Lisa M Hochrein1, Maayan Schwarzkopf, Mona Shahgholi, Peng Yin, Niles A Pierce. 1. Department of Chemical Engineering, ‡Department of Biology, ∥Department of Chemistry, §Department of Bioengineering, and ⊥Department of Computing and Mathematical Sciences, California Institute of Technology , Pasadena, California 91125, United States.
Abstract
RNA interference (RNAi) mediated by small interfering RNAs (siRNAs) enables knockdown of a gene of choice, executing the logical operation: silence gene Y. The fact that the siRNA is constitutively active is a significant limitation, making it difficult to confine knockdown to a specific locus and time. To achieve spatiotemporal control over silencing, we seek to engineer small conditional RNAs (scRNAs) that mediate 'conditional RNAi' corresponding to the logical operation: if gene X is transcribed, silence independent gene Y. By appropriately selecting gene X, knockdown of gene Y could then be restricted in a tissue- and time-specific manner. To implement the logic of conditional RNAi, our approach is to engineer scRNAs that, upon binding to mRNA 'detection target' X, perform shape and sequence transduction to form a Dicer substrate targeting independent mRNA 'silencing target' Y, with subsequent Dicer processing yielding an siRNA targeting mRNA Y for destruction. Toward this end, here we design and experimentally validate diverse scRNA mechanisms for conditional Dicer substrate formation. Test tube studies demonstrate strong OFF/ON conditional response, with at least an order of magnitude increase in Dicer substrate production in the presence of the cognate mRNA detection target. By appropriately dimensioning and/or chemically modifying the scRNAs, only the product of signal transduction, and not the reactants or intermediates, is efficiently processed by Dicer, yielding siRNAs. These mechanism studies explore diverse design principles for engineering scRNA signal transduction cascades including reactant stability vs metastability, catalytic vs noncatalytic transduction, pre- vs post-transcriptional transduction, reactant and product molecularity, and modes of molecular self-assembly and disassembly.
RNA interference (RNAi) mediated by small interfering RNAs (siRNAs) enables knockdown of a gene of choice, executing the logical operation: silence gene Y. The fact that the siRNA is constitutively active is a significant limitation, making it difficult to confine knockdown to a specific locus and time. To achieve spatiotemporal control over silencing, we seek to engineer small conditional RNAs (scRNAs) that mediate 'conditional RNAi' corresponding to the logical operation: if gene X is transcribed, silence independent gene Y. By appropriately selecting gene X, knockdown of gene Y could then be restricted in a tissue- and time-specific manner. To implement the logic of conditional RNAi, our approach is to engineer scRNAs that, upon binding to mRNA 'detection target' X, perform shape and sequence transduction to form a Dicer substrate targeting independent mRNA 'silencing target' Y, with subsequent Dicer processing yielding an siRNA targeting mRNA Y for destruction. Toward this end, here we design and experimentally validate diverse scRNA mechanisms for conditional Dicer substrate formation. Test tube studies demonstrate strong OFF/ON conditional response, with at least an order of magnitude increase in Dicer substrate production in the presence of the cognate mRNA detection target. By appropriately dimensioning and/or chemically modifying the scRNAs, only the product of signal transduction, and not the reactants or intermediates, is efficiently processed by Dicer, yielding siRNAs. These mechanism studies explore diverse design principles for engineering scRNA signal transduction cascades including reactant stability vs metastability, catalytic vs noncatalytic transduction, pre- vs post-transcriptional transduction, reactant and product molecularity, and modes of molecular self-assembly and disassembly.
RNAi enables biologists
to knock down expression of a gene of choice
in eukaryotes, providing a powerful tool for probing gene function
within endogenous biological circuits.[1,2] RNAi can be
activated by exogenous double-stranded RNAs that are cleaved by the
enzyme Dicer to produce siRNAs. One strand of the siRNA duplex (the
guide strand) is loaded into the RNA-induced silencing complex (RISC),
where it serves as a recognition domain for recruitment of target
mRNAs containing the complementary sequence. RISC cleaves and releases
the mRNA for subsequent degradation, enabling a single guide strand
to mediate destruction of multiple copies of the mRNA silencing target.
The conceptual power of RNAi follows from its programmability: by
changing the sequence of the siRNA, it is possible to change the identity
of the gene that is targeted for knockdown.Using an siRNA programmed
to silence gene Y, conventional RNAi
implements the unconditional molecular logic (inset of Figure 1): silence gene Y. To exert control over the strength
and/or timing of gene knockdown, numerous methods have been developed
to implement drug-inducible RNAi, where the activation (or inhibition)
of knockdown is made dependent on the presence of a small molecule,
using either pretranscriptional protein machinery[3,4] or
post-transcriptional RNA machinery.[5−9] To achieve spatiotemporal control over gene knockdown, we seek to
engineer scRNAs that mediate conditional RNAi corresponding to the
conditional molecular logic (Figure 1): if
gene X is transcribed, silence independent gene Y. This logic is programmable
at two levels, with input sequence X controlling the scope of silencing
and output sequence Y controlling the target of silencing.
Figure 1
Molecular logic
of conditional and conventional RNAi. Conditional
RNAi (if gene X is transcribed, silence independent gene Y) provides
a conceptual framework for exerting spatiotemporal control over gene
knockdown. Toward this end, small conditional RNAs (scRNAs) interact
and change conformation to transduce between binding of mRNA ‘detection
target’ X and production of a Dicer substrate targeting independent
mRNA ‘silencing target’ Y. Inset: Conventional RNAi
(silence gene Y) employs constitutively active Dicer substrates, making
it difficult to control the locus and time of gene knockdown. We consider
conditional formation of Dicer substrates that are either DsiRNAs
or shRNAs.
Molecular logic
of conditional and conventional RNAi. Conditional
RNAi (if gene X is transcribed, silence independent gene Y) provides
a conceptual framework for exerting spatiotemporal control over gene
knockdown. Toward this end, small conditional RNAs (scRNAs) interact
and change conformation to transduce between binding of mRNA ‘detection
target’ X and production of a Dicer substrate targeting independent
mRNA ‘silencing target’ Y. Inset: Conventional RNAi
(silence gene Y) employs constitutively active Dicer substrates, making
it difficult to control the locus and time of gene knockdown. We consider
conditional formation of Dicer substrates that are either DsiRNAs
or shRNAs.To implement the logic of conditional
RNAi, our approach is to
engineer scRNA signal transduction cascades in which hybridization
of an scRNA to an mRNA ‘detection target’ X initiates
downstream conformational changes of one or more scRNAs leading to
formation of a Dicer substrate targeting independent mRNA ‘silencing
target’ Y. Dicer processing of this substrate then yields an
siRNA targeting mRNA Y for destruction. Two types of signal transduction
must be performed simultaneously to achieve this goal: conditional
shape change is required to produce a molecular geometry that is recognized
and processed by Dicer, and conditional sequence change is required
to shift from input sequence X to output sequence Y.Previous
studies have shown that suitable Dicer substrates include
short hairpin RNAs (shRNAs; 19–29-bp stem with a 2-nt 3′-overhang)[1,10,11] and so-called Dicer-substrate
RNAs (DsiRNAs; ≈25-bp duplex with a 2-nt 3′-overhang
at one end).[1,12] Dicer functions as a molecular
ruler, measuring from the 2-nt 3′-overhang to cleave ≈21–23-nt
siRNA strands that form a duplex with 2-nt 3′-overhangs at
both ends.[13,14] For this reason, we focus on
engineering scRNA transducers that conditionally assemble shRNA or
DsiRNA Dicer substrates with a 2-nt 3′-overhang at one end
of a minimum 19-bp duplex.To mediate conditional RNAi via Dicer
substrate formation, several
design requirements for scRNA function can be identified a priori:
First, the sequence of the detection target X must place no restriction
on the sequence of the independent silencing target Y. Second, in
the absence of detection target X, the scRNAs should not interact
to form the Dicer substrate targeting Y. Third, the scRNAs must be
capable of detecting a subsequence of a full-length endogenous mRNA
detection target X. Fourth, in response to detection of X, the scRNAs
must undergo an isothermal hybridization cascade mediating formation
of a Dicer substrate targeting Y. Fifth, the Dicer substrate must
be efficiently processed by Dicer to produce siRNAs targeting Y. Sixth,
the scRNAs should be dimensioned and/or chemically modified appropriately
so that only the final Dicer substrate is amenable to Dicer processing.
Furthermore, it is likely that other unanticipated design requirements
will emerge during the engineering and validation process (e.g., additional
constraints imposed by endogenous pathways).Several groups
have achieved subsets of these goals. Masu et al.[15] engineered scRNAs that when annealed in a test
tube with a short RNA detection target Xs (high temperature
followed by slow cooling to room temperature) yielded a Dicer substrate
that mediated knockdown of independent silencing target Y upon transfection
into mammalian cells. Xie et al.[16] engineered
scRNAs that detect a 140-nt RNA target X and produce an siRNA that
mediates knockdown of a closely related silencing target X′
in Drosophila lysate. Kumar et al.[17] express an scRNA in mammalian cells and transfect a short
modified-RNA detection target Xs, leading to production
of an siRNA that mediates knockdown of independent silencing target
Y. Additional work is required to meet all six of the scRNA design
requirements.Previous research in the field of DNA nanotechnology
demonstrates
that the programmable chemistry of base pairing provides a versatile
medium for engineering diverse dynamic functions including catalysis,
amplification, logic, and locomotion.[18] We seek to exploit mechanism and sequence design principles drawn
from this experience to engineer scRNAs (or scDNAs) suitable for interfacing
with Dicer and RISC to mediate conditional RNAi in vivo. First, we
must address mechanism design: how are the scRNA molecules intended
to interact and change conformation in order to effect signal transduction?
Second, we must address sequence design: given an envisioned mechanism
design and sequences for a pair of independent mRNA detection and
silencing targets, X and Y, what scRNA sequences, if any, will encode
the intended signal transduction function?To explore the mechanism
and sequence design challenges for conditional
Dicer substrate formation, we have engineered five different mechanisms,
each satisfying the six design requirements noted above, while examining
diverse design alternatives spanning (Table 1): reactant material (scRNA vs scDNA), initial reactant state (metastable
vs stable), reactant role (catalytic vs noncatalytic), nucleation
mechanism (toehold/toehold vs loop/toehold vs template/toehold), strand
displacement mechanism (3-way branch migration vs 4-way branch migration
vs spontaneous dissociation), reactant type (hairpin monomer vs duplex
dimer), Dicer substrate assembly method (hybridization vs transcription),
and Dicer substrate type (DsiRNA vs shRNA). In studying these design
alternatives, we sought both to optimize performance in satisfying
the six design requirements and to achieve simplicity.
Table 1
Mechanisms and Design
Alternatives
for Conditional Dicer Substrate Formation
mechanism
design alternatives
1
2
3
4
5
scRNA reactants
x
x
x
x
scDNA reactants
x
metastable reactants
x
x
x
stable reactants
x
x
catalytic production
x
x
noncatalytic production
x
x
x
toehold/toehold nucleation
x
x
x
x
x
loop/toehold nucleation
x
template/toehold nucleation
x
3-way branch migration
x
x
x
x
x
4-way branch migration
x
x
spontaneous dissociation
x
x
hairpin monomer reactants
3
1
0
0
2
duplex dimer reactants
0
1
1
2
0
Dicer substrate hybridization
x
x
x
x
Dicer substrate transcription
x
DsiRNA Dicer substrate
x
x
x
shRNA Dicer substrate
x
x
For a
given scRNA (or scDNA) transduction mechanism, sequence design
must be performed subject to the constraints imposed by a given pair
of mRNA detection and silencing targets, X and Y (i.e., which subsequences
within the full-length mRNA sequences, if any, confer desirable properties
on the dynamic conditional response of the scRNA transducers?). These
sequence constraints dramatically reduce the size of the design space,
increasing the challenge of designing well-behaved sequences. Here,
we employ NUPACK to solve a constrained multistate sequence design
problem[19] based on a set of target secondary
structures representing key initial, intermediate, and final states
in the intended conditional hybridization cascade. Sequences are optimized
with the goal of reducing the ensemble defect for each target structure
below a user-specified stop condition.[20] For a given target secondary structure and candidate sequence, the
ensemble defect is the average number of incorrectly paired nucleotides
at equilibrium evaluated over the ensemble of (unpseudoknotted) secondary
structures.[20,21] Optimization of the ensemble
defect encompasses both a positive design paradigm (optimize affinity
for the target structure) and a negative design paradigm (optimize
selectivity against all other structures in the ensemble).[20,21] Hence, multistate ensemble defect optimization provides a framework
for designing sequences that execute signal transduction via a prescribed
hybridization cascade punctuated by the desired reactant, intermediate,
and product secondary structures.Following mechanism and sequence
design, we quantify the OFF/ON
response of conditional Dicer substrate formation in test tube studies,
introducing either a short RNA or full-length mRNA detection target,
and monitoring production of Dicer substrates targeting an independent
mRNA silencing target. Studies with recombinant Dicer are used to
verify that only the final product of signal transduction, and not
the reactants or intermediates, are efficiently processed by Dicer,
yielding siRNAs.
Results and Discussion
For our engineering
studies, we consider detection target DsRed2
(mRNA X) and silencing target d2EGFP (mRNA Y). Hence, our objective
is to design scRNA mechanisms and sequences so that, upon exposure
to DsRed2 mRNA, the scRNAs interact and change conformation to form
a Dicer substrate targeting d2EGFP mRNA. To focus our attention on
scRNA signal transduction and eliminate the confounding effects of
native mRNA secondary structure, we also consider short detection
targets (Xs) corresponding to the DsRed2 subsequence that
is recognized by a given scRNA mechanism. We quantify the relative
OFF/ON response of conditional Dicer substrate formation in the absence/presence
of the detection target (Xs or X). As a test for off-target
effects, we also measure the response to the silencing target Y and
to GAPDH (mRNA Z), neither of which should initiate signal transduction.
To confirm that scRNA transducers interact with Dicer as intended,
we use recombinant Dicer to test for undesired processing of the scRNA
reactants and transduction intermediates as well as for efficient
processing of the final product (i.e., the cognate Dicer substrate)
to produce siRNAs. Experimental characterizations of conditional OFF/ON
response (Figures 2–6) are augmented by computational and experimental stepping
analyses that characterize the reactants, intermediates, and products
for each mechanism (Sections S2–S6).
Figure 2
Conditional catalytic DsiRNA formation using metastable
scRNAs.
(a) Mechanism 1. scRNA A detects mRNA detection target X (containing
subsequence ‘a-b-c-d’) to form catalyst X·A, which
mediates production of DsiRNA Dicer substrate B·C targeting mRNA
silencing target Y (containing independent subsequence ‘v-w-x-y-z’).
scRNAs A, B, and C coexist metastably in the absence of X. Successive
toehold-mediated 3-way branch migrations enable assembly of X with
A (step 1), X·A with B (step 2), X·A·B with C (step
3a), and disassembly of DsiRNA Dicer substrate B·C from catalyst X·A (step 3b). Domain lengths: |a| = 10, |b|
= 10, |c| = 5, |d| = 2, |e| = 2, |v| = 2, |w| = 5, |x| = 2, |y| =
6, |z| = 5. Chemical modifications (2′OMe-RNA): A and parts
of B and C (dashed backbone). (b) Conditional catalytic Dicer substrate
formation. OFF state: minimal production of Dicer substrate B·C
in the absence of detection target X, the presence of mRNA silencing
target Y, or the presence of mRNA off-target Z. ON state: strong production
of B·C in the presence of substoichiometric or stoichiometric
short RNA detection target Xs (‘a-b-c-d’)
or the presence of full-length mRNA detection target X. (c) Quantification
of the Dicer substrate band (B·C) in panel (b). (d) Conditional
Dicer processing. OFF state: minimal processing of the reactants (lane
2). ON state: efficient processing of Dicer substrate B·C (lane
4), yielding canonical 21- and 23-nt siRNAs (boxed bands). The non-siRNA
remainder of the cleaved substrate is labeled ‘waste’.
See Section S2 for additional computational
and experimental studies of Mechanism 1.
Figure 6
Conditional
shRNA transcription using scDNAs. (a) Mechanism 5.
scDNA A detects mRNA detection target X (containing subsequence ‘a-b’)
and assembles with B to form a transcription template (containing
promoter, coding, and termination sequences), leading to transcription
of the shRNA Dicer substrate C targeting mRNA silencing target Y (containing
independent subsequence ‘z’). scDNAs A and B coexist
metastably in the absence of X. X assembles with A via toehold-mediated
3-way branch migration (step 1). Subsequently, X·A assembles
with B via toehold-mediated 4-way branch migration to produce a dsDNA
transcription template (step 2), mediating transcription of shRNA
Dicer substrate C with catalytic turnover. Domain lengths: |a| = 10,
|b| = 8, |p| = 8, |q| = 9, |t| = 7, |y| = 6, |z| = 19. (b) Conditional
transcription template formation. OFF state: minimal production of
transcription template A·B in the absence of short DNA detection
target Xs (‘a-b’), the presence of mRNA silencing
target Y, or the presence of mRNA off-target Z. ON state: strong production
of transcription template Xs·A·B in the presence
of Xs. (c) Conditional Dicer substrate transcription and
processing. OFF state: minimal transcription of Dicer substrate C
in the absence of short DNA detection target Xs (lane 1).
ON state: strong transcription of C in the presence of Xs (lane 3) and efficient Dicer processing of shRNA Dicer substrate
C (lane 4). (d) Quantification of the Dicer substrate band (C) in
lanes 1 and 3 of panel (c). See Section S6 for additional computational and experimental studies of Mechanism
5.
Mechanism 1: Conditional Catalytic DsiRNA Formation Using Metastable
scRNAs
We begin by exploiting the hairpin motif of Yin et
al.,[22] which has previously been used to
program diverse self-assembly and disassembly hybridization cascades,
including catalytic duplex formation. In the present circumstances,
the duplex that we wish to form must have the canonical 2-nt 3′-overhang
of a DsiRNA, and the catalysis process must also achieve sequence
transduction between detection target X and silencing target Y. The
transduction mechanism of Figure 2a employs
three hairpins (A, B, and C) that coexist metastably in the absence
of detection target X (i.e., they are kinetically impeded from assembling
into an equilibrium distribution of products). The detection target
X opens hairpin A, which in turn opens hairpin B, which in turn opens
hairpin C, leading to formation of duplex B·C and regeneration
of catalyst X·A. Duplex B·C has a 2-nt 3′-overhang
and targets silencing target Y. Chemical modifications (2′OMe-RNA)
of A and portions of B and C are employed to prevent Dicer cleavage
of scRNA reactants and transduction intermediates, while preserving
efficient Dicer processing of the transduction product B·C. In
functional terms, A detects X and catalyzes production of DsiRNA B·C
targeting Y.Conditional catalytic DsiRNA formation using metastable
scRNAs.
(a) Mechanism 1. scRNA A detects mRNA detection target X (containing
subsequence ‘a-b-c-d’) to form catalyst X·A, which
mediates production of DsiRNA Dicer substrate B·C targeting mRNA
silencing target Y (containing independent subsequence ‘v-w-x-y-z’).
scRNAs A, B, and C coexist metastably in the absence of X. Successive
toehold-mediated 3-way branch migrations enable assembly of X with
A (step 1), X·A with B (step 2), X·A·B with C (step
3a), and disassembly of DsiRNA Dicer substrate B·C from catalyst X·A (step 3b). Domain lengths: |a| = 10, |b|
= 10, |c| = 5, |d| = 2, |e| = 2, |v| = 2, |w| = 5, |x| = 2, |y| =
6, |z| = 5. Chemical modifications (2′OMe-RNA): A and parts
of B and C (dashed backbone). (b) Conditional catalytic Dicer substrate
formation. OFF state: minimal production of Dicer substrate B·C
in the absence of detection target X, the presence of mRNA silencing
target Y, or the presence of mRNA off-target Z. ON state: strong production
of B·C in the presence of substoichiometric or stoichiometric
short RNA detection target Xs (‘a-b-c-d’)
or the presence of full-length mRNA detection target X. (c) Quantification
of the Dicer substrate band (B·C) in panel (b). (d) Conditional
Dicer processing. OFF state: minimal processing of the reactants (lane
2). ON state: efficient processing of Dicer substrate B·C (lane
4), yielding canonical 21- and 23-nt siRNAs (boxed bands). The non-siRNA
remainder of the cleaved substrate is labeled ‘waste’.
See Section S2 for additional computational
and experimental studies of Mechanism 1.Figure 2b,c examines the conditional
OFF/ON
response of the transduction mechanism. In the absence of the detection
target X, there is minimal production of DsiRNA B·C, corresponding
to minimal ‘leakage’ of the kinetically trapped hairpins
out of their metastable states. Neither the mRNA silencing target
Y (which is necessarily related in sequence to the hairpins) nor the
unrelated mRNA off-target Z causes measurable production of B·C
above the background leakage. Stoichiometric introduction of the short
detection target Xs leads to strong production of B·C,
and substoichiometric introduction of Xs demonstrates catalytic
turnover in producing B·C. Strong production of B·C is also
observed using full-length mRNA detection target X. The OFF/ON conditional
response of the transduction mechanism yields more than an order of
magnitude increase in production of Dicer substrate above background
(Figure 2c).Figure 2d demonstrates signal transduction
in the presence of recombinant Dicer. Only the DsiRNA B·C that
is the final product of transduction is recognized and efficiently
processed by Dicer, yielding canonical 21- and 23-nt siRNAs (see also Figure S3 and Table S3).In assessing the
advantages and disadvantages of this scRNA transduction
mechanism, it is helpful to classify the design features that contribute
to conditional shape change and conditional sequence change (Table 1). The hairpin reactants are metastable, and could
potentially leak into the DsiRNA product on a biologically relevant
time scale, even in the absence of detection target X. Three hairpins
are required to effect the necessary shape and sequence transduction:
hairpin A achieves partial sequence independence via the loop, hairpin
B moves the independent sequence to the end of the strand for presentation
to Dicer, and hairpin C contributes the additional independent sequence
of the 2-nt 3′-overhang and liberates the fully formed DsiRNA
B·C from catalyst X·A. This process requires transient formation
of a relatively complex intermediate (tetramer X·A·B·C
including mRNA X). Use of monomer hairpins simplifies preparation
of purified reactants, but eventual delivery of three scRNA species
to cells could prove burdensome. On the other hand, each self-assembly
operation (opening of a new A, B, or C hairpin) and disassembly operation
(liberation of a new B·C duplex) occurs via toehold-mediated
3-way branch migration,[23] providing a robust
framework for engineering fast reaction kinetics.[18] The mechanism has the potentially useful property that
a single detection target X can catalyze production of multiple DsiRNAs
targeting silencing target Y, augmenting the catalytic turnover that
is already present in the RNAi pathway (via RISC-mediated cleavage
of multiple silencing targets using a single guide strand).
Mechanism
2: Conditional DsiRNA Formation Using Stable scRNAs
We wondered
whether we could simplify the signal transduction mechanism
by exploiting alternative design principles. In particular, it seems
intuitively desirable to reduce the number of scRNA reactants, the
number of assembly steps in the transduction cascade, and the complexity
of the reaction intermediates. These goals are achieved by replacing
the A and B hairpins of Mechanism 1 with the A·B duplex of Mechanism
2 (Figure 3a). The detection target X mediates
displacement of A from B, which opens C to produce duplex B·C
with a 2-nt 3′-overhang. The number of reactants and the number
of assembly steps are both reduced from three to two and the largest
intermediate is reduced from a tetramer (resulting from three sequential
assembly steps) to a trimer (resulting from one assembly step). This
simplified signal transduction mechanism dispenses with catalytic
turnover, producing one DsiRNA per detected molecule of X. In functional
terms, A·B detects X, leading to production of DsiRNA B·C
targeting Y.
Figure 3
Conditional DsiRNA formation using stable scRNAs. (a)
Mechanism
2. scRNA A·B detects mRNA detection target X (containing subsequence
‘a-b-c’), leading to production of DsiRNA Dicer substrate
B·C targeting mRNA silencing target Y (containing independent
subsequence ‘w-x-y-z’). scRNAs A·B and C are stable
in the absence of X. A swaps B for X (step 1) via toehold-mediated
3-way branch migration and spontaneous dissociation. B assembles with
C (step 2) via loop/toehold nucleation and 3-way branch migration
to form DsiRNA Dicer substrate B·C. Domain lengths: |a| = 6,
|b| = 4, |c| = 8, |s| = 5, |w| = 2, |x| = 12, |y| = 4, |z| = 3. Chemical
modifications (2′OMe-RNA): A and part of C (dashed backbone).
(b) Conditional Dicer substrate formation. OFF state: minimal production
of Dicer substrate B·C in the absence of detection target X,
the presence of mRNA silencing target Y, or the presence of mRNA off-target
Z. ON state: strong production of B·C in the presence of short
RNA detection target Xs (‘a-b-c’) or full-length
mRNA detection target X. (c) Quantification of the Dicer substrate
band (B·C) in panel (b). (d) Conditional Dicer processing. OFF
state: minimal Dicer processing of the reactants (lane 2). ON state:
efficient Dicer processing of DsiRNA Dicer substrate B·C (lane
4), yielding canonical 21–23-nt siRNAs (boxed bands). The non-siRNA
remainder of the cleaved substrate is labeled ‘waste’.
See Section S3 for additional computational
and experimental studies of Mechanism 2.
Conditional DsiRNA formation using stable scRNAs. (a)
Mechanism
2. scRNA A·B detects mRNA detection target X (containing subsequence
‘a-b-c’), leading to production of DsiRNA Dicer substrate
B·C targeting mRNA silencing target Y (containing independent
subsequence ‘w-x-y-z’). scRNAs A·B and C are stable
in the absence of X. A swaps B for X (step 1) via toehold-mediated
3-way branch migration and spontaneous dissociation. B assembles with
C (step 2) via loop/toehold nucleation and 3-way branch migration
to form DsiRNA Dicer substrate B·C. Domain lengths: |a| = 6,
|b| = 4, |c| = 8, |s| = 5, |w| = 2, |x| = 12, |y| = 4, |z| = 3. Chemical
modifications (2′OMe-RNA): A and part of C (dashed backbone).
(b) Conditional Dicer substrate formation. OFF state: minimal production
of Dicer substrate B·C in the absence of detection target X,
the presence of mRNA silencing target Y, or the presence of mRNA off-target
Z. ON state: strong production of B·C in the presence of short
RNA detection target Xs (‘a-b-c’) or full-length
mRNA detection target X. (c) Quantification of the Dicer substrate
band (B·C) in panel (b). (d) Conditional Dicer processing. OFF
state: minimal Dicer processing of the reactants (lane 2). ON state:
efficient Dicer processing of DsiRNA Dicer substrate B·C (lane
4), yielding canonical 21–23-nt siRNAs (boxed bands). The non-siRNA
remainder of the cleaved substrate is labeled ‘waste’.
See Section S3 for additional computational
and experimental studies of Mechanism 2.The mechanism exhibits strong OFF/ON conditional Dicer substrate
formation, achieving an order of magnitude increase in DsiRNA production
in the presence of either the short detection target Xs or the full-length mRNA detection target X (Figure 3b,c). Chemical modifications of A and portions of C are employed
to prevent Dicer processing of the reactants and intermediates. Only
the DsiRNA B·C is efficiently processed by Dicer, yielding canonical
21–23-nt siRNAs (Figures 3d and S8 and Table S5).Compared to Mechanism
1, shape and sequence transduction are achieved
based on dramatically altered design principles (Table 1). Mechanism 1 repeatedly exploits toehold/toehold hybridization
for nucleation and 3-way branch migration for strand displacement,
while Mechanism 2 simplifies the transduction pathway by also exploiting
spontaneous dissociation to achieve strand displacement (of B from
X·A) and loop/toehold hybridization to nucleate interactions
(between B and C). Strikingly, the scRNAs for Mechanism 2 are stable
rather than metastable (i.e., if the scRNAs are allowed to equilibrate
in the absence of X, they will predominantly remain in the reactant
state rather than converting to the product state; see Section S7). This is a major conceptual advantage
because it places a thermodynamic rather than a kinetic limit on the
amount of spurious DsiRNA that can form in the absence of X. With
Mechanism 2, strong production of DsiRNA is only thermodynamically
favorable if X is present, whereas with the metastable reactants of
Mechanism 1, X catalyzes a reaction that is kinetically impeded but
thermodynamically favorable in the absence of X. In our studies, the
metastable scRNAs of Mechanism 1 and the stable scRNAs of Mechanism
2 happen to produce comparable amounts of background DsiRNA in the
absence of X (both yielding an OFF state that is ≈5% of the
ON state achieved using Xs). Nonetheless, stable reactants
offer a conceptually appealing framework for engineering robust OFF/ON
signal transduction in vivo; if the thermodynamic driving force for
spontaneous DsiRNA formation can be further reduced, stable reactants
promise a clean and reliable OFF state.
Mechanism 3: Conditional
shRNA Formation Using a Single Stable
scRNA
Motivated by the simplifications of Mechanism 2, we
wished to see if we could push even further to simplify shape and
sequence transduction. Mechanism 3 requires only a single duplex scRNA
A·B, and in a single step produces a Dicer substrate that is
an shRNA monomer instead of a DsiRNA duplex (Figure 4a). The detection target X mediates displacement of A from
B to yield a hairpin B with a 2-nt 3′-overhang. The number
of reactants and the number of assembly steps are both reduced from
two to one. This is the simplest mechanism for conditional Dicer substrate
formation that we have devised to date. In functional terms, A·B
detects X, leading to production of shRNA B targeting Y.
Figure 4
Conditional
shRNA formation using a single stable scRNA. (a) Mechanism
3. scRNA A·B detects mRNA detection target X (containing subsequence
‘a-b-c’), leading to production of shRNA Dicer substrate
B targeting mRNA silencing target Y (containing independent subsequence
‘y-z’). scRNA A·B is stable in the absence of X.
X partially displaces A from B via toehold-mediated 3-way branch migration,
exposing a previously sequestered internal toehold, ‘c’,
within B, mediating a further 3-way branch migration that disassembles
B from X·A to yield shRNA Dicer substrate B. Domain lengths:
|a| = 12, |b| = 14, |c| = 3, |y| = 2, |z| = 19. Chemical modifications
(2′OMe-RNA): A (dashed backbone). (b) Conditional Dicer substrate
formation. OFF state: minimal production of Dicer substrate B in the
absence of detection target X, the presence of mRNA silencing target
Y, or the presence of mRNA off-target Z. ON state: strong production
of B in the presence of short RNA detection target Xs (‘a-b-c’)
or full-length mRNA detection target X. (c) Quantification of the
Dicer substrate band (B) in panel (b). (d) Conditional Dicer processing.
OFF state: minimal processing of the reactants (lane 2). ON state:
efficient processing of shRNA Dicer substrate B (lane 4), yielding
canonical 21- and 22-nt siRNAs (boxed bands). See Section S4 for additional computational and experimental studies
of Mechanism 3.
Conditional
shRNA formation using a single stable scRNA. (a) Mechanism
3. scRNA A·B detects mRNA detection target X (containing subsequence
‘a-b-c’), leading to production of shRNA Dicer substrate
B targeting mRNA silencing target Y (containing independent subsequence
‘y-z’). scRNA A·B is stable in the absence of X.
X partially displaces A from B via toehold-mediated 3-way branch migration,
exposing a previously sequestered internal toehold, ‘c’,
within B, mediating a further 3-way branch migration that disassembles
B from X·A to yield shRNA Dicer substrate B. Domain lengths:
|a| = 12, |b| = 14, |c| = 3, |y| = 2, |z| = 19. Chemical modifications
(2′OMe-RNA): A (dashed backbone). (b) Conditional Dicer substrate
formation. OFF state: minimal production of Dicer substrate B in the
absence of detection target X, the presence of mRNA silencing target
Y, or the presence of mRNA off-target Z. ON state: strong production
of B in the presence of short RNA detection target Xs (‘a-b-c’)
or full-length mRNA detection target X. (c) Quantification of the
Dicer substrate band (B) in panel (b). (d) Conditional Dicer processing.
OFF state: minimal processing of the reactants (lane 2). ON state:
efficient processing of shRNA Dicer substrate B (lane 4), yielding
canonical 21- and 22-nt siRNAs (boxed bands). See Section S4 for additional computational and experimental studies
of Mechanism 3.The mechanism exhibits
strong OFF/ON conditional Dicer substrate
formation, achieving 2 orders of magnitude increase in shRNA production
in the presence of the short detection target Xs and 1
order of magnitude increase for the full-length mRNA target X (Figure 4b,c). It is unclear why the performance is diminished
for the full-length target (though still comparable to the performance
for other mechanisms); we expect this behavior is specific to this
test case and not general to the mechanism. The most striking feature
of these data is that the OFF state is undetectable (i.e., smaller
than our estimated gel quantification uncertainty).The clean
OFF state follows from the fact that the siRNA reactant,
A·B, is highly stable, with very little thermodynamic driving
force for production of shRNA B in the absence of X. Hence, this mechanism
compellingly exhibits the benefit of using stable rather than metastable
reactants.For Mechanism 3, the design elements underlying sequence
and shape
transduction are pleasingly simple. X partially displaces A from B
via toehold-mediated 3-way branch migration, exposing a previously
sequestered internal toehold, which B then uses to nucleate a 3-way
branch migration with itself, completing displacement of A. Chemical
modifications of A are employed to ensure that only shRNA B is efficiently
processed by Dicer, yielding canonical 21- and 22-nt siRNAs (Figures 4d and S12 and Table S7).
Mechanism 4: Conditional DsiRNA Formation via Template-Mediated
4-Way Branch Migration
To date, efforts to engineer conditional
hybridization cascades within the field of DNA nanotechnology have
focused almost exclusively on strand displacement reactions based
on 3-way branch migration, in which an invading strand displaces one
strand from a duplex.[18] By comparison,
there has been very little study of strand displacement reactions
based on 4-way branch migration[24,25] in which two duplexes
exchange partner strands. In the present setting, a DsiRNA signal
transduction product is a duplex, so we were curious if 4-way branch
migration might prove especially suitable for conditional Dicer substrate
formation. Mechanism 4 employs two duplex scRNAs (A·B and C·D
of Figure 5a). The detection target X mediates
swapping of partner strands, producing duplex B·C with a 2-nt
3′-overhang. Chemical modifications to A and D prevent Dicer
cleavage of the reactants and intermediates, while preserving efficient
Dicer processing of transduction product B·C. In functional terms,
A·B and C·D detect X, leading to production of DsiRNA B·C
targeting Y.
Figure 5
Conditional DsiRNA formation via template-mediated 4-way
branch
migration. (a) Mechanism 4. scRNAs A·B and C·D detect mRNA
detection target X (containing subsequence ‘a-b-c-d-e’),
leading to production of DsiRNA Dicer substrate B·C targeting
mRNA silencing target Y (containing independent subsequence ‘x-y-z’).
scRNAs A·B and C·D coexist metastably in the absence of
X. X templates conucleation of A·B and C·D, mediating a short 3-way branch migration that enables toehold/toehold
nucleation between B and C to create a 5-way junction (step 1a). Subsequent
4-way branch migration and spontaneous dissociation disassemble DsiRNA
Dicer substrate B·C from X·A·D (step 1b). Domain lengths:
|a| = 8, |b| = 6, |c| = 6, |d| = 7, |e| = 11, |x| = 2, |y| = 19, |z|
= 2. Chemical modifications (2′OMe-RNA): A and D (dashed backbone).
(b) Conditional Dicer substrate formation. OFF state: minimal production
of Dicer substrate B·C in the absence of detection target X,
the presence of mRNA silencing target Y, or the presence of mRNA off-target
Z. ON state: strong production of B·C in the presence of short
RNA detection target Xs (‘a-b-c-d-e’) or
full-length mRNA detection target X. (c) Quantification of the Dicer
substrate band (B·C) in panel (b). (d) Conditional Dicer processing.
OFF state: minimal processing of the reactants (lane 2). ON state:
efficient processing of DsiRNA Dicer substrate B·C (lane 4),
yielding canonical 21–24-nt siRNAs (boxed bands). Additional
Dicer products are produced by unexpected cleavage of the substrate
within domains ‘y’ and ‘y*’. See Section S5 for additional computational and experimental
studies of Mechanism 4.
Conditional DsiRNA formation via template-mediated 4-way
branch
migration. (a) Mechanism 4. scRNAs A·B and C·D detect mRNA
detection target X (containing subsequence ‘a-b-c-d-e’),
leading to production of DsiRNA Dicer substrate B·C targeting
mRNA silencing target Y (containing independent subsequence ‘x-y-z’).
scRNAs A·B and C·D coexist metastably in the absence of
X. X templates conucleation of A·B and C·D, mediating a short 3-way branch migration that enables toehold/toehold
nucleation between B and C to create a 5-way junction (step 1a). Subsequent
4-way branch migration and spontaneous dissociation disassemble DsiRNA
Dicer substrate B·C from X·A·D (step 1b). Domain lengths:
|a| = 8, |b| = 6, |c| = 6, |d| = 7, |e| = 11, |x| = 2, |y| = 19, |z|
= 2. Chemical modifications (2′OMe-RNA): A and D (dashed backbone).
(b) Conditional Dicer substrate formation. OFF state: minimal production
of Dicer substrate B·C in the absence of detection target X,
the presence of mRNA silencing target Y, or the presence of mRNA off-target
Z. ON state: strong production of B·C in the presence of short
RNA detection target Xs (‘a-b-c-d-e’) or
full-length mRNA detection target X. (c) Quantification of the Dicer
substrate band (B·C) in panel (b). (d) Conditional Dicer processing.
OFF state: minimal processing of the reactants (lane 2). ON state:
efficient processing of DsiRNA Dicer substrate B·C (lane 4),
yielding canonical 21–24-nt siRNAs (boxed bands). Additional
Dicer products are produced by unexpected cleavage of the substrate
within domains ‘y’ and ‘y*’. See Section S5 for additional computational and experimental
studies of Mechanism 4.The mechanism exhibits strong OFF/ON conditional Dicer substrate
formation, achieving an order of magnitude increase in DsiRNA production
in the presence of either the short detection target Xs or the full-length mRNA target X (Figure 5b,c). Only the transduction product B·C is efficiently processed
by Dicer, yielding canonical 21–24-nt siRNAs (Figures 5d and S17 and Table S9). Additional Dicer products are produced by unexpected cleavage
of the Dicer substrate within domains ‘y’ and ‘y*’,
suggesting that for some fraction of the substrates, Dicer is either
measuring unusually short siRNAs from the cognate end of the substrate
(which has a canonical 2-nt 3′-overhang) or is measuring from
the noncognate end of the substrate (which has a 7-nt 3′-overhang).
If further studies confirm the latter explanation, Dicer recognition
of the noncognate end can be further discouraged by introducing a
5′-overhang.This mechanism achieves sequence and shape
transduction using markedly
different design elements than Mechanisms 1–3 (Table 1). Sequence transduction is achieved via the novel
approach of templated nucleation, with the two scRNAs A·B and
C·D being brought into proximity not via mutual complementarity
to each other (as with conventional toehold/toehold or loop/toehold
nucleation) but due to complementarity to adjacent segments of another
strand—the detection target X, which serves as a template for
their nucleation. Templated nucleation provides a simple approach
to sequence transduction because by construction, the template sequence
(the input) is independent from the sequences of the nucleated duplexes
(the output). We are not aware of previous use of nucleic acid templates
to mediate conditional strand displacement via either 3- or 4-way
branch migration. After the two scRNAs are colocalized via templated
nucleation, shape transduction is completed via 4-way branch migration
in which the two scRNA duplexes swap base-pairing partners. Initially
the scRNAs each undergo short 3-way branch migrations with the template
to liberate short mutually complementary toeholds, creating a 5-way
junction with the template which resolves into a 4-way branch migration
as strand swapping commences. Previous studies demonstrated that 4-way
branch migrations are dramatically faster when they are mediated by
two toehold/toehold nucleations to create an initial 4-way junction;[25] here we adapted this principle to the templated
scenario, where each duplex experiences first template/toehold nucleation
with X and then toehold/toehold nucleation with each other. By including
this auxiliary toehold/toehold nucleation step to enhance branch migration
kinetics, we introduced some sequence dependence of duplex B·C
on X, which is then removed by Dicer to produce a completely independent
siRNA targeting Y. Template-mediated 4-way branch migration provides
a simple one-step approach to conditional Dicer substrate formation
that provides an intriguing alternative to the more familiar concepts
of toehold/toehold nucleation and 3-way branch migration.
Mechanism 5:
Conditional shRNA Transcription Using scDNAs
The previous
mechanisms explored design alternatives for conditional
Dicer substrate hybridization using scRNAs. Here, we consider the
alternative strategy of conditional Dicer substrate transcription
based on signal transduction with scDNAs. Kim et al.[26] have previously demonstrated conditional in vitro transcription
mediated by conditional hybridization of a double-stranded DNA promoter
sequence. Here, we combine conditional promoter assembly with sequence
transduction to implement conditional Dicer substrate transcription.
For this test tube design study, T7 RNA polymerase is employed for
in vitro transcription, taking advantage of well-characterized promoter
and termination sequences.[27] Future applications
in eukaryotic cells would require use of eukaryotic promoter and termination
sequences (e.g., the H1 promoter and poly-T termination sequences
for RNA polymerase III, which are commonly used for shRNA transcription).[3,28] Mechanism 5 employs two metastable DNA hairpins (A and B of Figure 6a). The detection target
X opens hairpin A, which in turn opens hairpin B via a 4-way branch
migration to assemble a dsDNA template for transcription of RNA hairpin
C (including promoter, coding, and termination sequences). This signal
transduction approach incorporates the catalytic turnover inherent
in repeated transcription of the template. In functional terms, A
detects X leading to transcription of shRNA C targeting Y.Conditional
shRNA transcription using scDNAs. (a) Mechanism 5.
scDNA A detects mRNA detection target X (containing subsequence ‘a-b’)
and assembles with B to form a transcription template (containing
promoter, coding, and termination sequences), leading to transcription
of the shRNA Dicer substrate C targeting mRNA silencing target Y (containing
independent subsequence ‘z’). scDNAs A and B coexist
metastably in the absence of X. X assembles with A via toehold-mediated
3-way branch migration (step 1). Subsequently, X·A assembles
with B via toehold-mediated 4-way branch migration to produce a dsDNA
transcription template (step 2), mediating transcription of shRNA
Dicer substrate C with catalytic turnover. Domain lengths: |a| = 10,
|b| = 8, |p| = 8, |q| = 9, |t| = 7, |y| = 6, |z| = 19. (b) Conditional
transcription template formation. OFF state: minimal production of
transcription template A·B in the absence of short DNA detection
target Xs (‘a-b’), the presence of mRNA silencing
target Y, or the presence of mRNA off-target Z. ON state: strong production
of transcription template Xs·A·B in the presence
of Xs. (c) Conditional Dicer substrate transcription and
processing. OFF state: minimal transcription of Dicer substrate C
in the absence of short DNA detection target Xs (lane 1).
ON state: strong transcription of C in the presence of Xs (lane 3) and efficient Dicer processing of shRNA Dicer substrate
C (lane 4). (d) Quantification of the Dicer substrate band (C) in
lanes 1 and 3 of panel (c). See Section S6 for additional computational and experimental studies of Mechanism
5.Here, we characterize both the
OFF/ON response of conditional transcription
template formation and the OFF/ON response of conditional Dicer substrate
transcription. For this mechanism, we engineered scDNAs to detect
a random short DNA target Xs so we have not characterized
performance for a full-length mRNA detection target X. We were nonetheless
able to characterize spurious transcription template formation using
the full-length mRNA silencing target Y and off-target mRNA Z.In the absence/presence of short DNA detection target Xs the mechanism demonstrates strong OFF/ON conditional transcription
template formation (Figure 6b) and transcription
of shRNA Dicer substrate C (Figure 6c), yielding
more than an order of magnitude increase in shRNA production (Figure 6d). The transcription product C is efficiently processed
by Dicer (Figure 6c and Figure S21), but the poly-U 3′-overhang and short 19-bp
stem (consistent with functional shRNAs transcribed with RNA polymerase
III in vivo)[3,11,28] lead to noncanonical Dicer products (see Section
S6.6 for details).
Conclusions
We
have engineered five nucleic acid mechanisms for executing the
molecular logic: if mRNA detection target X is present, form a Dicer
substrate targeting independent mRNA silencing target Y. scRNA sequences
encoding the desired shape and sequence transduction properties were
designed using the multistate sequence design feature of the NUPACK
web application,[19] supplying mRNA X (DsRed2)
and mRNA Y (d2EGFP) as external sequence constraints. For each transduction
mechanism, equilibrium test tube calculations were used to characterize
the stability of the designed reactants and to step through the intended
molecular assembly and disassembly operations to verify that the targets,
reactants, intermediates, and products were predicted to be well-formed
with high yield (see Section S1.8). Reflecting
the challenge of designing scRNA sequences that are highly constrained
by the sequences of mRNAs X and Y, sequence domains that were intended
to be perfectly unstructured were often predicted to have some base
pairing on average at equilibrium. Experiments confirmed the predicted
reactant stability properties, and mechanism stepping experiments
confirmed that the intended assembly and disassembly operations occurred
with high yield (see Section S1.8).For each of the five mechanisms, test tube experiments demonstrated
a strong OFF/ON conditional response, with at least an order of magnitude
increase in Dicer substrate formation in the presence of the cognate
full-length mRNA detection target X (for the scDNAs of Mechanism 5,
the detection target was not constrained to be an mRNA sequence, so
only the designed short DNA detection target Xs was tested
experimentally). Reactant structural domains were dimensioned and/or
chemically modified to ensure that only the cognate Dicer substrates
that were the final products of signal transduction were efficiently
processed by Dicer, yielding canonical siRNAs for Mechanisms 1–4
as well as noncanonical Dicer products for Mechanisms 4 and 5.These mechanism studies explored diverse design principles for
shape and sequence transduction via conditional assembly and disassembly
of scRNA and scDNA complexes (summarized in Table 1). In broad terms, it appears that varied design concepts
that have paced progress in the field of dynamic DNA nanotechnology
(including mechanisms for strand nucleation, strand displacement,
catalytic hybridization, and motif metastability)[18] are equally applicable to dynamic RNA nanotechnology, which
is relatively unexplored, yet holds great potential for synthetic
regulation in the context of biology; biological RNAs interface with
diverse endogenous pathways, and hence synthetic RNA signal transducers
that accept RNA inputs and produce RNA outputs represent a particularly
appealing framework for engineering conditional regulation in vivo.The considerable challenge remains of demonstrating robust scRNA
signal transduction within living cells. The cellular setting introduces
additional uncertainties beyond those addressed here, including the
need to deliver the scRNAs and the potential for off-pathway interactions
(including with endogenous pathways that are as yet undiscovered).
The design versatility demonstrated in the present work will facilitate
a flexible approach in engineering around additional design constraints
that must be imposed going forward. If scRNA-mediated conditional
RNAi eventually performs robustly in vivo, it will provide biologists
with a powerful tool for the study of genetic necessity via tissue-
and time-specific gene knockdown. The same molecular logic would also
have significant medical potential, where transcript X could be chosen
to be a diagnostic target and transcript Y could be chosen to be an
independent therapeutic target. More generally, if the challenges
of operating in vivo can be surmounted, programmable signal transduction
with small conditional RNAs will provide an enticing conceptual framework
for implementing diverse modes of conditional regulation.
Methods Summary
Sequences were designed and analyzed
using the NUPACK web application,[19] and
oligonucleotides were synthesized by IDT.
Target mRNAs were transcribed in vitro. Duplex scRNAs were purified
by native PAGE prior to use. To quantify conditional OFF/ON signal
transduction response, reactions were run in 100 mM potassium acetate,
20 mM HEPES, pH 7.5 (Mechanisms 1–4), or 50 mM Na2HPO4, 0.5 M NaCl, pH 7.5 (Mechanism 5) at 37 °C for
2 h (0.5 μM per strand, with concentrations adjusted relative
to Xs to ensure proper stoichiometry). Reactions were then
characterized using native PAGE with SYBR Gold poststaining. Dicer
processing was characterized using the Recombinant Human Turbo Dicer
Enzyme kit (Genlantis), native PAGE, and mass spectrometry. For Mechanisms
1–4, scRNA transduction and Dicer processing were performed
simultaneously (0.5 μM per strand, incubated with 0.5–1
units of recombinant Dicer at 37 °C for 2 h) and then characterized
by native PAGE poststained with SYBR Gold. For Mechanism 5, scDNA
transduction and T7 in vitro transcription were performed simultaneously
(0.1 μM per strand, 37 °C for 3 h in the presence of radioactive
UTP). The transcription product was purified, incubated with 1 unit
of recombinant Dicer per 20,000 cpm at 37 °C for 2 h and then
characterized by native PAGE visualized by phosphorimaging. See Section S1 for full details.
Authors: Dong-Ho Kim; Mark A Behlke; Scott D Rose; Mi-Sook Chang; Sangdun Choi; John J Rossi Journal: Nat Biotechnol Date: 2004-12-26 Impact factor: 54.908