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Integrated Proteome and Phosphoproteome Analyses Reveal Early- and Late-Stage Protein Networks of Traumatic Brain Injury

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Abstract

Traumatic brain injury (TBI) is a major public health concern all around the world. Accumulating evidence suggests that pathological processes after brain injury continuously evolve. Here, we identified the differentially expressed proteins (DEPs) and differentially expressed phosphoproteins (DEPPs) in the early and late stages of TBI in mice using TMT labeling, enrichment of Phos affinity followed, and high-resolution LC-MS/MS analysis. Subsequently, integrative analyses, including functional enrichment-based clustering analysis, motif analysis, cross-talk pathway/process enrichment analysis, and protein-protein interaction enrichment analysis were performed to further identify the different and similar pathophysiologic mechanisms in the early and late stage. Our work reveals a map of early and late-stage protein networks in TBI, which shed light on useful biomarkers and the underlying mechanisms in TBI and its sequelae.

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Abbreviations

TBI:

Traumatic brain injury

DEPs:

Differentially expressed proteins

DEPPs:

differentially expressed phosphoproteins

Group 1d/C:

Group 1d when compared to the sham group

Group 7d/C:

Group 7d when compared to the sham group

Group 7d/1d:

Group 7d when compared to group 1d

NSS:

Neurological severity score

S:

Serine

T:

Threonine

Y:

Tyrosine

D:

Asparticacid

E:

Glutamicacid

K:

Lysine

R:

Arginine

P:

Proline

V:

Valine

IGF:

Insulin-like growth factor

GH:

Growth hormone

CCI:

Cortical controlled impact

References

  • Adembri C, Selmi V, Vitali L, Tani A, Margheri M, Loriga B et al (2014) Minocycline but not tigecycline is neuroprotective and reduces the neuroinflammatory response induced by the superimposition of sepsis upon traumatic brain injury. Crit Care Med 42(8):e570–582

    Article  CAS  Google Scholar 

  • Bader GD, Hogue CW (2003) An automated method for finding molecular complexes in large protein interaction networks. BMC Bioinformatics 4:2

    Article  Google Scholar 

  • Bazarian JJ, Biberthaler P, Welch RD, Lewis LM, Barzo P, Bogner-Flatz V et al (2018) Serum GFAP and UCH-L1 for prediction of absence of intracranial injuries on head CT (ALERT-TBI): a multicentre observational study. Lancet Neurol 17(9):782–789

    Article  CAS  Google Scholar 

  • Blennow K, Brody DL, Kochanek PM, Levin H, McKee A, Ribbers GM et al (2016) Traumatic brain injuries. Nat Rev Dis Primers 2:16084

    Article  Google Scholar 

  • Cernak I, Savic J, Malicevic Z, Zunic G, Radosevic P, Ivanovic I et al (1996) Involvement of the central nervous system in the general response to pulmonary blast injury. J Trauma 40(3 Suppl):S100–104

    Article  CAS  Google Scholar 

  • Dhillon HS, Donaldson D, Dempsey RJ, Prasad MR (1994) Regional levels of free fatty acids and Evans blue extravasation after experimental brain injury. J Neurotrauma 11(4):405–415

    Article  CAS  Google Scholar 

  • Dixon CE, Clifton GL, Lighthall JW, Yaghmai AA, Hayes RL (1991) A controlled cortical impact model of traumatic brain injury in the rat. J Neurosci Methods 39(3):253–262

    Article  CAS  Google Scholar 

  • Dixon CE, Lyeth BG, Povlishock JT, Findling RL, Hamm RJ, Marmarou A et al (1987) A fluid percussion model of experimental brain injury in the rat. J Neurosurg 67(1):110–119

    Article  CAS  Google Scholar 

  • Feeney C, Sharp DJ, Hellyer PJ, Jolly AE, Cole JH, Scott G et al (2017) Serum insulin-like growth factor-I levels are associated with improved white matter recovery after traumatic brain injury. Ann Neurol 82(1):30–43

    Article  CAS  Google Scholar 

  • Flierl MA, Stahel PF, Beauchamp KM, Morgan SJ, Smith WR, Shohami E (2009) Mouse closed head injury model induced by a weight-drop device. Nat Protoc 4(9):1328–1337

    Article  CAS  Google Scholar 

  • Gatson JW, Liu MM, Abdelfattah K, Wigginton JG, Smith S, Wolf S et al (2013) Resveratrol decreases inflammation in the brain of mice with mild traumatic brain injury. J Trauma Acute Care Surg 74(2):470–4; discussion 4–5

  • Graham NSN, Jolly A, Zimmerman K, Bourke NJ, Scott G, Cole JH et al (2020) Diffuse axonal injury predicts neurodegeneration after moderate-severe traumatic brain injury. Brain J Neurol 143(12):3685–3698

  • Green RE (2015) Editorial: brain injury as a neurodegenerative disorder. Front Hum Neurosci 9:615

    PubMed  Google Scholar 

  • Huang D, Siaw-Debrah F, Wang H, Ye S, Wang K, Wu K et al (2020) Transplanting Rac1-silenced bone marrow mesenchymal stem cells promote neurological function recovery in TBI mice. Aging 12

  • Jamjoom AAB, Rhodes J, Andrews PJD, Grant SGN (2020) The synapse in traumatic brain injury. Brain J Neurol

  • Jiang JY, Gao GY, Feng JF, Mao Q, Chen LG, Yang XF et al (2019) Traumatic brain injury in China. Lancet Neurol 18(3):286–295

    Article  Google Scholar 

  • Khan M, Sakakima H, Dhammu TS, Shunmugavel A, Im YB, Gilg AG et al (2011) S-nitrosoglutathione reduces oxidative injury and promotes mechanisms of neurorepair following traumatic brain injury in rats. J Neuroinflammation 8:78

    Article  CAS  Google Scholar 

  • Li L, Liang J, Fu H (2020) An update on the association between traumatic brain injury and Alzheimer's disease: Focus on Tau pathology and synaptic dysfunction. Neurosci Biobehav Rev

  • Littlejohn EL, Scott D, Saatman KE (2020) Insulin-like growth factor-1 overexpression increases long-term survival of posttrauma-born hippocampal neurons while inhibiting ectopic migration following traumatic brain injury. Acta Neuropathol Commun 8(1):46

    Article  CAS  Google Scholar 

  • Luo P, Fei Z (2015) Twisted steel-induced penetrating head injury. Neurology 84(18):1909

    Article  Google Scholar 

  • Luo P, Li X, Wu X, Dai S, Yang Y, Xu H et al (2019) Preso regulates NMDA receptor-mediated excitotoxicity via modulating nitric oxide and calcium responses after traumatic brain injury. Cell Death Dis 10(7):496

    Article  Google Scholar 

  • Marmarou A, Foda MA, van den Brink W, Campbell J, Kita H, Demetriadou K (1994) A new model of diffuse brain injury in rats. Part I: pathophysiology and biomechanics. J Neurosurg 80(2):291–300

  • Morganti-Kossmann MC, Semple BD, Hellewell SC, Bye N, Ziebell JM (2019) The complexity of neuroinflammation consequent to traumatic brain injury: from research evidence to potential treatments. Acta Neuropathol 137(5):731–755

    Article  Google Scholar 

  • Mulherkar S, Tolias KF (2020) RhoA-ROCK Signaling as a therapeutic target in traumatic brain injury. Cells 9(1)

  • Osier ND, Dixon CE (2016) The controlled cortical impact model: applications, considerations for researchers, and future directions. Front Neurol 7:134

    Article  Google Scholar 

  • Palacios EM, Owen JP, Yuh EL, Wang MB, Vassar MJ, Ferguson AR et al (2020) The evolution of white matter microstructural changes after mild traumatic brain injury: a longitudinal DTI and NODDI study. Sci Adv 6(32):eaaz6892

  • Romine J, Gao X, Chen J (2014) Controlled cortical impact model for traumatic brain injury. J Vis Exp : JoVE (90):e51781

  • Sawant-Pokam PA, Vail TJ, Metcalf CS, Maguire JL, McKean TO, McKean NO et al (2020) Preventing neuronal edema increases network excitability after traumatic brain injury. J Clin Invest 130(11):6005–6020

    Article  CAS  Google Scholar 

  • Schaible EV, Steinsträßer A, Jahn-Eimermacher A, Luh C, Sebastiani A, Kornes F et al (2013) Single administration of tripeptide α-MSH(11-13) attenuates brain damage by reduced inflammation and apoptosis after experimental traumatic brain injury in mice. PloS One 8(8):e71056

  • Schwartz D, Gygi SP (2005) An iterative statistical approach to the identification of protein phosphorylation motifs from large-scale data sets. Nat Biotechnol 23(11):1391–1398

    Article  CAS  Google Scholar 

  • Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D et al (2003) Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res 13(11):2498–2504

    Article  CAS  Google Scholar 

  • Shapira Y, Shohami E, Sidi A, Soffer D, Freeman S, Cotev S (1988) Experimental closed head injury in rats: mechanical, pathophysiologic, and neurologic properties. Crit Care Med 16(3):258–265

    Article  CAS  Google Scholar 

  • Stark C, Breitkreutz BJ, Reguly T, Boucher L, Breitkreutz A, Tyers M (2006) BioGRID: a general repository for interaction datasets. Nucleic Acids Res 34(Database issue):D535–539

  • Stein MB, Jain S, Giacino JT, Levin H, Dikmen S, Nelson LD et al (2019) Risk of posttraumatic stress disorder and major depression in civilian patients after mild traumatic brain injury: a TRACK-TBI study. JAMA Psychiat 76(3):249–258

    Article  Google Scholar 

  • Siebold L, Obenaus A, Goyal R (2018) Criteria to define mild, moderate, and severe traumatic brain injury in the mouse controlled cortical impact model. Exp Neurol 310:48–57

    Article  Google Scholar 

  • Tanriverdi F, Schneider HJ, Aimaretti G, Masel BE, Casanueva FF, Kelestimur F (2015) Pituitary dysfunction after traumatic brain injury: a clinical and pathophysiological approach. Endocr Rev 36(3):305–342

    Article  CAS  Google Scholar 

  • Vadhan JD, Speth RC (2021) The role of the brain renin-angiotensin system (RAS) in mild traumatic brain injury (TBI). Pharmacol Ther 218:107684

  • Wilson L, Stewart W, Dams-O’Connor K, Diaz-Arrastia R, Horton L, Menon DK et al (2017) The chronic and evolving neurological consequences of traumatic brain injury. Lancet Neurol 16(10):813–825

    Article  Google Scholar 

  • Yuen KCJ, Masel BE, Reifschneider KL, Sheffield-Moore M, Urban RJ, Pyles RB (2020) Alterations of the GH/IGF-I axis and gut microbiome after traumatic brain injury: a new clinical syndrome?. J Clin Endocrinol Metab 105(9)

  • Xiong Y, Mahmood A, Chopp M (2013) Animal models of traumatic brain injury. Nat Rev Neurosci 14(2):128–142

    Article  CAS  Google Scholar 

  • Xu H, Li X, Wu X, Yang Y, Dai S, Lei T et al (2019) Iduna protects HT22 cells by inhibiting parthanatos: The role of the p53-MDM2 pathway. Exp Cell Res 384(1):111547

  • Zhou Y, Zhou B, Pache L, Chang M, Khodabakhshi AH, Tanaseichuk O et al (2019) Metascape provides a biologist-oriented resource for the analysis of systems-level datasets. Nat Commun 10(1):1523

    Article  Google Scholar 

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Acknowledgements

We thank members of the Institute of Neurosurgery for their input and stimulating discussions, and many other colleagues of the Department of Neurosurgery for helpful comments on this manuscript. We thank PTM-Biolabs Co., Ltd, Hangzhou, China, for technical assistance in this work.

Funding

This research was funded by the National Natural Science Foundation of China (Grant No. 81771322, 82171363, 82171321, 81871023), the Youth Talent Lifting Project (Grant No. 17-JCJQ-QT-037), and the Youth Nova Program of Shanxi (Grant No. 2021KJXX-19).

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Correspondence to Peng Luo, Xin Li or Xiaofan Jiang.

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The animal study was performed under the guidance of the National Institutes of Health Guide for the Care and Use of Laboratory Animals at the Fourth Military Medical University.

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Yutao Huang, Haofuzi Zhang, and Erwan Yang contributed equally to this work.

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Huang, Y., Zhang, H., Yang, E. et al. Integrated Proteome and Phosphoproteome Analyses Reveal Early- and Late-Stage Protein Networks of Traumatic Brain Injury. J Mol Neurosci 72, 759–771 (2022). https://doi.org/10.1007/s12031-021-01949-w

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