Int.J.Curr.Microbiol.App.Sci (2019) 8(11): 1100-1111
International Journal of Current Microbiology and Applied Sciences
ISSN: 2319-7706 Volume 8 Number 11 (2019)
Journal homepage: http://www.ijcmas.com
Review Article
https://doi.org/10.20546/ijcmas.2019.811.130
RNA Interference and its Application in Crop Protection
Munmi Borah1* and Naga Charan Konakalla2
1
Department of Plant Pathology, Assam Agricultural University, Jorhat-785013, Assam, India
2
Department of Virology, Sri venkateswara University, Tirupati- 517502,
Andhra Pradesh, India
*Corresponding author
ABSTRACT
Keywords
RNAi, Plant virus,
Bacteria, Fungi,
Insects
Article Info
Accepted:
10 October 2019
Available Online:
10 November 2019
During the last decade, our familiarity of RNA-mediated functions has been
greatly amplified with the invention of tiny non-coding RNAs that play a
central role during a method referred to as RNA silencing. RNAi has
revolutionized the chances for making custom “knock-downs” of cistron
activity. RNAi operates in each plants and animals, and uses double stranded
RNA (dsRNA) as a trigger that targets homologous mRNAs for degradation or
inhibiting its transcription or translation, where by vulnerable genes are often
suppressed. This RNA-mediated cistron management technology has provided
new technologies for developing eco-friendly molecular tools for crop
enhancement by suppressing the particular genes those are responsible for
numerous stresses and as well as disease resistance. This review, updates the
current state on the use of RNAi, molecular principles underlying the biology
of this phenomenon, development of RNAi technologies in relation to plants
and discusses strategies and applications of this technology in plant disease
management.
Introduction
The effective control of plant pathogens on
economically important crop species is the
major challenges for sustainable agricultural
production. Although plant breeding has been
the traditional method of manipulating the
plant genome to develop resistant cultivar for
controlling plants diseases, the introduction of
genetic engineering technology provides an
entirely new approach. Presently, the
cultivated area of genetically modified crops
that are resistant to disease is less compared
with that of crops for tolerance to herbicide, or
resistant to insects. Various strategies have
been put forward to render plants resistant to
fungi, bacteria, viruses and nematodes.
Recently,
RNA
interference
(RNAi)
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Int.J.Curr.Microbiol.App.Sci (2019) 8(11): 1100-1111
technology has appeared to be a promising
and efficient technology. The advancement of
RNAi as a novel non-transgenic gene therapy
against fungal, viral and bacterial infection in
plants lies in the fact that it controls the gene
expression via mRNA degradation, repression
of translation and by chromatin remodeling
through small non-coding RNAs. The RNA
silencing mechanisms are guided by
processing products of the dsRNA degradation
by DICER like proteins, which are known as
small interfering RNAs (siRNAs) and
microRNAs (miRNAs).
The application of inducible gene silencing or
tissue-specific gene silencing, with the use of
suitable promoters to silence several genes
simultaneously should enhance researcher‟s
capacity to protect crops against destructive
pathogens.
.
„RNA interference‟ refers to diverse RNA
based processes that all result in sequencespecific inhibition of gene expression, either at
the transcription or translational levels. It has
most likely been evolved as a potent
mechanism for cells to suppress foreign genes.
The combining features of this phenomena
includes the production of small RNAs (21-26
nucleotides (nts) that act as sequence-specific
determinants for down-regulating gene
expression(Waterhouse et al., 2001; Hannon
2002; Pickford and Cogoni2003) and the
requirement of one or additional members of
the Argonaute proteins (Hammond et al.,
2001). RNAi operates by triggering the action
of dsRNA intermediates, which are processed
into RNA duplexes of 21-24 nts by a
ribonuclease III-like enzyme called Dicer
(Fire et al., 1998; Bernstein et al., 2001). After
produced, these small RNA molecules or
siRNAs are assimilated into a multi-subunit
complex called RNA induced silencing
complex or RISC (Hammond et al., 2000;
Tang et al., 2003). RISC is produced by a
siRNA and an endonuclease among other
components. The siRNAs within RISC act as a
guide to target the degradation of
complementary messenger RNAs (mRNAs)
(Hammond et al., 2000; Tang et al., 2003).
The host genome encodes for small RNAs
called miRNAs that are responsible for
endogenous gene silencing. The dsRNAs
triggering gene silencing can be initiated from
several sources such as expression of
endogenous or transgenic antisense sequences,
expression of inverted repeated sequences or
RNA synthesis during viral replication
(Voinnet, 2005).
The remarkable feature of RNA silencing in
plants is that once it is triggered in a certain
cell, a mobile signal is formed and spread
through the whole plant causing the entire
plant to be silenced (Dunoyer et al., 2007).
After triggering RNA silencing mechanism,
the mobile signaling molecules can be relayamplified by production of dsRNAs on the
primary cleavage of product templates or by
their cleavage into secondary siRNAs. The
silencing process is also boosted by the
enzymatic activity of the RISC complex by
mediating multiple turnover reactions
(Hutvagner and Zamore, 2002; Tang et al.,
2003). Moreover, production of the secondary
siRNAs leads to the increasing activity of
silencing via its spread from the first activated
cell to neighboring cells, and systemically
through the system (Himber et al., 2003).
The invention of RNA-binding protein
(PSRP1) in the plant phloem and its capability
to bind 25 nts sRNA species add further to the
argument that siRNAs (24-26 nts) are the
main and unique components for systemic
silencing signal (Xie and Guo, 2006). The
extent of cell-to-cell movement is dependent
on the levels of siRNAs produced at the site of
silencing initiation, but is independent of the
presence of siRNA target transcripts in either
source or recipient cells (Li and Ding, 2006).
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Int.J.Curr.Microbiol.App.Sci (2019) 8(11): 1100-1111
RNAi in plants
RNA-mediated gene control technology has
provided new platforms for developing
environmentally friendly molecular tools for
crop improvement (Umesh et al., 2012). Two
main categories of small regulatory RNAs are
distinguished in plants, based on their
formation and function: (miRNAs) and
(siRNAs). MiRNAs and siRNAs have been
shown to be highly conserved, important
regulators of gene expression in plants (JonesRhoades and Bartel2006; Axtell and Bowman
2008). The modes of action by which small
RNAs control gene expression at the
transcriptional and post-transcriptional levels
are now being evolved into tools for plant
molecular biology research. However,
consequent work has shown that RNA
silencing works on at least three different
levels in plants, first is the cytoplasmic
silencing by dsRNA results in cleavage of
mRNA and is known as PTGS. Secondly,
endogenous mRNAs are silenced by miRNAs,
which negatively regulate gene expression by
base pairing to specific mRNAs, resulting in
either RNA cleavage or arrest of protein
translation. Third, RNA silencing is associated
with sequence-specific methylation of DNA
and
the
consequent
suppression
of
transcription (TGS) (Mansoor et al., 2006).
There are evidences indicates that miRNAs
are participate in biotic stress responses in
plants. The first such role of miRNAs in plants
was described by Jones-Rhoades and Bartel
(2004). A number of miRNAs have been
linked to biotic stress responses in plants, and
the role of these miRNAs in plants infected by
pathogenic bacteria, viruses, nematodes and
fungi has been reported (Ruiz-Ferrer and
Voinnet, 2009; Katiyar and Jin, 2010).
Additionally, miRNAs are also important in
regulating plant microbe interactions during
nitrogen (N) fixation by Rhizobium and
tumour formation by Agrobacterium species
(Katiyar and Jin 2010). Moreover, Mishra et
al., (2009) detected a significant increase in
the GC content of stress-regulated miRNA
sequences, which in turn supports the view
that miRNAs act as ubiquitous regulators
under stress conditions. GC content may also
be considered a critical parameter for
predicting stress-regulated miRNAs in plants.
The first plant-endogenous siRNA that was
found to be involved in plant biotic stress was
nat-siRNAATGB2, which regulates R-gene
mediated effector triggered immunity (Katiyar
et al., 2006). A unique class of endogenous
siRNA, the long siRNAs (lsiRNAs), is 30–40
nt long and is prompted by bacterial infection
or specific growth conditions, Such as cell
suspension culture (Katiyar et al., 2007).
However, it may be considered that generation
of small RNAs is a mechanism which allows
plants to modulate gene expression
programmes necessary for adaptation to
stressful environments. Small RNAs may
facilitate the flexibility in environmental
adaptation. The purpose that small RNAs have
a high complexity in plants may be justified
by the fact that plants growth and reproduction
generally confines to many diverse and
extreme habitats.
Approaches to induce RNAI in plants
A major challenge for scientists in RNAi
research is to induce/suppress the specific
target gene. Genes are induced by various
methods. Most successful methods are virus
induced
gene
silencing
(VIGS),
agroinoculation and particle bombardment.
Fenselau et al., (2012) has reported VIGS as
the most successful method for inducing gene
activity in plants; different RNA and DNA
viruses have been modified to serve as vectors
for gene expression. Replication of plant
viruses
produces
dsRNA
replication
intermediates very effectively and as well as
efficiently because of a type of RNA silencing
called VIGS (Senthilkumar et al., 2011).
When viruses or transgenes are incorporated
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into plants, they trigger a post transcriptional
gene silencing (PTGS) response in which
dsRNA molecules, which may be generated
by replicative intermediates of viral RNAs or
by aberrant transgene coded RNAs (Tyagi et
al., 2008). Viral RNAs not only trigger PTGS,
but they also serve as targets. Cleavage of
viral RNA results in reduction of virus titers in
local and distant leaves and plant recovery
phenotype (Godge et al., 2008).
At the same time, all RNA virus-derived
expression vectors will not be useful as
silencing vectors because many have potent
anti-silencing proteins, which directly
interfere with host silencing machinery (Diazpendon and Ding 2008). Similarly, DNA
viruses have not been used extensively as
expression vectors due to their size constraints
for movement (Wani and Sanghera, 2010).
Another one is agroinoculation, it is a
powerful method to study processes connected
with RNAi.
The injection of Agrobacterium carrying
similar DNA constructs into the intracellular
spaces of leaves for triggering RNA silencing
is known as agroinoculation or agroinfiltration
(Hilly and Liu, 2007). In most cases,
agroinoculationis used to initiate systemic
silencing or to monitor the effect of suppressor
genes. In plants, cytoplasmic RNAi can be
induced efficiently by agroinoculation, similar
to a strategy for transient expression of TDNA vectors after delivery by Agrobacterium
tumefaciens (Usharani et al., 2005;
Karthikeyan et al., 2011). One of the
important non-biologistical methods is particle
bombardment. As an alternative tool,
protoplast transformation was first described
as a method for the production of transgenic
plants in 1987 (Sanford et al., 1987). Unique
advantages of this methodology are discussed
in terms of the range of species and genotypes
that have been engineered and with the high
transformation frequencies. In plant research,
the major applications of biolistics include
transient gene expression studies, production
of transgenic plants and inoculation of plants
with viral pathogens, (Taylor and Faquet,
2002). In this method, a linear or circular
template is transferred into the nucleus by
micro bombardment.
Synthetic siRNAs are delivered into plants by
biolistic pressure to cause silencing of green
florescent protein expression. Bombarding
cells with particles coated with dsRNA,
siRNA or DNA that encode hairpin constructs
as well as sense orantisense RNA, activate the
RNAi pathway (Shabhir et al., 2010).
RNA
interference
for
engineering
resistance against plant diseases
The effects of gene silencing in plants were
used in efforts to develop resistance to
diseases caused by viruses, fungi and bacteria.
This “pathogen-derived resistance” was
achieved by transforming plants with genes, or
sequences, derived from the pathogen, with
the aim of blocking a specific step in the life
or infection cycle of the pathogen.
RNAi against plant viruses
Plant viruses are responsible for a significant
proportion of crop diseases and are very
difficult to combat due to the scarcity of
effective counter measures, placing them
among the most important agricultural
pathogens. RNAi application has resulted in
successful control of many economically
important viral diseases in plants,(Francisco et
al., 2004; Cakir and Tor, 2010).
The effectiveness of RNAi technology for
generating virus resistance in plants was first
demonstrated in 1998. VIGS is one of the
commonly used RNA silencing methods to
control the plant viruses (Senthilkumar, et al.,
2011) (Refer Table 1).
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Application of RNAi for fungal resistance
development
RNA interference is a powerful and versatile
genetic tool that can be applied to filamentous
fungi of agricultural importance. It is shown
that gene silencing plays an important role in
plant defence against multicellular microbial
pathogens; vascular fungi belonging to the
Verticillium genus. Several components of
RNA silencing pathways were tested, of
which many were found to affect Verticillium
defense. It is speculated that the gene silencing
mechanisms affect regulation ofVerticillium specific defense responses (Ellendorff et al.,
2009).
An early successful application of the RNAi
system using sense and antisense RNA was
reported for the pathogenic fungus
Cryptococcus neoformans (Liu et al., 2002).
The efficacy of RNAi was demonstrated in
Magnaporthe oryzae, Venturia inaequalis,
Phytophtorainfestans,
Histoplasma
capsulatum and Blastomyces dermatitidis by
expression of GFP gene in fungus and then
silencing by RNAi. Rust fungi cause
devastating diseases of wheat and other cereal
species globally.
resistance (Yinet al., 2011). The below
examples are the RNAi strategies used against
different fungal species.
RNA silencing-mediated resistance to plant
pathogenic bacteria
Escobar et al., (2001) for the first-time
documented RNAi application for engineering
re-sistance in plant against bacterial pathogen
causing crown gall disease. In the particular
disease, iaaM and iptoncogenes are
responsible for tumourogensis (gall formation)
and a pre-requisite for tumour formation. The
management strategy of the disease targets
these oncogenes.
With the help of RNAi technology, they
showed that transgenic plants (Arabidopsis
thaliana and Lycopersicon esculentum)
containing modified construct of these two
bacterial genes (s) showed resistance against
crown gall.
Gene fragments from the rust fungus,
Pucciniastriiformisf. sp. tritici or P. graminis
f. sp. tritici, were delivered to plant cells
through the Barley Stripe Mosaic Virus
(BSMV) system and some reduced the
expression of the corresponding genes in the
rust fungus. The ability to detect suppression
was associated with the expression patterns of
the fungal genes because reduction was only
detected in transcripts with relatively high
levels of expression in fungal haustoria.
The transgenic genes shut down the
expression of iaaM and ipt oncogenes of the
incoming
bacterial
pathogen,
thereby
disturbing the hormonal production and
ultimately, tumourogenesis process after
infection. Dunoyer et al., 2007 also re-ported
that plants lacking the modified oncogenes
were hyper-susceptible to A.tumefaciens.
Another example is the RNAi-mediated
enhanced resistance to Xanthomonas oryzae,
the leaf blight bacterium due to successful
knockdown of a rice homolog of OsSSI2
(Jiang et al., 2009). Zhai et al., 2011 and Li et
al., 2012 studied the function of several
miRNA families target genes of plant innate
immune receptors (NBS-LRR) in Legumes
and Solanaceae, respectively.
The results indicate that in planta RNAi
approach can be used in functional genomics
research for rust fungi and that it could
potentially be used to engineer durable
They gave a new insight into viral and
bacterial infection in plants that suppresses
miR482- mediated silencing of R genes.
Considering the findings from different re-
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searchers (Zhai et al., 2011 and Li et al.,
2012), a general understanding can be drawn
that miRNA can either act as up-or downregulators of the bacterial invasion. The
pathogen responsive miRNA effects the gene
expression either by suppression of negative
regulators or up regulation of the positive
factors required for immune responses.
Identification and characterization of pathogen
responsive miRNAs that induced positive
regulators of bacterial resistance, will open a
flood gate to enhancement of transgenic plants
that will involve the constitutive overexpression of miRNA or a miRNA.
RNAi and insect pest control in agriculture
RNAi is a powerful tool for gene function
studies and control of insect pests. Several
research groups have recently explored the
possibility of conducting RNAi in insects
through different application methods. There
is a wide range of target insects from different
insect orders, target genes and feeding
methods, demonstrating the richness in
application of dsRNA and the potentials of
RNAi. Despite having been considered for
many years, application of RNAi technology
to give resistance to herbivorous insects has
only just been realized.
The key to the success of this approach would
be; (a) Insect species and its life stages (b)
Type of exogenous RNA: dsRNA, siRNA,
miRNA etc. (c) Dose and method of
application (d) Type of target gene and its
expression profile (e) Gene function and type
of tissue (f) Nucleotide sequence and length of
dsRNA (g) Persistence of silencing effect(h)
Gut physiology.
Several crop insect pests belonging to
different orders were tested for their possible
control by RNAi. In these insects, RNAi
knockdown has been developed for various
genes encoding for developmental proteins,
salivary gland proteins, proteins involved in
host-insect interaction, hormone receptors and
gut enzymes. Baum et al., (2007) provided
evidence for the potential use of RNAi to
control insects pest in crop protection and
demonstrated the fact that it is possible to
silence genes in insects when they consume
plant material expressing hairpind RNA
constructs against well-chosen target genes.
They reported the reduction of corn root
damage in transgenic maize plants producing
vacuolar H + ATPasedsRNA after infestation
of the plant with the western corn rootworm.
In another report, the model plants Nicotiana
tabacum and Arabidopsis thaliana were
modified with the cytochrome P450 gene of
Helicoverpa armigera.
When the cotton bollworm larvae were fed
transgenic leaves, levels of cytochrome P450
mRNA were reduced and larval growth
retarded (Mao et al., 2007). Bautista et
al.,(2009)studied the influence of silencing the
cytochrome P450 gene CYP6BG1 that is over
expressed
in
a
permethrin-resistant
diamondback moth (Plutella xylostella)strain.
When the gene was silenced after
consumption of a droplet of dsRNA solution,
the moths became significantly more sensitive
to the pyrethroid insecticide. Another
significant development employing RNAi is
that the susceptibility of insect pests to Bt
toxins could be enhanced by silencing of the
genes involved in Bt resistance development.
Application of RNAi in management of biotic
stress will be proved to be an incredible
revolution in the field of functional genomics
and a breakthrough in plant molecular
genetics. If RNAi technology is developed
successfully and employed for management of
major diseases on commercial scale, they can
prove to be an eco-friendly and biologically
safe technology (Table 2).
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Table.1 Exogenous application of naked dsRNA for RNAi-mediated protection against a range of viruses/viroids on different plants
Virus/Viroid
dsRNA target and size
PMMoV
Replicase gene (977 bp)
PMMoV
AMV
Replicase gene (977, 596
and 315 bp)
RNA 3 (1124 bp)
TEV
Host
virus inoculation
Efficiency
Reference
Co-inoculation
No lesions observed
Tenllado and DiazRuiz, 2001
In vitro
N. tabacum
cv.Xanthi, C.
chinense
N. benthamiana
Co-inoculation
18% infected
In vitro
N. benthamiana
Co-inoculation
0% infected
HC-Pro gene (1483 bp)
In vitro
Co-inoculation
0% infected
PMMoV
Replicase gene (977 bp)
Bacterial HT115
expression
N. tabacum
cv.Xanthi
N. benthamiana
Days 1–5: 0% infected
Day 7: 80% infected
PMMoV
CP gene (1081 bp) HCPro gene (1492 bp)
Bacterial HT115
expression
N. benthamiana
CEVd
Less than full-length
dsRNA
180 bp (nucleotide
Position 1-179)
In vitro
In vitro
Gynuraaurantia
ca, Tomato
Tomato
Co-inoculation; Sprayed
dsRNA and challenged, 3,
5, 7 days post-spray
Co-inoculation; Sprayed
dsRNA and challenged 5
days post-spray
Co-inoculation
Tenllado and DiazRuiz, 2001
Tenllado and DiazRuiz, 2001
Tenllado and DiazRuiz, 2001
Tenllado et al., 2003a
Less than full-length
dsRNA
CP gene (480 bp)
In vitro
Chrysanthemum
Bacterial M-JM109
lacY expression
Bacterial HT115
expression
PSTVd
CChMVd
TMV
SCMV
CP gene (CP1: 147 bp,
CP2:140 bp)
dsRNA
Expression
technique
In vitro
CP: 27% infected
HC-Pro: 17.6% infected
Tenllado et al., 2003b
50% infected
Carbonell et al., 2008
Carbonell et al., 2008
Co-inoculation
100 % infected, some
plants showed delay in
symptoms
50% infected
Tobacco
Co-inoculation
50% infected
Yin et al., 2009
Maize
Co-inoculation. Sprayed
dsRNA and challenged 1, 3,
5, 7 and 9 days post-spray
Co-inoculation
CP-1: 20% infected
CP-2: 30% infected
Day 1: 0% infected
Day 3: 4% infected
Day 5: 12% infected
Gan et al., 2010
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Co-inoculation
Carbonell et al., 2008
Int.J.Curr.Microbiol.App.Sci (2019) 8(11): 1100-1111
PVY
NIb gene (3 different
dsRNAs, all 500 bp)
Bacterial M-JM109
lacY expression
Tobacco
Co-inoculation
PVY
HC-Pro gene, Nibgene CP
gene (all 600 bp each)
Bacterial HT115
expression
Tobacco
Co-inoculation
TMV
MP gene, CP gene, RP
gene (all 480 bp each)
Bacterial HT115
expression
Tobacco
Co-inoculation
PRSV
CP gene (279 bp)
Bacterial M-JM109
lacY expression
Papaya
PSbMV
CP gene (500 bp)
In vitro
Pea cv. Raman
CymMV
CP gene (237 bp)
Orchid
TMV
p126 (666 bp), CP gene
(480 bp)
HC-Pro, CP gene
Bacterial HT115
expressions
In vitro
Co-inoculation. Sprayed
dsRNA and challenged 1, 2,
3 and 5 days post-spray
dsRNA sprayed and Coinoculated with virus.
dsRNA was sprayed after
1, 2 and 21 days postinoculation.
Co-inoculation
ZYMV
In vitro
N. tabacum
cv.Xanthi
Cucumber,
Watermelon and
Squash plants
Co-inoculation
Co-inoculation
Day 7: 43.3% infected
Day 9: 72% infected
NIb-1: 34% infected
NIb-2: 66% infected
NIb-3: 52% infected
NIb: 28% infected
HC-Pro: 54% infected
CP: 44% infected
MP: 34% infected
CP: 52% infected
RP: 66% infected
RNA: 60% infected
Co-inoculation35%
infected.
All others: 100% infected
All 100% infected,
reduced viral titre
Sun et al., 2010a
Sun et al., 2010 b
Sun et al., 2010 b
Shen et al., 2014
Safarova et al., 2014
20% infected
Lau et al., 2014
p126: 35% infected
CP: 50% infected
HC-Pro (Cucumber)- 82%
HC-Pro (Watermelon)50%
HC-Pro (Squash)- 18%
CP (Cucumber)- 70%
CP (Watermelon)- 43%
CP (Squash)- 16%
Konakalla et al., 2016
Kaldis et al., 2018
AMV, Alfalfa mosaic virus; CChMVd, Chryanthemum chlorotic mottle viroid; CEVd, Citrus exocortis viroid; CP, coat protein; RP, Replicase protein; CymMV,
Cymbidium mosaic virus; HC-Pro, Helper Component Protein; NIb, Nuclear Inclusion b; MP, Movement Protein; PMMoV, Pepper mild mottle virus; PPV, Plum
pox virus; PRSV, Papaya ringspot virus; PSbMV, Pea seed borne mosaic virus; PSTVd, Potato spindle tuber viroid; PVY, Potato virus Y; p126, Protein 126,
RP, Replicase Protein; SCMV, Sugarcane mosaic virus; TEV, Tobacco etch virus; TMV, Tobacco mosaic virus; ZYMV, Zucchini yellow mosaic virus
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Table.2 RNAi against fungal pathogens
Pathogen
Magnaporthe oryzae
Targeted Region
eGFP
Reference
Kadotaniet al.(2003)
Cladosporium falvum
F. oxysporum f. sp.
conglutinans
Blumeria graminis
f.sp. tritici
Blumeria graminis
Venturia inaequalis
cgl1 and cgl2
FOW2, FRP1 and
OPR
Rnr
Segerset al.(1999)
Zongliet al. (2015)
Mlo
Multiple inverted
repeats
Moreover, this technique eliminates the risk
associated with development of transgenics
and it will also gener-ate enormous potential
for engineering control of gene expression. An
agronomically superior cultivar can be
engineered for additional plant fitness by
using RNAi technology. However, selection
of targeting sequence and deliver of siRNA is
a major challenge for plant molecular
biologists.
More
understanding
and
exploration in the field of RNAi promoting
resistance is need-ed. Therefore, further
molecular research is needed to unfurl the
factors affecting RNAi-mediated resistance
and solved all the challenges in delivering the
siRNA to the host system and identifying the
targeted region to effectively overcome the
pathogen and promote crop improvement
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How to cite this article:
Munmi Borah and Naga Charan Konakalla. 2019. RNA Interference and its Application in
Crop Protection. Int.J.Curr.Microbiol.App.Sci. 8(11): 1100-1111.
doi: https://doi.org/10.20546/ijcmas.2019.811.130
1111