Overview of computational vaccinology: vaccine development through information technology
J Appl Genetics
DOI 10.1007/s13353-014-0265-2
MICROBIAL GENETICS • REVIEW
Overview of computational vaccinology: vaccine development
through information technology
Nishita Vaishnav & Aparna Gupta & Sneha Paul &
Georrge J. John
Received: 9 August 2014 / Revised: 17 November 2014 / Accepted: 8 December 2014
# Institute of Plant Genetics, Polish Academy of Sciences, Poznan 2014
Abstract Pathogenic organisms, causes of various infectious
diseases, possess a rich repository of antigenic proteins that
engender an immune response in a host. These types of
diseases are usually treated with the use of pharmaceuticals;
unfortunately, many of these also have a potential to induce
fatal side effects, especially allergic responses in the diseased
host. In addition, many pathogens evolve (by selective survival) single or multi-drug resistance (MDR). Therefore, a
means to prevent the host from becoming susceptible to the
pathogen from the onset, rather than trying to devise pharmacologic protocols to treat an ongoing infection, are increasingly seen as desirable to reduce the incidence of infectious
diseases altogether. To this end, cost-effective development
and use of “safe” vaccines is key. This paper provides an
overview on the new and expanding area of computational
vaccinology and a brief background on pathogen antigenicity,
identification of pathogen-specific antigens, and screening of
candidate antigens using various tools and databases developed in the recent past.
Keywords Infection . In silico . Prediction . Vaccine
Communicated by: Agnieszka Szalewska-Palasz
N. Vaishnav : A. Gupta : S. Paul : G. J. John (*)
Department of Bioinformatics, Christ College, Rajkot, Gujarat, India
e-mail:
G. J. John
Department of Biochemistry and Molecular Biology, University
Clinic of Bonn (UKB), Bonn, Germany
Present Address:
S. Paul
Centennial College, Toronto, Toronto, ON, Canada
Introduction
Every year, approximately 3.5 million people die worldwide
due to infectious diseases (WHO 2014). Infection is defined as
an invasion of a host’s tissues by disease-causing organisms,
their multiplication, and the reaction of host tissues to these
organisms/toxins they produce. Infections can be caused by a
multitude of microbes and macro-parasites, and are classified
on the basis of the causative agents, i.e., bacterial, protozoal,
viral, fungal, etc., transferred among hosts by numerous
means. For example, respiratory diseases are often acquired
by a naive host when in contact with aerosolized droplets
containing the organism that are released from an infected
host during sneezing, coughing, or talking. On the other hand,
gastrointestinal diseases are routinely acquired by consuming
food\water directly contaminated with pathogens, or by the
inadvertent transmission by inappropriate usage of sanitary
techniques during the handling of food and liquid meant for
consumption.
These types of diseases, when diagnosed, are treated
with various pharmaceuticals such as penicillin, Cephalosporin, Glycopeptide, and Macrolide; unfortunately, many
of these drugs also have the potential to induce fatal side
effects (Poppe 2001; Nebeker et al. 2004; Kronman et al.
2012), especially those that induce allergic responses, in
the diseased host. Nevertheless, even with a plethora of
drugs to choose from, many pathogens can develop
single/multi-drug resistance (MDR) through selective survival (Sood and Arti 2008). Therefore, a means to prevent
the host from becoming susceptible to the pathogen from
the onset, rather than trying to devise pharmacologic
protocols to treat an ongoing infection, have increasingly
been seen as desirable throughout the world to reduce the
incidence of infectious diseases altogether. To this end,
the practical/cost-effective development and use of “safe”
vaccines is key.
J Appl Genetics
Vaccine: a shielding measure
When a pathogen/antigen is introduced in a host, the
vaccine tricks (i.e., using a “non-real” version of the
organism) the host immune system and educates it about
how to respond at that moment/in the future against the
same agent (NIAID 2013), thus inducing a cell-mediated/
humoral immune response. For example, a viral vaccine
contains an undermined form of the virus that neither
causes a disease nor replicates. Since the host macrophages are unaware that the vaccine virus is undermined,
it processes it as it would any other antigen/pathogen. The
macrophages then induce the viral antigen to T- and Bcells in the lymph nodes. In turn, after several steps
including activation and differentiation, virus-specific Tcells activate B-cells to ultimately produce anti-viral antibodies. While the weakened viruses in the vaccine are
quickly eliminated, the host is left with a set of memory
T- and B-cells which are imperative to opposing the
specific viral disease should the host ever actually encounter the live organism.
In the past, vaccines have been developed using
different strategies, each with their own disadvantages
and advantages. These vaccines are of the following
types:
Live or attenuated These vaccines enclose the living microbe in a weakened form so that it cannot induce the
actual disease. For example, vaccines against measles,
mumps, and chickenpox are live, attenuated vaccines.
They provoke more long-lasting humoral and cellular immune responses and are preferred for healthy adults, not
immunocompromised people (Sinha and Bhattacharya
2014). The limitation here is that while the microbes are
live and attenuated, they still have the tendency to change
and potentially relapse to a virulent form. In addition, the
habituated live attenuated vaccine necessitates refrigeration
to stay viable; this makes their use costly and problematic
in parts of the world where optimal facilities are not
available. It is more difficult to develop these vaccines
for bacteria as they have thousands of genes and are
hence much harder to control (Alexandersen 1996; NIAID
2013). The other concern with live or attenuated vaccines
is that they can confound disease investigation, based on
serological testing which leads to false positives (Pluimers
2004).
Inactivated Since dead microbes in an inactivated vaccine are
treated with chemicals, heat, or radiation, they lose the ability
to replicate and cause infection. This inactivated vaccine
contains pathogen recognition patterns capable of initiating
innate immune responses (van Duin et al. 2006). Vaccines for
polio, plague, TB, etc. are of inactivated type (Immunization
2014). The storage of these vaccines doesn’t require refrigeration, making them useful and safer for larger populations or
easier to deliver to remote areas of the world. However, the
major constraint for the use of such vaccine is that they lead to
generation of weaker immune responses, and therefore, there
is a need for recurring dosages or booster shots due to
diminishing immunity. In order to overcome this limitation,
inactivated vaccines are often administered along with an
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