Skip to main content
Top
Published in: Virology Journal 1/2018

Open Access 01-12-2018 | Methodology

Evaluation of a method to measure HHV-6B infection in vitro based on cell size

Authors: Aniuska Becerra-Artiles, Tessa Santoro, Lawrence J. Stern

Published in: Virology Journal | Issue 1/2018

Login to get access

Abstract

Background

Human herpesvirus 6 (HHV-6A and HHV-6B) infection of cell cultures can be measured by different methods, including immunofluorescence microscopy, flow cytometry, or quantification of virus DNA by qPCR. These methods are reliable and sensitive but require long processing times and can be costly. Another method used in the field relies on the identification of enlarged cells in the culture; this method requires little sample processing and is relatively fast. However, visual inspection of cell cultures can be subjective and it can be difficult to establish clear criteria to decide if a cell is enlarged. To overcome these issues, we explored a method to monitor HHV-6B infections based on the systematic and objective measurement of the size of cells using an imaging-based automated cell counter.

Results

The size of cells in non-infected and HHV-6B-infected cultures was measured at different times post-infection. The relatively narrow size distribution observed for non-infected cultures contrasted with the broader distributions observed in infected cultures. The average size of cultures shifted towards higher values after infection, and the differences were significant for cultures infected with relatively high doses of virus and/or screened at longer times post-infection. Correlation analysis showed that the trend observed for average size was similar to the trend observed for two other methods to measure infection: amount of virus DNA in supernatant and the percentage of cells expressing a viral antigen. In order to determine the performance of the size-based method in differentiating non-infected and infected cells, receiver operating characteristic (ROC) curves were used to analyze the data. Analysis using size of individual cells showed a moderate performance in detecting infected cells (area under the curve (AUC) ~ 0.80-0.87), while analysis using the average size of cells showed a very good performance in detecting infected cultures (AUC ~ 0.99).

Conclusions

The size-based method proved to be useful in monitoring HHV-6B infections for cultures where a substantial fraction of cells were infected and when monitored at longer times post-infection, with the advantage of being relatively fast and easy. It is a convenient method for monitoring virus production in-vitro and bulk infection of cells.
Appendix
Available only for authorised users
Literature
1.
go back to reference Salahuddin SZ, Ablashi DV, Markham PD, Josephs SF, Sturzenegger S, Kaplan M, et al. Isolation of a new virus, HBLV, in patients with lymphoproliferative disorders. Science. 1986;234:596–601.CrossRefPubMed Salahuddin SZ, Ablashi DV, Markham PD, Josephs SF, Sturzenegger S, Kaplan M, et al. Isolation of a new virus, HBLV, in patients with lymphoproliferative disorders. Science. 1986;234:596–601.CrossRefPubMed
2.
go back to reference Ablashi DV, Lusso P, Hung CL, Salahuddin SZ, Josephs SF, Llana T, et al. Utilization of human hematopoietic cell lines for the propagation and characterization of HBLV (human herpesvirus 6). Int J Cancer. 1988;42:787–91.CrossRefPubMed Ablashi DV, Lusso P, Hung CL, Salahuddin SZ, Josephs SF, Llana T, et al. Utilization of human hematopoietic cell lines for the propagation and characterization of HBLV (human herpesvirus 6). Int J Cancer. 1988;42:787–91.CrossRefPubMed
3.
go back to reference Lusso P, Markham PD, Tschachler E, di Marzo VF, Salahuddin SZ, Ablashi DV, et al. In vitro cellular tropism of human B-lymphotropic virus (human herpesvirus-6). J Exp Med. 1988;167:1659–70.CrossRefPubMed Lusso P, Markham PD, Tschachler E, di Marzo VF, Salahuddin SZ, Ablashi DV, et al. In vitro cellular tropism of human B-lymphotropic virus (human herpesvirus-6). J Exp Med. 1988;167:1659–70.CrossRefPubMed
4.
go back to reference Osman HK, Wells C, Baboonian C, Kangro HO. Growth characteristics of human herpesvirus-6: comparison of antigen production in two cell lines. J Med Virol. 1993;39:303–11.CrossRefPubMed Osman HK, Wells C, Baboonian C, Kangro HO. Growth characteristics of human herpesvirus-6: comparison of antigen production in two cell lines. J Med Virol. 1993;39:303–11.CrossRefPubMed
5.
go back to reference Balachandran N, Amelse RE, Zhou WW, Chang CK. Identification of proteins specific for human herpesvirus 6-infected human T cells. J Virol. 1989;63:2835–40.PubMedPubMedCentral Balachandran N, Amelse RE, Zhou WW, Chang CK. Identification of proteins specific for human herpesvirus 6-infected human T cells. J Virol. 1989;63:2835–40.PubMedPubMedCentral
6.
go back to reference Foà-Tomasi L, Guerrini S, Huang T, Campadelli-Fiume G. Characterization of human herpesvirus-6(U1102) and (GS) gp112 and identification of the Z29-specified homolog. Virology. 1992;191:511–6.CrossRefPubMed Foà-Tomasi L, Guerrini S, Huang T, Campadelli-Fiume G. Characterization of human herpesvirus-6(U1102) and (GS) gp112 and identification of the Z29-specified homolog. Virology. 1992;191:511–6.CrossRefPubMed
7.
go back to reference Okuno T, Shao H, Asada H, Shiraki K, Takahashi M, Yamanishi K. Analysis of human herpesvirus 6 glycoproteins recognized by monoclonal antibody OHV1. J Gen Virol. 1992;73(Pt 2):443–7.CrossRefPubMed Okuno T, Shao H, Asada H, Shiraki K, Takahashi M, Yamanishi K. Analysis of human herpesvirus 6 glycoproteins recognized by monoclonal antibody OHV1. J Gen Virol. 1992;73(Pt 2):443–7.CrossRefPubMed
8.
go back to reference Liu DX, Gompels UA, Foa-Tomasi L, Campadelli-Fiume G. Human herpesvirus-6 glycoprotein H and L homologs are components of the gp100 complex and the gH external domain is the target for neutralizing monoclonal antibodies. Virology. 1993;197:12–22.CrossRefPubMed Liu DX, Gompels UA, Foa-Tomasi L, Campadelli-Fiume G. Human herpesvirus-6 glycoprotein H and L homologs are components of the gp100 complex and the gH external domain is the target for neutralizing monoclonal antibodies. Virology. 1993;197:12–22.CrossRefPubMed
9.
go back to reference Manichanh C, Grenot P, Gautheret-Dejean A, Debré P, Huraux JM, Agut H. Susceptibility of human herpesvirus 6 to antiviral compounds by flow cytometry analysis. Cytometry. 2000;40:135–40.CrossRefPubMed Manichanh C, Grenot P, Gautheret-Dejean A, Debré P, Huraux JM, Agut H. Susceptibility of human herpesvirus 6 to antiviral compounds by flow cytometry analysis. Cytometry. 2000;40:135–40.CrossRefPubMed
10.
go back to reference Amjad M, Gillespie MA, Carlson RM, Karim MR. Flow cytometric evaluation of antiviral agents against human herpesvirus 6. Microbiol Immunol. 2001;45:233–40.CrossRefPubMed Amjad M, Gillespie MA, Carlson RM, Karim MR. Flow cytometric evaluation of antiviral agents against human herpesvirus 6. Microbiol Immunol. 2001;45:233–40.CrossRefPubMed
11.
go back to reference Andre-Garnier E, Robillard N, Costa-Mattioli M, Besse B, Billaudel S, Imbert-Marcille B-M. A one-step RT-PCR and a flow cytometry method as two specific tools for direct evaluation of human herpesvirus-6 replication. J Virol Methods. 2003;108:213–22.CrossRefPubMed Andre-Garnier E, Robillard N, Costa-Mattioli M, Besse B, Billaudel S, Imbert-Marcille B-M. A one-step RT-PCR and a flow cytometry method as two specific tools for direct evaluation of human herpesvirus-6 replication. J Virol Methods. 2003;108:213–22.CrossRefPubMed
12.
go back to reference Kondo K, Hayakawa Y, Mori H, Sato S, Kondo T, Takahashi K, et al. Detection by polymerase chain reaction amplification of human herpesvirus 6 DNA in peripheral blood of patients with exanthem subitum. J Clin Microbiol. 1990;28:970–4.PubMedPubMedCentral Kondo K, Hayakawa Y, Mori H, Sato S, Kondo T, Takahashi K, et al. Detection by polymerase chain reaction amplification of human herpesvirus 6 DNA in peripheral blood of patients with exanthem subitum. J Clin Microbiol. 1990;28:970–4.PubMedPubMedCentral
13.
go back to reference Yoshikawa T, Akimoto S, Nishimura N, Ozaki T, Ihira M, Ohashi M, et al. Evaluation of active human herpesvirus 6 infection by reverse transcription-PCR. J Med Virol. 2003;70:267–72.CrossRefPubMed Yoshikawa T, Akimoto S, Nishimura N, Ozaki T, Ihira M, Ohashi M, et al. Evaluation of active human herpesvirus 6 infection by reverse transcription-PCR. J Med Virol. 2003;70:267–72.CrossRefPubMed
14.
go back to reference Achour A, Boutolleau D, Slim A, Agut H, Gautheret-Dejean A. Human herpesvirus-6 (HHV-6) DNA in plasma reflects the presence of infected blood cells rather than circulating viral particles. J Clin Virol. 2007;38:280–5.CrossRefPubMed Achour A, Boutolleau D, Slim A, Agut H, Gautheret-Dejean A. Human herpesvirus-6 (HHV-6) DNA in plasma reflects the presence of infected blood cells rather than circulating viral particles. J Clin Virol. 2007;38:280–5.CrossRefPubMed
15.
go back to reference Ahlqvist J, Donati D, Martinelli E, Akhyani N, Hou J, Major EO, et al. Complete replication cycle and acquisition of tegument in nucleus of human herpesvirus 6A in astrocytes and in T-cells. J Med Virol. 2006;78:1542–53.CrossRefPubMed Ahlqvist J, Donati D, Martinelli E, Akhyani N, Hou J, Major EO, et al. Complete replication cycle and acquisition of tegument in nucleus of human herpesvirus 6A in astrocytes and in T-cells. J Med Virol. 2006;78:1542–53.CrossRefPubMed
16.
go back to reference Hammarstedt M, Ahlqvist J, Jacobson S, Garoff H, Fogdell-Hahn A. Purification of infectious human herpesvirus 6A virions and association of host cell proteins. Virol J. 2007;4:101.CrossRefPubMedPubMedCentral Hammarstedt M, Ahlqvist J, Jacobson S, Garoff H, Fogdell-Hahn A. Purification of infectious human herpesvirus 6A virions and association of host cell proteins. Virol J. 2007;4:101.CrossRefPubMedPubMedCentral
17.
go back to reference Flamand L, Gravel A, Boutolleau D, Alvarez-Lafuente R, Jacobson S, Malnati MS, et al. Multicenter comparison of PCR assays for detection of human herpesvirus 6 DNA in serum. J Clin Microbiol. 2008;46:2700–6.CrossRefPubMedPubMedCentral Flamand L, Gravel A, Boutolleau D, Alvarez-Lafuente R, Jacobson S, Malnati MS, et al. Multicenter comparison of PCR assays for detection of human herpesvirus 6 DNA in serum. J Clin Microbiol. 2008;46:2700–6.CrossRefPubMedPubMedCentral
18.
go back to reference Oyaizu H, Tang H, Ota M, Takenaka N, Ozono K, Yamanishi K, et al. Complementation of the function of glycoprotein H of human herpesvirus 6 variant a by glycoprotein H of variant B in the virus life cycle. J Virol. 2012;86:8492–8.CrossRefPubMedPubMedCentral Oyaizu H, Tang H, Ota M, Takenaka N, Ozono K, Yamanishi K, et al. Complementation of the function of glycoprotein H of human herpesvirus 6 variant a by glycoprotein H of variant B in the virus life cycle. J Virol. 2012;86:8492–8.CrossRefPubMedPubMedCentral
19.
go back to reference Chico E, JÄger V. Measurements of Changes in Cell Size Distribution to Monitor Baculovirus Infection of Insect Cells. In: Merten O-W, Perrin P, Griffiths B, editors. New Dev. New Appl. Anim. Cell Technol. [Internet]. Dordrecht: Kluwer Academic Publishers; 2002 [cited 2017 Sep 14]. p. 329–31. Available from: http://link.springer.com/10.1007/0-306-46860-3_59 Chico E, JÄger V. Measurements of Changes in Cell Size Distribution to Monitor Baculovirus Infection of Insect Cells. In: Merten O-W, Perrin P, Griffiths B, editors. New Dev. New Appl. Anim. Cell Technol. [Internet]. Dordrecht: Kluwer Academic Publishers; 2002 [cited 2017 Sep 14]. p. 329–31. Available from: http://​link.​springer.​com/​10.​1007/​0-306-46860-3_​59
20.
go back to reference Palomares LA, Pedroza JC, Ramírez OT. Cell size as a tool to predict the production of recombinant protein by the insect-cell baculovirus expression system. Biotechnol Lett. 2001;23:359–64.CrossRef Palomares LA, Pedroza JC, Ramírez OT. Cell size as a tool to predict the production of recombinant protein by the insect-cell baculovirus expression system. Biotechnol Lett. 2001;23:359–64.CrossRef
21.
go back to reference Janakiraman V, Forrest WF, Chow B, Seshagiri S. A rapid method for estimation of baculovirus titer based on viable cell size. J Virol Methods. 2006;132:48–58.CrossRefPubMed Janakiraman V, Forrest WF, Chow B, Seshagiri S. A rapid method for estimation of baculovirus titer based on viable cell size. J Virol Methods. 2006;132:48–58.CrossRefPubMed
22.
go back to reference Becerra-Artiles A, Dominguez-Amorocho O, Stern LJ, Calvo-Calle JM. A simple proteomics-based approach to identification of Immunodominant antigens from a complex pathogen: application to the CD4 T cell response against human Herpesvirus 6B. PLoS One. 2015;10:e0142871.CrossRefPubMedPubMedCentral Becerra-Artiles A, Dominguez-Amorocho O, Stern LJ, Calvo-Calle JM. A simple proteomics-based approach to identification of Immunodominant antigens from a complex pathogen: application to the CD4 T cell response against human Herpesvirus 6B. PLoS One. 2015;10:e0142871.CrossRefPubMedPubMedCentral
23.
go back to reference Porter KA, Kelley LN, Nekorchuk MD, Jones JH, Hahn AB, de Noronha CMC, et al. CIITA enhances HIV-1 attachment to CD4+ T cells leading to enhanced infection and cell depletion. J Immunol. 2010;185:6480–8.CrossRefPubMed Porter KA, Kelley LN, Nekorchuk MD, Jones JH, Hahn AB, de Noronha CMC, et al. CIITA enhances HIV-1 attachment to CD4+ T cells leading to enhanced infection and cell depletion. J Immunol. 2010;185:6480–8.CrossRefPubMed
25.
go back to reference Lefort S, Flamand L. Kaposi’s sarcoma-associated herpesvirus K-bZIP protein is necessary for lytic viral gene expression, DNA replication, and virion production in primary effusion lymphoma cell lines. J Virol. 2009;83:5869–80.CrossRefPubMedPubMedCentral Lefort S, Flamand L. Kaposi’s sarcoma-associated herpesvirus K-bZIP protein is necessary for lytic viral gene expression, DNA replication, and virion production in primary effusion lymphoma cell lines. J Virol. 2009;83:5869–80.CrossRefPubMedPubMedCentral
26.
go back to reference De Bolle L, Van Loon J, De Clercq E, Naesens L. Quantitative analysis of human herpesvirus 6 cell tropism. J Med Virol. 2005;75:76–85.CrossRefPubMed De Bolle L, Van Loon J, De Clercq E, Naesens L. Quantitative analysis of human herpesvirus 6 cell tropism. J Med Virol. 2005;75:76–85.CrossRefPubMed
27.
go back to reference Hajian-Tilaki K. Receiver Operating Characteristic (ROC) Curve Analysis for Medical Diagnostic Test Evaluation. Caspian J Intern Med. 2013;4:627–35. Hajian-Tilaki K. Receiver Operating Characteristic (ROC) Curve Analysis for Medical Diagnostic Test Evaluation. Caspian J Intern Med. 2013;4:627–35.
28.
29.
30.
go back to reference Reed LJ, Muench H. A simple method of estimating fifty per cent endpoints12. Am J Epidemiol. 1938;27:493–7.CrossRef Reed LJ, Muench H. A simple method of estimating fifty per cent endpoints12. Am J Epidemiol. 1938;27:493–7.CrossRef
31.
32.
go back to reference Lusso P, Malnati M, De Maria A, Balotta C, DeRocco SE, Markham PD, et al. Productive infection of CD4+ and CD8+ mature human T cell populations and clones by human herpesvirus 6. Transcriptional down-regulation of CD3. J Immunol. 1991;147:685–91.PubMed Lusso P, Malnati M, De Maria A, Balotta C, DeRocco SE, Markham PD, et al. Productive infection of CD4+ and CD8+ mature human T cell populations and clones by human herpesvirus 6. Transcriptional down-regulation of CD3. J Immunol. 1991;147:685–91.PubMed
33.
go back to reference Flamand L, Stefanescu I, Ablashi DV, Menezes J. Activation of the Epstein-Barr virus replicative cycle by human herpesvirus 6. J Virol. 1993;67:6768–77.PubMedPubMedCentral Flamand L, Stefanescu I, Ablashi DV, Menezes J. Activation of the Epstein-Barr virus replicative cycle by human herpesvirus 6. J Virol. 1993;67:6768–77.PubMedPubMedCentral
34.
35.
go back to reference Reynaud JM, Jégou J-F, Welsch JC, Horvat B. Human herpesvirus 6A infection in CD46 transgenic mice: viral persistence in the brain and increased production of proinflammatory chemokines via toll-like receptor 9. J Virol. 2014;88:5421–36.CrossRefPubMedPubMedCentral Reynaud JM, Jégou J-F, Welsch JC, Horvat B. Human herpesvirus 6A infection in CD46 transgenic mice: viral persistence in the brain and increased production of proinflammatory chemokines via toll-like receptor 9. J Virol. 2014;88:5421–36.CrossRefPubMedPubMedCentral
36.
go back to reference Frenkel N, Schirmer EC, Katsafanas G, June CH. T-cell activation is required for efficient replication of human herpesvirus 6. J Virol. 1990;64:4598–602.PubMedPubMedCentral Frenkel N, Schirmer EC, Katsafanas G, June CH. T-cell activation is required for efficient replication of human herpesvirus 6. J Virol. 1990;64:4598–602.PubMedPubMedCentral
Metadata
Title
Evaluation of a method to measure HHV-6B infection in vitro based on cell size
Authors
Aniuska Becerra-Artiles
Tessa Santoro
Lawrence J. Stern
Publication date
01-12-2018
Publisher
BioMed Central
Published in
Virology Journal / Issue 1/2018
Electronic ISSN: 1743-422X
DOI
https://doi.org/10.1186/s12985-017-0917-z

Other articles of this Issue 1/2018

Virology Journal 1/2018 Go to the issue
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discuss last year's major advances in heart failure and cardiomyopathies.