Blood Proteomics Analysis Reveals Potential Biomarkers and Convergent Dysregulated Pathways in Autism Spectrum Disorder: A Pilot Study

被引:2
作者
Mesleh, Areej [1 ,2 ]
Ehtewish, Hanan [1 ,2 ]
de la Fuente, Alberto [3 ]
Al-shamari, Hawra [2 ]
Ghazal, Iman [2 ]
Al-Faraj, Fatema [2 ]
Al-Shaban, Fouad [1 ,2 ]
Abdesselem, Houari B. [4 ]
Emara, Mohamed [5 ]
Alajez, Nehad M. [1 ,6 ]
Arredouani, Abdelilah [1 ,3 ]
Decock, Julie [1 ,6 ]
Albagha, Omar [1 ]
Stanton, Lawrence W. [1 ,2 ]
Abdulla, Sara A. [2 ]
El-Agnaf, Omar M. A. [1 ,2 ]
机构
[1] Hamad Bin Khalifa Univ HBKU, Qatar Fdn QF, Coll Hlth & Life Sci CHLS, POB 34110, Doha, Qatar
[2] Hamad Bin Khalifa Univ HBKU, Qatar Fdn QF, Qatar Biomed Res Inst QBRI, Neurol Disorders Res Ctr, POB 34110, Doha, Qatar
[3] Hamad Bin Khalifa Univ HBKU, Qatar Biomed Res Inst QBRI, Diabet Res Ctr, POB 34110, Doha, Qatar
[4] Hamad Bin Khalifa Univ HBKU, Qatar Fdn QF, Qatar Biomed Res Inst QBRI, Prote Core Facil, POB 34110, Doha, Qatar
[5] Qatar Univ QU, Coll Med, Basic Med Sci Dept, QU Hlth, POB 2713, Doha, Qatar
[6] Hamad Bin Khalifa Univ HBKU, Qatar Fdn QF, Qatar Biomed Res Inst QBRI, Translat Canc & Immun Ctr, POB 34110, Doha, Qatar
关键词
ASD; autism; biomarkers; early diagnosis; PEA; proteomics; blood profiling; machine learning; patient stratification; EPIDERMAL-GROWTH-FACTOR; DISABILITIES MONITORING NETWORK; AGED; 8; YEARS; FACTOR RECEPTOR; UNITED-STATES; FACTOR-ALPHA; 11; SITES; CHILDREN; BRAIN; TOPOISOMERASES;
D O I
10.3390/ijms24087443
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Autism spectrum disorder (ASD) is an umbrella term that encompasses several disabling neurodevelopmental conditions. These conditions are characterized by impaired manifestation in social and communication skills with repetitive and restrictive behaviors or interests. Thus far, there are no approved biomarkers for ASD screening and diagnosis; also, the current diagnosis depends heavily on a physician's assessment and family's awareness of ASD symptoms. Identifying blood proteomic biomarkers and performing deep blood proteome profiling could highlight common underlying dysfunctions between cases of ASD, given its heterogeneous nature, thus laying the foundation for large-scale blood-based biomarker discovery studies. This study measured the expression of 1196 serum proteins using proximity extension assay (PEA) technology. The screened serum samples included ASD cases (n = 91) and healthy controls (n = 30) between 6 and 15 years of age. Our findings revealed 251 differentially expressed proteins between ASD and healthy controls, of which 237 proteins were significantly upregulated and 14 proteins were significantly downregulated. Machine learning analysis identified 15 proteins that could be biomarkers for ASD with an area under the curve (AUC) = 0.876 using support vector machine (SVM). Gene Ontology (GO) analysis of the top differentially expressed proteins (TopDE) and weighted gene co-expression analysis (WGCNA) revealed dysregulation of SNARE vesicular transport and ErbB pathways in ASD cases. Furthermore, correlation analysis showed that proteins from those pathways correlate with ASD severity. Further validation and verification of the identified biomarkers and pathways are warranted.
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页数:16
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