adult civilians (age = 34.80 +/- 11.95; 51 females) evaluated within 1 month of trauma exposure. The features that best differentiated cluster membership were assessed by importance analysis, classification tree, and ANOVA. Results revealed that entorhinal and rostral anterior cingulate cortices volumes (structural MRI domain), in-task amygdala's functional connectivity with the insula and thalamus (functional MRI domain), executive function and cognitive flexibility (cognitive testing domain) best differentiated between two clusters associated with PTSD severity. Cross-validation established the results' robustness and consistency within this sample. The neural and cognitive potential biomarkers revealed by the 3C analytics offer objective classifiers of post-traumatic morbidity shortly following trauma. They also map onto previously documented neurobehavioral mechanisms associated with PTSD and demonstrate the usefulness of standardized and objective measurements as differentiating clinical sub-classes shortly after trauma.
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页数:11
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