Cognitive Impact of Neurotropic Pathogens: Investigating Molecular Mimicry through Computational Methods

. 2024 Oct 29 ; 44 (1) : 72. [epub] 20241029

Jazyk angličtina Země Nizozemsko Médium electronic

Typ dokumentu časopisecké články

Perzistentní odkaz   https://www.medvik.cz/link/pmid39467848
Odkazy

PubMed 39467848
PubMed Central PMC11519248
DOI 10.1007/s10571-024-01509-x
PII: 10.1007/s10571-024-01509-x
Knihovny.cz E-zdroje

Neurotropic pathogens, notably, herpesviruses, have been associated with significant neuropsychiatric effects. As a group, these pathogens can exploit molecular mimicry mechanisms to manipulate the host central nervous system to their advantage. Here, we present a systematic computational approach that may ultimately be used to unravel protein-protein interactions and molecular mimicry processes that have not yet been solved experimentally. Toward this end, we validate this approach by replicating a set of pre-existing experimental findings that document the structural and functional similarities shared by the human cytomegalovirus-encoded UL144 glycoprotein and human tumor necrosis factor receptor superfamily member 14 (TNFRSF14). We began with a thorough exploration of the Homo sapiens protein database using the Basic Local Alignment Search Tool (BLASTx) to identify proteins sharing sequence homology with UL144. Subsequently, we used AlphaFold2 to predict the independent three-dimensional structures of UL144 and TNFRSF14. This was followed by a comprehensive structural comparison facilitated by Distance-Matrix Alignment and Foldseek. Finally, we used AlphaFold-multimer and PPIscreenML to elucidate potential protein complexes and confirm the predicted binding activities of both UL144 and TNFRSF14. We then used our in silico approach to replicate the experimental finding that revealed TNFRSF14 binding to both B- and T-lymphocyte attenuator (BTLA) and glycoprotein domain and UL144 binding to BTLA alone. This computational framework offers promise in identifying structural similarities and interactions between pathogen-encoded proteins and their host counterparts. This information will provide valuable insights into the cognitive mechanisms underlying the neuropsychiatric effects of viral infections.

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Abyzov A, Blackledge M, Zweckstetter M (2022) Conformational dynamics of intrinsically disordered proteins regulate biomolecular condensate chemistry. Chem Rev 122(6):6719–6748. 10.1021/acs.chemrev.1c00774 PubMed PMC

Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ (1990) Basic local alignment search tool. J Mol Biol 215(3):403–410. 10.1016/s0022-2836(05)80360-2 PubMed

Andreou D, Jørgensen KN, Nerland S, Ueland T, Vaskinn A, Haukvik UK, Yolken RH, Andreassen OA, Agartz I (2022) Herpes simplex virus 1 infection on grey matter and general intelligence in severe mental illness. Transl Psych 12(1). 10.1038/s41398-022-02044-3 PubMed PMC

Benedict CA, Butrovich KD, Lurain NS, Corbeil J, Rooney I, Schneider P, Tschopp J, Ware CF (1999) Cutting edge: a novel viral TNF receptor superfamily member in virulent strains of human cytomegalovirus. J Immunol 162(12):6967–6970. 10.4049/jimmunol.162.12.6967 PubMed

Berthold-Losleben M, Himmerich H (2008) The TNF-alpha; system: functional aspects in depression. Narcolepsy Psychopharmacol Curr Neuropharm 6(3):193–202. 10.2174/157015908785777238 PubMed PMC

Bitra A, Nemčovičová I, Picarda G, Doukov T, Wang J, Benedict CA, Zajonc DM (2019) Structure of human cytomegalovirus UL144, an HVEM orthologue, bound to the B and T cell lymphocyte attenuator. J Biol Chem 294(27):10519–10529. 10.1074/jbc.ra119.009199 PubMed PMC

Borkakoti N, Thornton JM (2023) AlphaFold2 protein structure prediction: implications for drug discovery. Curr Opin Struct Biol 78:102526. 10.1016/j.sbi.2022.102526 PubMed PMC

Bret H, Gao J, Zea DJ, Andreani J, Guerois R (2024) From interaction networks to interfaces, scanning intrinsically disordered regions using AlphaFold2. Nat Commun 15:597. 10.1038/s41467-023-44288-7 PubMed PMC

Büttiker P, Weissenberger S, Esch T, Anders M, Raboch J, Ptacek R, Kream RM, Stefano GB (2023) Dysfunctional mitochondrial processes contribute to energy perturbations in the brain and neuropsychiatric symptoms. Front Pharmacol 13. 10.3389/fphar.2022.1095923 PubMed PMC

Cheung TC, Humphreys IR, Potter KG, Norris PS, Shumway HM, Tran BR, Patterson G, Jean-Jacques R, Yoon M, Spear PG, Murphy KM, Lurain NS, Benedict CA, Ware CF (2005) Evolutionarily divergent herpesviruses modulate T cell activation by targeting the herpesvirus entry mediator cosignaling pathway. Proc Natl Acad Sci USA 102(37):13218–13223. 10.1073/pnas.0506172102 PubMed PMC

Compaan DM, Gonzalez LC, Tom I, Loyet KM, Eaton D, Hymowitz SG (2005) Attenuating lymphocyte activity: the crystal structure of the BTLA-HVEM complex. J Biol Chem 280(47):39553–39561. 10.1074/jbc.M507629200 PubMed

D’Aiuto L, Di Maio R, Heath B, Raimondi G, Milosevic J, Watson AM, Bamne M, Parks WT, Yang L, Lin B, Miki T, Mich-Basso JD, Arav-Boger R, Sibille E, Sabunciyan S, Yolken R, Nimgaonkar V (2012) Human induced pluripotent stem cell-derived models to investigate human cytomegalovirus infection in neural cells. PLoS ONE 7(11):e49700. 10.1371/journal.pone.0049700 PubMed PMC

Duffy S (2018) Why are RNA virus mutation rates so damn high? PLoS Biol 16(8):e3000003. 10.1371/journal.pbio.3000003 PubMed PMC

Evans R, O’Neill M, Pritzel A, Antropova N, Senior A, Green T et al (2021) Protein complex prediction with AlphaFold-multimer. BioRxiv. 10.1101/2021.10.04.463034 PubMed

Gligorijević V, Renfrew PD, Kosciolek T, Leman JK, Berenberg D, Vatanen T, Chandler C, Taylor BC, Fisk IM, Vlamakis H, Xavier RJ, Knight R, Cho K, Bonneau R (2021) Structure-based protein function prediction using graph convolutional networks. Nat Commun 12(1). 10.1038/s41467-021-23303-9 PubMed PMC

Gomes PSFC, Gomes DEB, Bernardi RC (2022) Protein structure prediction in the era of AI: Challenges and limitations when applying to in silico force spectroscopy. Front Bioinform 2. 10.3389/fbinf.2022.983306 PubMed PMC

Hogestyn J, Mock D, Mayer-Proschel M (2018) Contributions of neurotropic human herpesviruses herpes simplex virus 1 and human herpesvirus 6 to neurodegenerative disease pathology. Neural Regen Res 13(2):211. 10.4103/1673-5374.226380 PubMed PMC

Holm L (2022) Dali server: structural unification of protein families. Nucl Acids Res 50(W1):W210–W215. 10.1093/nar/gkac387 PubMed PMC

Holm L, Kääriäinen S, Rosenström P, Schenkel A (2008) Searching protein structure databases with DaliLite vol 3. Bioinformatics 24(23):2780–2781. 10.1093/bioinformatics/btn507 PubMed PMC

Jaswal K, Todd OA, Behnsen J (2023) Neglected gut microbiome: interactions of the non-bacterial gut microbiota with enteric pathogens. Gut Microbes 15(1). 10.1080/19490976.2023.2226916 PubMed PMC

Jeppesen M, André I (2023) Accurate prediction of protein assembly structure by combining AlphaFold and symmetrical docking. Nat Commun 14(1). 10.1038/s41467-023-43681-6 PubMed PMC

Johansson-Åkhe I, Wallner B (2022) Improving peptide-protein docking with AlphaFold-Multimer using forced sampling. Front Bioinform 2. 10.3389/fbinf.2022.959160 PubMed PMC

John CC, Carabin H, Montano SM, Bangirana P, Zunt JR, Peterson PK (2015) Global research priorities for infections that affect the nervous system. Nature 527(7578):S178–S186. 10.1038/nature16033 PubMed PMC

Joshi T, Xu D (2007) Quantitative assessment of relationship between sequence similarity and function similarity. BMC Genomics 8(1):222. 10.1186/1471-2164-8-222 PubMed PMC

Jumper J, Evans R, Pritzel A, Green T, Figurnov M, Ronneberger O, Tunyasuvunakool K, Bates R, Žídek A, Potapenko A, Bridgland A, Meyer C, Kohl S, Ballard AJ, Cowie A, Romera-Paredes B, Nikolov S, Jain R, Adler J, Back T, Petersen S, Reiman D, Clancy E, Zielinski M, Steinegger M, Pacholska M, Berghammer T, Bodenstein S, Silver D, Vinyals O, W A Senior, Kavukcuoglu K, Kohli P, Hassabis D (2021) Highly accurate protein structure prediction with AlphaFold. Nature 596(7873):583–589. 10.1038/s41586-021-03819-2 PubMed PMC

Kerfeld CA, Scott KM (2011) Using BLAST to teach “E-value-tionary” concepts. PLoS Biol 9(2):e1001014. 10.1371/journal.pbio.1001014 PubMed PMC

Kim Y, Kim S (2023) Target discovery using deep learning-based molecular docking and predicted protein structures with AlphaFold for novel antipsychotics. Psych Invest 20(6):504–514. 10.30773/pi.2022.0343 PubMed PMC

Lanz TV, Brewer RC, Ho PP, Moon JS, Jude KM, Fernandez D et al (2022) Clonally expanded B cells in multiple sclerosis bind EBV EBNA1 and GlialCAM. Nature 603(7900):321–327. 10.1038/s41586-022-04432-7 PubMed PMC

Laurikainen H, Vuorela A, Toivonen A, Reinert-Hartwall L, Trontti K, Lindgren M, Keinänen J, Mäntylä T, Paju J, Ilonen T, Armio R-L, Walta M, Tuisku J, Helin S, Marjamäki P, Hovatta I, Therman S, Vaarala O, Linnaranta O, Kieseppä T, Salokangas RKR, Honkanen J, Hietala J, Suvisaari J (2020) Elevated serum chemokine CCL22 levels in first-episode psychosis: associations with symptoms, peripheral immune state and in vivo brain glial cell function. Transl Psych 10(1). 10.1038/s41398-020-0776-z PubMed PMC

Light TP, Brun D, Guardado-Calvo P, Pederzoli R, Haouz A, Neipel F, Rey FA, Hristova K, Backovic M (2021) Human herpesvirus 8 molecular mimicry of ephrin ligands facilitates cell entry and triggers EphA2 signaling. PloS Biol 19(9):e3001392. 10.1371/journal.pbio.3001392 PubMed PMC

Marogianni C, Sokratous M, Dardiotis E, Hadjigeorgiou GM, Bogdanos D, Xiromerisiou G (2020) Neurodegeneration and Inflammation—an interesting interplay in Parkinson’s Disease. Int J Mol Sci 21(22):8421. 10.3390/ijms21228421 PubMed PMC

Miller-Kittrell M, Sparer TE (2009) Feeling manipulated: cytomegalovirus immune manipulation. Virol J 6(1):4. 10.1186/1743-422x-6-4 PubMed PMC

Mischley V, Maier J, Chen J, Karanicolas J (2024) PPIscreenML: structure-based screening for protein-protein interactions using AlphaFold. BioRxiv (Cold Spring Harbor Laboratory). 10.1101/2024.03.16.585347

Montgomery RI, Warner MS, Lum BJ, Spear PG (1996) Herpes Simplex Virus-1 entry into cells mediated by a novel member of the TNF/NGF receptor family. Cell 87(3):427–436. 10.1016/s0092-8674(00)81363-x PubMed

Ning Z, Liu K, Xiong H (2021) Roles of BTLA in immunity and immune disorders. Front Immunol 12:654960. 10.3389/fimmu.2021.654960 PubMed PMC

Nowick JS (2008) Exploring β-sheet structure and interactions with chemical model systems. Acct Chem Res 41(10):1319–1330. 10.1021/ar800064f PubMed PMC

Pfeifer E, Sousa JM, Touchon M, Rocha EP (2022) When bacteria are phage playgrounds: interactions between viruses, cells, and mobile genetic elements. Curr Opin Microbiol 70:102230. 10.1016/j.mib.2022.102230 PubMed

Pietrek LM, Stelzl LS, Hummer G (2023) Structural ensembles of disordered proteins from hierarchical chain growth and simulation. Curr Opin Struct Biol 78:102501. 10.1016/j.sbi.2022.102501 PubMed

Poole E, Walther A, Raven K, Benedict CA, Mason GM, Sinclair J (2013) The myeloid transcription factor GATA-2 regulates the Viral UL144 Gene during Human Cytomegalovirus latency in an isolate-specific manner. J Virol 87(8):4261–4271. 10.1128/jvi.03497-12 PubMed PMC

Reale M, Costantini E, Greig NH (2021) Cytokine imbalance in schizophrenia. From research to clinic: Potential implications for treatment. Front Psych 12. 10.3389/fpsyt.2021.536257 PubMed PMC

Rodriguez Murúa S, Farez MF, Quintana FJ (2022) The immune response in multiple sclerosis. Ann Rev Pathol Mech Dis 17(1):121–139. 10.1146/annurev-pathol-052920-040318 PubMed

Sankar S, Dhakshinamoorthy V, Rajakumar G (2023) PARP in the neuropathogenesis of cytomegalovirus infection—possible role and therapeutic perspective. Microb Pathog 176:106018. 10.1016/j.micpath.2023.106018 PubMed

Šedý JR, Balmert MO, Ware BC, Smith W, Nemčovičova I, Norris PS, Miller BR, Aivazian D, Ware CF (2017) A herpesvirus entry mediator mutein with selective agonist action for the inhibitory receptor B and T lymphocyte attenuator. J Biol Chem 292(51):21060–21070. 10.1074/jbc.m117.813295 PubMed PMC

Shui J-W, Steinberg MW, Kronenbery M (2011) Regulation of inflammation, autoimmunity, and infection immunity by HVEM-BTLA signaling. J Leukoc Biol 89(4):517–523. 10.1189/jlb.0910528 PubMed PMC

Soldan SS, Lieberman PM (2023) Epstein-Barr virus and multiple sclerosis. Nat Rev Microbiol 21(1):51–64. 10.1038/s41579-022-00770-5 PubMed PMC

Stefano GB (1986) Conformational matching: a possible evolutionary force in the evolvement of signal systems. In: Stefano GB (ed) CRC Handbook of comparative opioid and related neuropeptide mechanisms. CRC Press, Boca Raton, pp 271–277

Stefano GB, Kream RM (2017) Artificial intelligence, DNA mimicry, and human health. Medical Sci Monitor 23:3923–3924. 10.12659/msm.906498 PubMed PMC

Stefano GB, Büttiker P, Weissenberger S, Esch T, Anders M, Raboch J, Kream RM, Ptacek R (2023) Independent and sensory human mitochondrial functions reflecting symbiotic evolution. Front Cell Infect Microbiol 13. 10.3389/fcimb.2023.1130197 PubMed PMC

Van Kempen M, Kim SS, Tumescheit C, Mirdita M, Lee J, Gilchrist CLM, Söding J, Steinegger M (2023) Fast and accurate protein structure search with Foldseek. Nat Biotechnol 42(2):243–246. 10.1038/s41587-023-01773-0 PubMed PMC

Varadi M, Anyango S, Deshpande M, Nair S, Natassia C, Yordanova G, Yuan D, Stroe O, Wood G, Laydon A, Žídek A, Green T, Tunyasuvunakool K, Petersen S, Jumper J, Clancy E, Green R, Vora A, Lutfi M, Figurnov M, Cowie A, Hobbs N, Kohli P, Kleywegt G, Birney E, Hassabis D, Velankar S (2021) AlphaFold protein structure database: massively expanding the structural coverage of protein-sequence space with high-accuracy models. Nucl Acids Res 50(D1):D439–D444. 10.1093/nar/gkab1061 PubMed PMC

Wallner B (2023) AFsample: improving multimer prediction with AlphaFold using massive sampling. Bioinformatics 39(9):btad573. 10.1093/bioinformatics/btad573. PubMed PMC

Wang F, Kream RM, Stefano GB (2020) Long-Term respiratory and neurological sequelae of COVID-19. Med Sci Monit 26. 10.12659/msm.928996 PubMed PMC

Xu J, Zhang Y (2010) How significant is a protein structure similarity with TM-score = 0.5? Bioinformatics 26(7):889–895. 10.1093/bioinformatics/btq066 PubMed PMC

Yadav P, Lee Y-H, Panday H, Kant S, Bajwa N, Parashar R, Jha SK, Jha NK, Nand P, Lee S-S, Jha AK (2022) Implications of microorganisms in Alzheimer’s disease. Curr Issues Mol Biol 44(10):4584–4615. 10.3390/cimb44100314 PubMed PMC

Zhang C, Shine M, Pyle AM, Zhang Y (2022) US-align: universal structure alignments of proteins, nucleic acids, and macromolecular complexes. Nat Methods 19(9):1109–1115. 10.1038/s41592-022-01585-1 PubMed

Zhang Y, Skolnick J (2005) TM-align: a protein structure alignment algorithm based on the TM-score. Nucleic Acids Res 33(7):2302–2309. 10.1093/nar/gki524 PubMed PMC

Zheng H, Ford BN, Kuplicki R, Burrows K, Hunt PW, Bodurka J, Teague TK, Irwin MR, Yolken RH, Paulus MP, Savitz J (2021) Association between cytomegalovirus infection, reduced gray matter volume, and resting-state functional hypoconnectivity in major depressive disorder: a replication and extension. Transl Psych 11(1). 10.1038/s41398-021-01558-6 PubMed PMC

Zheng H, Savitz J (2023) Herpesviruses and neuropsychiatric disorders: overlooked adversaries or innocent bystanders? Neuropsychopharm 49(1):313–314. 10.1038/s41386-023-01674-5 PubMed PMC

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