Skip to main content
Erschienen in: Network Modeling Analysis in Health Informatics and Bioinformatics 1/2022

01.12.2022 | Original Article

Identification of blood-based inflammatory biomarkers for the early-stage detection of acute myocardial infarction

verfasst von: Md. Takim Sarker, Shuvo Saha, Partha Biswas, Md. Tanvir Islam, Mohammad Ashik Sheikh, Md. Nahid Hasan, Nadira Islam, Md. Mobenul Islam Rabbe, Md. Oliullah Rafi

Erschienen in: Network Modeling Analysis in Health Informatics and Bioinformatics | Ausgabe 1/2022

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Acute myocardial infarction (AMI) is a coronary artery disease that prevents blood and oxygen flow from reaching the heart. The underlying complex pathophysiology of AMI has made the early detection process very challenging. A potential biomarker with high accuracy in determining AMI can help us in the risk stratification of patients with chest pain and also reduce treatment costs. This study aimed to identify the key genes for early AMI detection from the expression data of peripheral blood samples. We retrieved three GEO datasets from NCBI that represent expression data of healthy individuals and early-stage AMI patients. The differentially expressed genes (DEG) were determined from three datasets by the GEO2R tool on the NCBI webpage. The significant DEGs common in at least 2 datasets were identified by VENNY 2.1 web tool. We then performed a functional enrichment analysis of the selected genes and also the potential hub genes possibly involved in AMI were predicted by a protein–protein interaction network. Finally, a drug–gene interaction network was constructed. We found 5360, 2049, and 579 genes, respectively, from the GSE61144, GSE60993, and GSE29532 datasets to be the significant DEGs in GEO2R analysis. A total of 214 genes were found common in at least two datasets. CD59, FCAR, CLEC5A, CKAP4, and CEACAM8 are the most significant hub genes predicted by protein–protein network analysis that has a close relationship with the early response to inflammation in AMI. Our study suggests CD59, FCAR, CLEC5A, CKAP4, and CEACAM8 as the potential inflammatory biomarkers for the early-stage detection of AMI.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Boley SJ, Feinstein FR, Sammartano R, Brandt LJ, Sprayregen S (1981) New concepts in the management of emboli of the superior mesenteric artery. Int Abstr Surg 153(4):561–569 Boley SJ, Feinstein FR, Sammartano R, Brandt LJ, Sprayregen S (1981) New concepts in the management of emboli of the superior mesenteric artery. Int Abstr Surg 153(4):561–569
Zurück zum Zitat Gladka MM, Molenaar B, de Ruiter H, van der Elst S, Tsui H, Versteeg D, Lacraz GPA, Huibers MMH, van Oudenaarden A, van Rooij E (2018) Single-cell sequencing of the healthy and diseased heart reveals cytoskeleton-associated protein 4 as a new modulator of fibroblasts activation. Circulation 138(2):166–180. https://doi.org/10.1161/CIRCULATIONAHA.117.030742CrossRef Gladka MM, Molenaar B, de Ruiter H, van der Elst S, Tsui H, Versteeg D, Lacraz GPA, Huibers MMH, van Oudenaarden A, van Rooij E (2018) Single-cell sequencing of the healthy and diseased heart reveals cytoskeleton-associated protein 4 as a new modulator of fibroblasts activation. Circulation 138(2):166–180. https://​doi.​org/​10.​1161/​CIRCULATIONAHA.​117.​030742CrossRef
Zurück zum Zitat Griffith M, Griffith OL, Coffman AC, Weible JV, McMichael JF, Spies NC, Koval J, Das I, Callaway MB, Eldred JM, Miller CA, Subramanian J, Govindan R, Kumar RD, Bose R, Ding L, Walker JR, Larson DE, Dooling DJ, Wilson RK (2013) DGIdb: mining the druggable genome. Nat Methods 10(12):1209–1210. https://doi.org/10.1038/nmeth.2689CrossRef Griffith M, Griffith OL, Coffman AC, Weible JV, McMichael JF, Spies NC, Koval J, Das I, Callaway MB, Eldred JM, Miller CA, Subramanian J, Govindan R, Kumar RD, Bose R, Ding L, Walker JR, Larson DE, Dooling DJ, Wilson RK (2013) DGIdb: mining the druggable genome. Nat Methods 10(12):1209–1210. https://​doi.​org/​10.​1038/​nmeth.​2689CrossRef
Zurück zum Zitat Hong, C., & Hauskrecht, M. (2015). MCODE: Multivariate conditional outlier detection. ArXiv:1505.04097 [Cs, Stat] Hong, C., & Hauskrecht, M. (2015). MCODE: Multivariate conditional outlier detection. ArXiv:1505.04097 [Cs, Stat]
Zurück zum Zitat Iakoubova OA, Tong CH, Chokkalingam AP, Rowland CM, Kirchgessner TG, Louie JZ, Ploughman LM, Sabatine MS, Campos H, Catanese JJ, Leong DU, Young BA, Lew D, Tsuchihashi Z, Luke MM, Packard CJ, Zerba KE, Shaw PM, Shepherd J, Sacks FM (2006) Asp92Asn polymorphism in the myeloid IgA Fc receptor is associated with myocardial infarction in two disparate populations: CARE and WOSCOPS. Arterioscler Thromb Vasc Biol 26(12):2763–2768. https://doi.org/10.1161/01.ATV.0000247248.76409.8bCrossRef Iakoubova OA, Tong CH, Chokkalingam AP, Rowland CM, Kirchgessner TG, Louie JZ, Ploughman LM, Sabatine MS, Campos H, Catanese JJ, Leong DU, Young BA, Lew D, Tsuchihashi Z, Luke MM, Packard CJ, Zerba KE, Shaw PM, Shepherd J, Sacks FM (2006) Asp92Asn polymorphism in the myeloid IgA Fc receptor is associated with myocardial infarction in two disparate populations: CARE and WOSCOPS. Arterioscler Thromb Vasc Biol 26(12):2763–2768. https://​doi.​org/​10.​1161/​01.​ATV.​0000247248.​76409.​8bCrossRef
Zurück zum Zitat Iakoubova OA, Tong CH, Rowland CM, Kirchgessner TG, Young BA, Arellano AR, Shiffman D, Sabatine MS, Campos H, Packard CJ, Pfeffer MA, White TJ, Braunwald E, Shepherd J, Devlin JJ, Sacks FM (2008) Association of the Trp719Arg polymorphism in kinesin-like protein 6 with myocardial infarction and coronary heart disease in 2 prospective trials: the CARE and WOSCOPS trials. J Am Coll Cardiol 51(4):435–443. https://doi.org/10.1016/j.jacc.2007.05.057CrossRef Iakoubova OA, Tong CH, Rowland CM, Kirchgessner TG, Young BA, Arellano AR, Shiffman D, Sabatine MS, Campos H, Packard CJ, Pfeffer MA, White TJ, Braunwald E, Shepherd J, Devlin JJ, Sacks FM (2008) Association of the Trp719Arg polymorphism in kinesin-like protein 6 with myocardial infarction and coronary heart disease in 2 prospective trials: the CARE and WOSCOPS trials. J Am Coll Cardiol 51(4):435–443. https://​doi.​org/​10.​1016/​j.​jacc.​2007.​05.​057CrossRef
Zurück zum Zitat Kimura H, Fumoto K, Shojima K, Nojima S, Osugi Y, Tomihara H, Eguchi H, Shintani Y, Endo H, Inoue M, Doki Y, Okumura M, Morii E, Kikuchi A (2016) CKAP4 is a Dickkopf1 receptor and is involved in tumor progression. J Clin Investig 126(7):2689–2705. https://doi.org/10.1172/JCI84658CrossRef Kimura H, Fumoto K, Shojima K, Nojima S, Osugi Y, Tomihara H, Eguchi H, Shintani Y, Endo H, Inoue M, Doki Y, Okumura M, Morii E, Kikuchi A (2016) CKAP4 is a Dickkopf1 receptor and is involved in tumor progression. J Clin Investig 126(7):2689–2705. https://​doi.​org/​10.​1172/​JCI84658CrossRef
Zurück zum Zitat Montalescot G, Cayla G, Collet J-P, Elhadad S, Beygui F, Le Breton H, Choussat R, Leclercq F, Silvain J, Duclos F, Aout M, Dubois-Randé J-L, Barthélémy O, Ducrocq G, Bellemain-Appaix A, Payot L, Steg P-G, Henry P, Spaulding C, Investigators ABOARD (2009) Immediate vs delayed intervention for acute coronary syndromes: a randomized clinical trial. JAMA 302(9):947–954. https://doi.org/10.1001/jama.2009.1267CrossRef Montalescot G, Cayla G, Collet J-P, Elhadad S, Beygui F, Le Breton H, Choussat R, Leclercq F, Silvain J, Duclos F, Aout M, Dubois-Randé J-L, Barthélémy O, Ducrocq G, Bellemain-Appaix A, Payot L, Steg P-G, Henry P, Spaulding C, Investigators ABOARD (2009) Immediate vs delayed intervention for acute coronary syndromes: a randomized clinical trial. JAMA 302(9):947–954. https://​doi.​org/​10.​1001/​jama.​2009.​1267CrossRef
Zurück zum Zitat O, ’Gara Patrick T., Kushner, F. G., Ascheim, D. D., Casey, D. E., Chung, M. K., de, L. J. A., Ettinger, S. M., Fang, J. C., Fesmire, F. M., Franklin, B. A., Granger, C. B., Krumholz, H. M., Linderbaum, J. A., Morrow, D. A., Newby, L. K., Ornato, J. P., Ou, N., Radford, M. J., Tamis, -Holland Jacqueline E., … Zhao, D. X. (2013). 2013 ACCF/AHA Guideline for the Management of ST-Elevation Myocardial Infarction. Journal of the American College of Cardiology, 61(4), e78–e140. https://doi.org/10.1016/j.jacc.2012.11.019 O, ’Gara Patrick T., Kushner, F. G., Ascheim, D. D., Casey, D. E., Chung, M. K., de, L. J. A., Ettinger, S. M., Fang, J. C., Fesmire, F. M., Franklin, B. A., Granger, C. B., Krumholz, H. M., Linderbaum, J. A., Morrow, D. A., Newby, L. K., Ornato, J. P., Ou, N., Radford, M. J., Tamis, -Holland Jacqueline E., … Zhao, D. X. (2013). 2013 ACCF/AHA Guideline for the Management of ST-Elevation Myocardial Infarction. Journal of the American College of Cardiology, 61(4), e78–e140. https://​doi.​org/​10.​1016/​j.​jacc.​2012.​11.​019
Zurück zum Zitat OLIVEROS, J. C. (2007). VENNY. An interactive tool for comparing lists with Venn diagrams. Http://Bioinfogp.Cnb.Csic.Es/Tools/Venny/Index.Html, https://ci.nii.ac.jp/naid/20001505977/. OLIVEROS, J. C. (2007). VENNY. An interactive tool for comparing lists with Venn diagrams. Http://Bioinfogp.Cnb.Csic.Es/Tools/Venny/Index.Html, https://​ci.​nii.​ac.​jp/​naid/​20001505977/​.​
Zurück zum Zitat Park, H.-J., Noh, J. H., Eun, J. W., Koh, Y.-S., Seo, S. M., Park, W. S., Lee, J. Y., Chang, K., Seung, K. B., Kim, P.-J., & Nam, S. W. (2015). Assessment and diagnostic relevance of novel serum biomarkers for early decision of ST-elevation myocardial infarction. Oncotarget, 6(15), 12970–12983. https://doi.org/10.18632/oncotarget.4001 Park, H.-J., Noh, J. H., Eun, J. W., Koh, Y.-S., Seo, S. M., Park, W. S., Lee, J. Y., Chang, K., Seung, K. B., Kim, P.-J., & Nam, S. W. (2015). Assessment and diagnostic relevance of novel serum biomarkers for early decision of ST-elevation myocardial infarction. Oncotarget, 6(15), 12970–12983. https://​doi.​org/​10.​18632/​oncotarget.​4001
Zurück zum Zitat Silbiger VN, Luchessi AD, Hirata RDC, Lima-Neto LG, Cavichioli D, Carracedo A, Brión M, Dopazo J, García-García F, dos Santos ES, Ramos RF, Sampaio MF, Armaganijan D, Sousa AGMR, Hirata MH. (2013) Novel genes detected by transcriptional profiling from whole-blood cells in patients with early onset of acute coronary syndrome. Clinica Chimica Acta 421:184–190. https://doi.org/10.1016/j.cca.2013.03.011 Silbiger VN, Luchessi AD, Hirata RDC, Lima-Neto LG, Cavichioli D, Carracedo A, Brión M, Dopazo J, García-García F, dos Santos ES, Ramos RF, Sampaio MF, Armaganijan D, Sousa AGMR, Hirata MH. (2013) Novel genes detected by transcriptional profiling from whole-blood cells in patients with early onset of acute coronary syndrome. Clinica Chimica Acta 421:184–190. https://​doi.​org/​10.​1016/​j.​cca.​2013.​03.​011
Zurück zum Zitat Stelzl U, Worm U, Lalowski M, Haenig C, Brembeck FH, Goehler H, Stroedicke M, Zenkner M, Schoenherr A, Koeppen S, Timm J, Mintzlaff S, Abraham C, Bock N, Kietzmann S, Goedde A, Toksöz E, Droege A, Krobitsch S, Wanker EE (2005) A human protein-protein interaction network: a resource for annotating the proteome. Cell 122(6):957–968. https://doi.org/10.1016/j.cell.2005.08.029CrossRef Stelzl U, Worm U, Lalowski M, Haenig C, Brembeck FH, Goehler H, Stroedicke M, Zenkner M, Schoenherr A, Koeppen S, Timm J, Mintzlaff S, Abraham C, Bock N, Kietzmann S, Goedde A, Toksöz E, Droege A, Krobitsch S, Wanker EE (2005) A human protein-protein interaction network: a resource for annotating the proteome. Cell 122(6):957–968. https://​doi.​org/​10.​1016/​j.​cell.​2005.​08.​029CrossRef
Zurück zum Zitat Szklarczyk D, Gable AL, Lyon D, Junge A, Wyder S, Huerta-Cepas J, Simonovic M, Doncheva NT, Morris JH, Bork P, Jensen LJ, von Mering C (2019) STRING v11: protein-protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets. Nucleic Acids Res 47(D1):D607–D613. https://doi.org/10.1093/nar/gky1131CrossRef Szklarczyk D, Gable AL, Lyon D, Junge A, Wyder S, Huerta-Cepas J, Simonovic M, Doncheva NT, Morris JH, Bork P, Jensen LJ, von Mering C (2019) STRING v11: protein-protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets. Nucleic Acids Res 47(D1):D607–D613. https://​doi.​org/​10.​1093/​nar/​gky1131CrossRef
Zurück zum Zitat Thygesen K, Alpert JS, Jaffe AS, Simoons ML, Chaitman BR, White HD, Joint ESC/ACCF/AHA/WHF Task Force for Universal Definition of Myocardial Infarction, Authors/Task Force Members Chairpersons, Thygesen, K., Alpert, J. S., White, H. D., Biomarker Subcommittee, Jaffe, A. S., Katus, H. A., Apple, F. S., Lindahl, B., Morrow, D. A., ECG Subcommittee, Chaitman, B. R., … Wagner, D. R. (2012). Third universal definition of myocardial infarction. Journal of the American College of Cardiology, 60(16), 1581–1598. https://doi.org/10.1016/j.jacc.2012.08.001 Thygesen K, Alpert JS, Jaffe AS, Simoons ML, Chaitman BR, White HD, Joint ESC/ACCF/AHA/WHF Task Force for Universal Definition of Myocardial Infarction, Authors/Task Force Members Chairpersons, Thygesen, K., Alpert, J. S., White, H. D., Biomarker Subcommittee, Jaffe, A. S., Katus, H. A., Apple, F. S., Lindahl, B., Morrow, D. A., ECG Subcommittee, Chaitman, B. R., … Wagner, D. R. (2012). Third universal definition of myocardial infarction. Journal of the American College of Cardiology, 60(16), 1581–1598. https://​doi.​org/​10.​1016/​j.​jacc.​2012.​08.​001
Metadaten
Titel
Identification of blood-based inflammatory biomarkers for the early-stage detection of acute myocardial infarction
verfasst von
Md. Takim Sarker
Shuvo Saha
Partha Biswas
Md. Tanvir Islam
Mohammad Ashik Sheikh
Md. Nahid Hasan
Nadira Islam
Md. Mobenul Islam Rabbe
Md. Oliullah Rafi
Publikationsdatum
01.12.2022
Verlag
Springer Vienna
Erschienen in
Network Modeling Analysis in Health Informatics and Bioinformatics / Ausgabe 1/2022
Print ISSN: 2192-6662
Elektronische ISSN: 2192-6670
DOI
https://doi.org/10.1007/s13721-022-00371-5

Weitere Artikel der Ausgabe 1/2022

Network Modeling Analysis in Health Informatics and Bioinformatics 1/2022 Zur Ausgabe

Premium Partner