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Raoufi E, Hemmati M, Eftekhari S, Khaksaran K, Mahmodi Z, Farajollahi MM, Mohsenzadegan M. Epitope Prediction by Novel Immunoinformatics Approach: A State-of-the-art Review. Int J Pept Res Ther 2019; 26:1155-1163. [PMID: 32435171 PMCID: PMC7224030 DOI: 10.1007/s10989-019-09918-z] [Citation(s) in RCA: 51] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/14/2019] [Indexed: 12/21/2022]
Abstract
Immunoinformatics is a science that helps to create significant immunological information using bioinformatics softwares and applications. One of the most important applications of immunoinformatics is the prediction of a variety of specific epitopes for B cell recognition and T cell through MHC class I and II molecules. This method reduces costs and time compared to laboratory tests. In this state-of-the-art review, we review about 50 papers to find the latest and most used immunoinformatic tools as well as their applications for predicting the viral, bacterial and tumoral structural and linear epitopes of B and T cells. In the clinic, the main application of prediction of epitopes is for designing peptide-based vaccines. Peptide-based vaccines are a considerably potential alternative to low-cost vaccines that may reduce the risks related to the production of common vaccines.
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Affiliation(s)
- Ehsan Raoufi
- Department of Medical Biotechnology, School of Allied Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Maryam Hemmati
- Department of Medical Biotechnology, School of Allied Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Samane Eftekhari
- Department of Medical Biotechnology, School of Allied Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Kamal Khaksaran
- Department of Medical Biotechnology, School of Allied Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Zahra Mahmodi
- Department of Medical Biotechnology, School of Allied Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Mohammad M. Farajollahi
- Department of Medical Biotechnology, School of Allied Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Monireh Mohsenzadegan
- Department of Medical Laboratory Science, Faculty of Allied Medical Sciences, Iran University of Medical Sciences (IUMS), Hemmat Highway, Tehran, Iran
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McCarthy EK, Vakos A, Cottagiri M, Mantilla JJ, Santhanam L, Thomas DL, Amzel LM, Rose NR, Njoku DB. Identification of a Shared Cytochrome p4502E1 Epitope Found in Anesthetic Drug-Induced and Viral Hepatitis. mSphere 2018; 3:e00453-18. [PMID: 30305319 PMCID: PMC6180222 DOI: 10.1128/msphere.00453-18] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2018] [Accepted: 09/07/2018] [Indexed: 12/15/2022] Open
Abstract
Cytochrome p4502E1 (CYP2E1) autoantibodies are biomarkers for drug-induced hepatitis and chronic hepatitis C. However, major histocompatibility-restricted CYP2E1 epitopes associated with these diseases have not been identified. We hypothesized that CYP2E1 epitopes associated with different types of hepatitis may be shared and may impact immune responses and metabolism. SYFPEITHI epitope prediction identified CYP2E1 candidate epitopes that would be recognized by MHC II haplotypes. Candidate epitopes were tested for induction of hepatitis and CYP2E1 autoantibodies in mice and recognition by sera from patients with anesthetic drug-induced and viral hepatitis. Human liver cells treated with epitope hybridoma serum were analyzed for mitochondrial stress. CYP2E1 activity was measured in human microsomes similarly treated. Epitope antibodies in viral hepatitis sera were analyzed using linear regression to uncover associations with liver pathology. A P value of <0.05 was considered significant. One epitope (Gly113-Leu135) induced hepatitis and CYP2E1 autoantibodies in mice after modification of Lys123 (P < 0.05). Gly113-Leu135 antiserum recognized mitochondria and endoplasmic reticula (P < 0.05), upregulated HSP27 (P < 0.01) and mitochondrial oxidative stress via complex 1 inhibition (P < 0.001), and inhibited CYP2E1 activity. Gly113-Leu135 IgG4 detected in viral hepatitis sera was associated with severe hepatic fibrosis (P = 0.0142). We found a novel CYP2E1 epitope that was detected in anesthetic and viral hepatitis and that triggered hepatitis in mice. Our findings may improve understanding of hepatic immune responses triggered by metabolism or viruses.IMPORTANCE Drug-induced hepatitis is the leading reason that an approved drug is removed from the commercial market. Halogenated anesthetics can induce hepatitis in susceptible persons, and cytochrome p4502E1 (CYP2E1) enzymes responsible for their metabolism induce antibodies in addition to hepatitis. CYP2E1 antibodies detected in anesthetic hepatitis patients have been detected in patients with viral hepatitis, suggesting that these different forms of hepatitis could develop immune reactions to a common segment or epitope of CYP2E1. We have found a common MHC-restricted CYP2E1 epitope in anesthetic and viral hepatitis that is a dominant epitope in anesthetic hepatitis and is significantly associated with fibrosis in patients with viral hepatitis. Along with conformational epitopes, our identification of MHC-restricted CYP2E1 epitopes can be used to develop specific diagnostic tests for drug-induced or viral hepatitis or associated fibrosis or to predict individuals at risk for developing these diseases or their sequelae.
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Affiliation(s)
- Elisa K McCarthy
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, USA
| | - Amanda Vakos
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, USA
| | - Merylin Cottagiri
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, USA
| | - Joel J Mantilla
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, USA
| | - Lakshmi Santhanam
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, USA
| | - David L Thomas
- Division of Infectious Disease, Department of Medicine, Johns Hopkins University, Baltimore, Maryland, USA
| | - L Mario Amzel
- Department of Biophysics and Biophysical Chemistry, Johns Hopkins University, Baltimore, Maryland, USA
| | - Noel R Rose
- Department of Pathology, Brigham and Women's Hospital, Harvard University, Cambridge, Massachusetts, USA
| | - Dolores B Njoku
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, USA
- Department of Pathology, Johns Hopkins University, Baltimore, Maryland, USA
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Ranasinghe S, Soghoian DZ, Lindqvist M, Ghebremichael M, Donaghey F, Carrington M, Seaman MS, Kaufmann DE, Walker BD, Porichis F. HIV-1 Antibody Neutralization Breadth Is Associated with Enhanced HIV-Specific CD4+ T Cell Responses. J Virol 2015; 90:2208-20. [PMID: 26656715 PMCID: PMC4810720 DOI: 10.1128/jvi.02278-15] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2015] [Accepted: 11/19/2015] [Indexed: 12/17/2022] Open
Abstract
UNLABELLED Antigen-specific CD4(+) T helper cell responses have long been recognized to be a critical component of effective vaccine immunity. CD4(+) T cells are necessary to generate and maintain humoral immune responses by providing help to antigen-specific B cells for the production of antibodies. In HIV infection, CD4(+) T cells are thought to be necessary for the induction of Env-specific broadly neutralizing antibodies. However, few studies have investigated the role of HIV-specific CD4(+) T cells in association with HIV neutralizing antibody activity in vaccination or natural infection settings. Here, we conducted a comprehensive analysis of HIV-specific CD4(+) T cell responses in a cohort of 34 untreated HIV-infected controllers matched for viral load, with and without neutralizing antibody breadth to a panel of viral strains. Our results show that the breadth and magnitude of Gag-specific CD4(+) T cell responses were significantly higher in individuals with neutralizing antibodies than in those without neutralizing antibodies. The breadth of Gag-specific CD4(+) T cell responses was positively correlated with the breadth of neutralizing antibody activity. Furthermore, the breadth and magnitude of gp41-specific, but not gp120-specific, CD4(+) T cell responses were significantly elevated in individuals with neutralizing antibodies. Together, these data suggest that robust Gag-specific CD4(+) T cells and, to a lesser extent, gp41-specific CD4(+) T cells may provide important intermolecular help to Env-specific B cells that promote the generation or maintenance of Env-specific neutralizing antibodies. IMPORTANCE One of the earliest discoveries related to CD4(+) T cell function was their provision of help to B cells in the development of antibody responses. Yet little is known about the role of CD4(+) T helper responses in the setting of HIV infection, and no studies to date have evaluated the impact of HIV-specific CD4(+) T cells on the generation of antibodies that can neutralize multiple different strains of HIV. Here, we addressed this question by analyzing HIV-specific CD4(+) T cell responses in untreated HIV-infected persons with and without neutralizing antibodies. Our results indicate that HIV-infected persons with neutralizing antibodies have significantly more robust CD4(+) T cell responses targeting Gag and gp41 proteins than individuals who lack neutralizing antibodies. These associations suggest that Gag- and gp41-specific CD4(+) T cell responses may provide robust help to B cells for the generation or maintenance of neutralizing antibodies in natural HIV-infection.
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Affiliation(s)
- Srinika Ranasinghe
- Ragon Institute of MGH, MIT, and Harvard, Massachusetts General Hospital and Harvard Medical School, Cambridge, Massachusetts, USA Center for HIV/AIDS Vaccine Immunology and Immunogen Discovery, The Scripps Research Institute, La Jolla, California, USA
| | - Damien Z Soghoian
- Ragon Institute of MGH, MIT, and Harvard, Massachusetts General Hospital and Harvard Medical School, Cambridge, Massachusetts, USA
| | - Madelene Lindqvist
- Ragon Institute of MGH, MIT, and Harvard, Massachusetts General Hospital and Harvard Medical School, Cambridge, Massachusetts, USA
| | - Musie Ghebremichael
- Ragon Institute of MGH, MIT, and Harvard, Massachusetts General Hospital and Harvard Medical School, Cambridge, Massachusetts, USA
| | - Faith Donaghey
- Ragon Institute of MGH, MIT, and Harvard, Massachusetts General Hospital and Harvard Medical School, Cambridge, Massachusetts, USA
| | - Mary Carrington
- Ragon Institute of MGH, MIT, and Harvard, Massachusetts General Hospital and Harvard Medical School, Cambridge, Massachusetts, USA Cancer and Inflammation Program, HLA Immunogenetics Section, Leidos Biomedical Research, Inc., National Cancer Institute, Frederick, Maryland, USA
| | - Michael S Seaman
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Daniel E Kaufmann
- Ragon Institute of MGH, MIT, and Harvard, Massachusetts General Hospital and Harvard Medical School, Cambridge, Massachusetts, USA Center for HIV/AIDS Vaccine Immunology and Immunogen Discovery, The Scripps Research Institute, La Jolla, California, USA Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada
| | - Bruce D Walker
- Ragon Institute of MGH, MIT, and Harvard, Massachusetts General Hospital and Harvard Medical School, Cambridge, Massachusetts, USA Center for HIV/AIDS Vaccine Immunology and Immunogen Discovery, The Scripps Research Institute, La Jolla, California, USA Howard Hughes Medical Institute, Chevy Chase, Maryland, USA
| | - Filippos Porichis
- Ragon Institute of MGH, MIT, and Harvard, Massachusetts General Hospital and Harvard Medical School, Cambridge, Massachusetts, USA Center for HIV/AIDS Vaccine Immunology and Immunogen Discovery, The Scripps Research Institute, La Jolla, California, USA
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Abstract
Immunoinformatics involves the application of computational methods to immunological problems. Prediction of B- and T-cell epitopes has long been the focus of immunoinformatics, given the potential translational implications, and many tools have been developed. With the advent of next-generation sequencing (NGS) methods, an unprecedented wealth of information has become available that requires more-advanced immunoinformatics tools. Based on information from whole-genome sequencing, exome sequencing and RNA sequencing, it is possible to characterize with high accuracy an individual’s human leukocyte antigen (HLA) allotype (i.e., the individual set of HLA alleles of the patient), as well as changes arising in the HLA ligandome (the collection of peptides presented by the HLA) owing to genomic variation. This has allowed new opportunities for translational applications of epitope prediction, such as epitope-based design of prophylactic and therapeutic vaccines, and personalized cancer immunotherapies. Here, we review a wide range of immunoinformatics tools, with a focus on B- and T-cell epitope prediction. We also highlight fundamental differences in the underlying algorithms and discuss the various metrics employed to assess prediction quality, comparing their strengths and weaknesses. Finally, we discuss the new challenges and opportunities presented by high-throughput data-sets for the field of epitope prediction.
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Affiliation(s)
- Linus Backert
- Applied Bioinformatics, Center of Bioinformatics and Department of Computer Science, University of Tübingen, Sand 14, 72076, Tübingen, Germany.
| | - Oliver Kohlbacher
- Applied Bioinformatics, Center of Bioinformatics and Department of Computer Science, University of Tübingen, Sand 14, 72076, Tübingen, Germany.,Quantitative Biology Center, University of Tübingen, Auf der Morgenstelle 10, 72076, Tübingen, Germany.,Biomolecular Interactions, Max Planck Institute for Developmental Biology, Spemannstrasse 35, 72076, Tübingen, Germany
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Brown SA, Lockey TD, Slaughter C, Slobod KS, Surman S, Zirkel A, Mishra A, Pagala VR, Coleclough C, Doherty PC, Hurwitz JL. T cell epitope "hotspots" on the HIV Type 1 gp120 envelope protein overlap with tryptic fragments displayed by mass spectrometry. AIDS Res Hum Retroviruses 2005; 21:165-70. [PMID: 15725756 DOI: 10.1089/aid.2005.21.165] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Our previous work has shown that immunodominant T-helper cell epitopes cluster within distinct fragments on a single face of the HIV envelope gp120 protein. We show in this report that the general positions of immunodominant epitopes are shared by T cells derived from BALB/c, C57BL/6, and CB6F1 mice, yet the precise peptides recognized by the responding T cell populations may differ. In addition, we find that gp120 peptides displayed by tryptic digestion and mass spectrometry of a purified HIV envelope protein share location with peptides defined as immunodominant T cell targets. Results are consistent with the suggestion that gp120 peptide location influences antigen processing, which, in turn, influences the specificity of immunodominant T cells.
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Affiliation(s)
- Scott A Brown
- Department of Immunology, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
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McFarland BJ, Beeson C. Binding interactions between peptides and proteins of the class II major histocompatibility complex. Med Res Rev 2002; 22:168-203. [PMID: 11857638 DOI: 10.1002/med.10006] [Citation(s) in RCA: 83] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
The activation of helper T cells by peptides bound to proteins of the class II Major Histocompatibility Complex (MHC II) is pivotal to the initiation of an immune response. The primary functional requirement imposed on MHC II proteins is the ability to efficiently bind thousands of different peptides. Structurally, this is reflected in a unique architecture of binding interactions. The peptide is bound in an extended conformation within a groove on the membrane distal surface of the protein that is lined with several pockets that can accommodate peptide side-chains. Conserved MHC II protein residues also form hydrogen bonds along the length of the peptide main-chain. Here we review recent advances in the study of peptide-MHC II protein reactions that have led to an enhanced understanding of binding energetics. These results demonstrate that peptide-MHC II protein complexes achieve high affinity binding from the array of hydrogen bonds that are energetically segregated from the pocket interactions, which can then add to an intrinsic hydrogen bond-mediated affinity. Thus, MHC II proteins are unlike antibodies, which utilize cooperativity among binding interactions to achieve high affinity and specificity. The significance of these observations is discussed within the context of possible mechanisms for the HLA-DM protein that regulates peptide presentation in vivo and the design of non-peptide molecules that can bind MHC II proteins and act as vaccines or immune modulators.
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Affiliation(s)
- Benjamin J McFarland
- Program in Biomolecular Structure and Design, Department of Chemistry, University of Washington, Box 351700, Seattle, Washington 98195-1700
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Abstract
T-cell differentiation in the thymus generates a peripheral repertoire of mature T cells that mounts strong responses to foreign antigens but is largely unresponsive to self-antigens. This state of specific immunological tolerance to self-components involves both central and peripheral mechanisms. Here we review the process whereby many T cells with potential reactivity for self-antigens are eliminated in the thymus during early T-cell differentiation. This process of central tolerance (negative selection) reflects apoptosis and is a consequence of immature T cells receiving strong intracellular signalling through T-cell receptor (TCR) recognition of peptides bound to major histocompatibility complex (MHC) molecules. Central tolerance occurs mainly in the medullary region of the thymus and depends upon contact with peptide-MHC complexes expressed on bone-marrow-derived antigen-presenting cells (APCs); whether tolerance also occurs in the cortex is still controversial. Tolerance induction requires a combination of TCR ligation and co-stimulatory signals. Co-stimulation reflects interaction between complementary molecules on T cells and APCs and probably involves multiple molecules acting in consort, which may account for why deletion of individual molecules with known or potential co-stimulatory function has little or no effect on central tolerance. The range of self-antigens that induce central tolerance is considerable and, via low-level expression in the thymus, may also include tissue-specific antigens; central tolerance to these latter antigens, however, is likely to be limited to high-affinity T cells, leaving low-affinity cells to escape. Tolerance to alloantigens and the possibility of using central tolerance to promote acceptance of allografts are discussed.
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Affiliation(s)
- J Sprent
- Department of Immunology, IMM4, The Scripps Research Institute, 10550 North Torrey Pines Road, LaJolla, CA 92037, USA.
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Falk K, Rötzschke O, Stevanović S, Jung G, Rammensee HG. Pool sequencing of natural HLA-DR, DQ, and DP ligands reveals detailed peptide motifs, constraints of processing, and general rules. Immunogenetics 1994; 39:230-42. [PMID: 8119729 DOI: 10.1007/bf00188785] [Citation(s) in RCA: 176] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
We have approached the problem of MHC class II ligand motifs by pool sequencing natural peptides eluted from HLA-DR, DQ, and DP molecules. The results indicate surprisingly clear patterns, although not quite as clear as with natural class I ligands. The most striking feature is a highly dominant Proline at position 2. We interpret this to be a consequence of aminopeptidase N-like activity in processing. Another general aspect is the existence of three to four hydrophobic or aromatic anchors, whereby the first and the last are separated by five to eight residues. The peptide motifs for HLA-DR1, DR5, DQ7, and DPw4 are allele-specific and differ by spacing and occupancy of anchors. The anchors tend to be flanked by clusters of charged residues, and small residues, especially Ala, are frequent in the motif centers. These detailed motifs allow one to interpret most previous (DR-) motifs as fitting one or more of the anchors or conserved clusters. The relative motif symmetry suggests the possibility of bidirectional binding of peptides in the class II groove.
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Affiliation(s)
- K Falk
- Max-Planck-Institut für Biologie, Abteilung Immungenetik, Tübingen, Germany
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Vallejo AN, Miller NW, Warr GW, Gentry GA, Clem LW. Phylogeny of immune recognition: fine specificity of fish immune repertoires to cytochrome C. DEVELOPMENTAL AND COMPARATIVE IMMUNOLOGY 1993; 17:229-240. [PMID: 7686867 DOI: 10.1016/0145-305x(93)90042-o] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Using the structurally defined protein antigen cytochrome C, studies were conducted in an attempt to delineate the fine specificities of channel catfish immune repertoires. We have previously reported that species variants of cytochrome C were cross-stimulatory to peripheral blood leukocytes (PBL) from catfish immunized with the pigeon variant. Molecular database analyses revealed the existence of overlapping epitopes that appear to define the specificity of the immune response to a "family" of closely related antigens. To further explore these observations, studies were conducted to determine the contribution of peptide 81-104 to the immunogenicity of cytochrome C. Current data showed that peptide 81-104 and intact cytochrome C were stimulatory to PBL from fish previously immunized with the native molecule. In contrast, PBL from fish previously primed with the peptide 81-104 responded only to the immunizing peptide as well as to some, but not all, variants of the peptide 81-104. The differences in the stimulatory capacities of the peptide variants appeared to correlate with amino acid substitutions at various positions of the peptide and changes in their predicted secondary structures.
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Affiliation(s)
- A N Vallejo
- Department of Immunology, Mayo Clinic/Foundation, Rochester, MN 55905
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Vladutiu AO. Treatment of autoimmune diseases with antibodies to class II major histocompatibility complex antigens. CLINICAL IMMUNOLOGY AND IMMUNOPATHOLOGY 1991; 61:1-17. [PMID: 1959236 DOI: 10.1016/s0090-1229(06)80003-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- A O Vladutiu
- Department of Pathology, State University of New York, Buffalo
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Wu GM, Nose K, Mori E, Mori T. Binding of foreign DNA to mouse sperm mediated by its MHC class II structure. Am J Reprod Immunol 1990; 24:120-6. [PMID: 2085394 DOI: 10.1111/j.1600-0897.1990.tb01049.x] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
By means of radioimmunoassay, the expression of the major histocompatibility complex (MHC) class II molecules on murine sperm cells was clearly demonstrated as well as by our previous enzyme immunoassay (Mori T, et al. The expression of class II major histocompatibility antigen on mouse sperm and its role in fertilization. Am J Reprod Immunol. 1990; 24:9-14). The present study revealed that the site of sperm for binding foreign DNA was mediated by the complex structure of the MHC class II molecules localized at the posterior region of sperm head. This binding activity of sperm was time-, temperature-, and viability-dependent and completely inhibited by the treatment of sperm cells with mouse anti Iak serum, but not with mouse normal serum. Scatchard analysis of this binding activity also showed a single receptor type on sperm cells. These results were directly confirmed morphologically by taking autoradiography of sperm cells binding foreign DNA.
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Affiliation(s)
- G M Wu
- Department of Immunology, University of Tokyo, Japan
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