Xuyu Liu1,2, Marcus J C Long3, Benjamin D Hopkins4, Chaosheng Luo5, Lingxi Wang5, Yimon Aye5. 1. School of Chemistry, The University of Sydney, Sydney, New South Wales 2006, Australia. 2. The Heart Research Institute, Newtown, New South Wales 2042, Australia. 3. Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14850, United States. 4. Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York 10029, United States. 5. Swiss Federal Institute of Technology Lausanne (EPFL), 1015 Lausanne, Switzerland.
Abstract
Off-target effects continue to impede disease interventions, particularly when targeting a specific protein within a family of similar proteins, such as kinase isoforms that play tumor-subtype-specific roles in cancers. Exploiting the specific electrophilic-metabolite-sensing capability of Akt3, versus moderate or no sensing, respectively, by Akt2 and Akt1, we describe a first-in-class functionally Akt3-selective covalent inhibitor [MK-H(F)NE], wherein the electrophilic core is derived from the native reactive lipid metabolite HNE. Mechanistic profiling and pathway interrogations point to retention of the metabolite's structure-as opposed to implicit electrophilicity-as being essential for biasing isoform preference, which we found translates to tumor-subtype specificity against pten-null triple-negative breast cancers (TNBCs). MK-H(F)NE further enables novel downstream target identification specific to Akt3-function in disease. In TNBC xenografts, MK-H(F)NE fares better than reversible pan-Akt-inhibitors and does not show commonly observed side-effects associated with Akt1-inhibition. Inhibitors derived from native-metabolite sensing are thus an enabling plan-of-action for unmasking kinase-isoform-biased molecular targets and tumor-subtype-specific interventions.
Off-target effects continue to impede disease interventions, particularly when targeting a specific protein within a family of similar proteins, such as kinase isoforms that play tumor-subtype-specific roles in cancers. Exploiting the specific electrophilic-metabolite-sensing capability of Akt3, versus moderate or no sensing, respectively, by Akt2 and Akt1, we describe a first-in-class functionally Akt3-selective covalent inhibitor [MK-H(F)NE], wherein the electrophilic core is derived from the native reactive lipid metabolite HNE. Mechanistic profiling and pathway interrogations point to retention of the metabolite's structure-as opposed to implicit electrophilicity-as being essential for biasing isoform preference, which we found translates to tumor-subtype specificity against pten-null triple-negative breast cancers (TNBCs). MK-H(F)NE further enables novel downstream target identification specific to Akt3-function in disease. In TNBC xenografts, MK-H(F)NE fares better than reversible pan-Akt-inhibitors and does not show commonly observed side-effects associated with Akt1-inhibition. Inhibitors derived from native-metabolite sensing are thus an enabling plan-of-action for unmasking kinase-isoform-biased molecular targets and tumor-subtype-specific interventions.
We have made strides
in developing selective drugs, but off-target
effects can still severely limit drug efficacy and development. Although
widespread, this problem is particularly pertinent to enzymes which
use common substrates, such as kinases and ubiquitin-conjugating/deconjugating
enzymes. In fact, most of the ∼50 approved small-molecule kinase-targeting
drugs have off-target effects that in some way exacerbate efficacy/toxicity.
There are continued efforts to identify off-target binding events
of kinase drugs for either repurposing or developing general design
principles to restrict target spectra.[1] Despite some specific successes, novel strategies to engender high
selectivity remain limited. This challenge is magnified when targeting
specific protein-isoforms. Although some mutant allele-specific anticancer
drugs are known, only one isoform-selective kinase inhibitor is currently
approved. Because protein-isoforms often show antagonistic functions
with discrete regulatory mechanisms depending on disease subtypes
and context, this issue remains a significant stumbling block to developing
precision therapeutics.The three Akt-kinase isozymes share
73% sequence-similarity and
have overlapping target-protein substrates, as they have a common
canonical substrate recognition sequence, (RX)RXXT/S. However, Akt-isozymes
also recognize distinct protein–substrates in a complex disease-dependent
manner.[2−5] Akt1 is associated with tumor invasiveness in some cancers but suppresses
metastasis in others; Akt3 is particularly elevated in certain cancer-subtypes.
Conversely, Akt2-activation is required for tumor maintenance and
metastatic dissemination, particularly when PTEN—an Akt-signaling
antagonist—is compromised. Notably, most Akt-inhibitors display
affinities highest for Akt1 and lowest for Akt3. Several of these
inhibitors have entered Phase-I/II clinical trials. None have been
approved.We recently disclosed that Akt3 is a privileged sensor
of the native
electrophilic lipid, 4-hydroxynonenal (HNE). Akt3HNE-sensing is coupled
to Akt3-activity downregulation and pathway inhibition.[6] HNE also manifests a weak interaction with Akt2,
but does not label Akt1. Akt3’s high HNE-ligandability is traceable
to a single cysteine, C119 (Figure ). C119 lies within the linker region bridging the
PH- and kinase-domains. Akt3(C119) has no analogue in Akt1. Akt2 possesses
a cysteine in the analogous linker region, but the surrounding primary
sequence bears no homology to that of Akt3(C119) (Figure ). Notably, due to HNE-modification
of Akt3(C119) eliciting dominant-negative behavior, low occupancy
Akt3(C119) HNEylation results in efficient pathway inhibition in both
cultured cells and larval fish.[6] We thus
postulated that HNE could be used as a framework around which to derive
Akt-isozyme-selective inhibitors. Such inhibitors would likely have
properties useful for drug development, including covalent binding,
rapid association kinetics, and dominant-negative behavior.
Figure 1
MK-HNE exhibits
isozyme- and residue-specific covalent binding
to Akt3(C119). (a) Akt3 homology-model derived from Akt1-crystal-structure
(PDB: 3O96).
Green and maroon arrows, respectively, indicate ATP-binding site (hinge
domain) and proposed MK-2206-targeting allosteric site with key interacting
residues shown.[8] HNE-sensing site (linker
region) is in blue with C119-residue in ball-and-stick representation.
Inset (top): alignment of linker region within Akt-isozymes. Residues
in magenta are conserved among at least two isozymes, and semiconservative
sites are in darker-purple. Inset (lower): MK-HNE; MK-HNA; MK-G. (b)
MK-HNE irreversibly labels Akt3(wt). HEK293T cells ectopically expressing
His6-Halo-Akt(n)-2xFlag [n = 1, 2, 3 (wt or C119S)] as indicated, were incubated (48 h) with
MK-HNE or MK-2206 in 3% FBS-containing media, and lysed, followed
by Click coupling with Cy5-azide. Nontransfected HEK293T-cell lysates
were used for background subtraction. (Lane-M: molecular-weight markers
in kDa.) Top panel: In-gel fluorescence analysis with Cy5-signal readout.
Arrow indicated band used in quantification. Middle panel: western
blot analysis using anti-Halo antibody, which allows for normalization
to Halo-fusion protein expression-levels. Bottom panel: western blot
analysis using anti-actin antibody, which allows for loading control.
Note: the left- and right-hand panels represent extremes of outputs
of the Click assay, in terms of signal-to-noise based on transfection
efficiency and inherent off-target labeling under the assay conditions.
Both scenarios however afford similar numerical outputs, using the
quantification strategies shown in part c. Also see additional independent
biological replicates of gels/blots in full-view, in the Supporting Information. (c) The quantitation
of covalent-labeling extent from gel-based analyses represented by
data in part b (also see Figures S1–S3). The normalized Cy5-fluorescence intensity (Y-axis),
which represents the relative extent of covalent labeling, for each
transgene was calculated as follows:where
“Akt–isoform TF”
designates samples originating from cells transfected with an individual
isoform of Halo-Akt(n); the square-brackets denote
specific lane quantitation; whereas angular-brackets denote average
across all corresponding lanes required for normalization. Specifically, designates the average of signal across all Halo-Akt(n)-expressing
lanes treated with indicated
compound, relative to the corresponding Western blot (WB) signal from
Halo, within the same gel; and designates the average of signal across all Halo-Akt(n)-expressing lanes that are treated with DMSO,
relative to the corresponding WB signal from Halo, within the same
gel. When signal-to-noise is high (e.g., Figure b, left panel), the equation above collapses
toError bars designate s.e.m. (n ≥ 3 independent
biological replicates). P values are from two-tailed
unpaired t-test. Please
see full-view blots and gels provided in the Supporting Information for additional biological replicates.
MK-HNE exhibits
isozyme- and residue-specific covalent binding
to Akt3(C119). (a) Akt3 homology-model derived from Akt1-crystal-structure
(PDB: 3O96).
Green and maroon arrows, respectively, indicate ATP-binding site (hinge
domain) and proposed MK-2206-targeting allosteric site with key interacting
residues shown.[8] HNE-sensing site (linker
region) is in blue with C119-residue in ball-and-stick representation.
Inset (top): alignment of linker region within Akt-isozymes. Residues
in magenta are conserved among at least two isozymes, and semiconservative
sites are in darker-purple. Inset (lower): MK-HNE; MK-HNA; MK-G. (b)
MK-HNE irreversibly labels Akt3(wt). HEK293T cells ectopically expressing
His6-Halo-Akt(n)-2xFlag [n = 1, 2, 3 (wt or C119S)] as indicated, were incubated (48 h) with
MK-HNE or MK-2206 in 3% FBS-containing media, and lysed, followed
by Click coupling with Cy5-azide. Nontransfected HEK293T-cell lysates
were used for background subtraction. (Lane-M: molecular-weight markers
in kDa.) Top panel: In-gel fluorescence analysis with Cy5-signal readout.
Arrow indicated band used in quantification. Middle panel: western
blot analysis using anti-Halo antibody, which allows for normalization
to Halo-fusion protein expression-levels. Bottom panel: western blot
analysis using anti-actin antibody, which allows for loading control.
Note: the left- and right-hand panels represent extremes of outputs
of the Click assay, in terms of signal-to-noise based on transfection
efficiency and inherent off-target labeling under the assay conditions.
Both scenarios however afford similar numerical outputs, using the
quantification strategies shown in part c. Also see additional independent
biological replicates of gels/blots in full-view, in the Supporting Information. (c) The quantitation
of covalent-labeling extent from gel-based analyses represented by
data in part b (also see Figures S1–S3). The normalized Cy5-fluorescence intensity (Y-axis),
which represents the relative extent of covalent labeling, for each
transgene was calculated as follows:where
“Akt–isoform TF”
designates samples originating from cells transfected with an individual
isoform of Halo-Akt(n); the square-brackets denote
specific lane quantitation; whereas angular-brackets denote average
across all corresponding lanes required for normalization. Specifically, designates the average of signal across all Halo-Akt(n)-expressing
lanes treated with indicated
compound, relative to the corresponding Western blot (WB) signal from
Halo, within the same gel; and designates the average of signal across all Halo-Akt(n)-expressing lanes that are treated with DMSO,
relative to the corresponding WB signal from Halo, within the same
gel. When signal-to-noise is high (e.g., Figure b, left panel), the equation above collapses
toError bars designate s.e.m. (n ≥ 3 independent
biological replicates). P values are from two-tailed
unpaired t-test. Please
see full-view blots and gels provided in the Supporting Information for additional biological replicates.Unfortunately, HNE is reactive and toxic. Hence, unlike other
natural
polypharmacologic compounds, sulforaphane, staurosporine, or quercertin,
HNE is not canonical “fodder” for drug discovery. Herein,
we disclose a rationally designed Akt3-selective covalent inhibitor
that shows moderate selectivity for Akt3 over Akt2 and that labels
Akt1 weakly. This inhibitor bears a “tamed” HNE-like
appendage fused to a noncovalent, moderately Akt1-selective pan-Akt-inhibitor
in Phase-II evaluations, MK-2206. Tagging MK-2206 with generic electrophilic
appendages gives hybrid compounds with poor Akt-labeling efficiency
in cells; however, HNE-tagging shows potent and selective Akt3-labeling.
The resulting Akt3-semiselective inhibitors [MK-H(F)NE] are effective
at low ligand occupancy, phenocopying the dominant-negative pathway
inhibition incurred upon site-specific native lipid sensing, i.e.,
Akt3(C119)-hydroxynonenylation. Further interrogations in triple-negative
BC (TNBC) cells and TNBC-xenograft models demonstrate that MK-H(F)NE
is more efficacious than MK-2206 with an Akt3-biased inhibition profile.
Inhibitor
Design and Concept Validation
We examined known Akt inhibitors
for a framework around which to
develop an Akt3-covalent inhibitor bearing an HNE-like appendage.
Akt3 homology modeling using the structure of Akt1 (PDB: 3O96)[7] shows that the HNE-reactive residue within Akt3, C119,
lies in the flexible linker separating the PH and kinase domains.
This linker lies ∼40 Å away from the ATP-binding site
(the hinge region), rendering design of HNE-hybrids targeting the
ATP-binding site unlikely. However, the ATP-noncompetitive inhibitor,
MK-2206, binds ∼25 Å from C119[8] (Figure ), a distance
that may render covalent-bond formation feasible since C119 lies on
a flexible loop. Unfortunately, MK-2206 has around ∼100-fold
higher affinity for Akt1 than Akt3,[9,10] and cells
resistant to MK-2206 typically overexpress Akt3,[11] rendering MK-2206 a challenging framework for Akt3-selective-inhibitor
design. However, we reasoned that the proposed benefits of matching
the electrophilic moiety to Akt3 could outweigh the negatives of the
ligand mismatching the protein. Furthermore, MK-2206 has some desirable
chemical attributes, including a pendent amine moiety ripe for functionalization.
We thus pursued MK-2206 derivatization and developed MK-HNE, wherein
the aldehyde of HNE is converted to an amide, linking the HNE and
MK-2206 moieties. Substitution of the aldehyde with an amide lowers
electrophilicity of the enone, reducing off-target possibilities.
We also created (1) a saturated analogue, MK-HNA, that cannot undergo
Michael adduction; and (2) MK-G, derived from a regioisomer of HNE
that is more reactive than the parent aldehyde (Figure a). An alkyne was installed in all of the
above to facilitate target validation.HEK293T cells ectopically
expressing each of the three Akt-isozymes
as functional and active HaloTagged-fusions[6] (facilitating distinction from endogenous isozymes) were treated
(5 μM, 48 h) with the indicated compounds. Lysates were subjected
to Click-coupling with azido-fluorophore, reporting inhibitor covalent
engagement. Fluorescence was normalized to Halo-expression and background
signal from both DMSO-treated transfected and nontransfected cells.
As predicted, Akt3 was labeled more efficiently than Akt2. Akt1 and
Akt3(C119S), an HNE-sensing-defective-but-otherwise-functional Akt3
(Figure b,c), were
only weakly labeled under these conditions. Comparative dose-responsive
labeling analysis in cells ectopically expressing either Akt3 or Akt2,
and fitting the resulting data to a one-site-binding model, showed
that MK-HNE labeled Akt3—3.3-fold more efficiently than Akt2
(Figure S2). Given than Akt2 has around
10-fold preference for binding to MK2206 over Akt3,[10] this level of selectivity is remarkable (Figure S2). However, the intrinsic labeling preference of
MK-HNE for Akt3 is at the lower end of what may be considered as being
selective in itself. (We outline other modes-of-action that further
promote the Akt3-biasing of MK-HNE and show evidence
below for Akt3 being the most relevant isoform functionally targeted by MK-HNE and its derivatives in cells.) MK-HNA-treatment
gave no signal intensity above background, supporting the necessity
of the enone for covalent association. MK-G showed lower labeling
than MK-HNE, and a preference for Akt2 reactivity (Figure b,c, Figure S1).Click-biotin-enrichment following MK-HNE treatment
(5 μM,
12 h) of native HEK293T cells showed that MK-HNE labeled endogenous
Akt (Figure S3).
MK-HNE Shows Persistent
Inhibition of Akt3
Kinase activity of ectopic Halo-Akt(n) (n = 1—3) can be measured in
cells[6] by ratiometric-FRET-based assays
using Akt-activity reporter
(AR) constructs.[12] 24 h treatment of HEK293T
cells expressing Halo-Akt3 and Akt-AR with either MK-2206 (5 μM)
or MK-HNE (5 μM) suppressed the ratiometric-FRET signal compared
to DMSO-treated cells, implying Akt-activity-downregulation. Reanalysis
of the same cells 48 h post-treatment showed preserved inhibition.
Media were then switched to media without inhibitor, and cells were
incubated for 24 h. Inhibition persisted only in samples originally
treated with MK-HNE (Figure a). In MK-2206-treated cells, kinase activity was restored.
A similar outcome was observed in cells expressing Halo-Akt2 (Figure S4). When Halo-Akt3(C119S) was assayed,
both MK-2206 and MK-HNE elicited inhibition prior to compound withdrawal
at 24 h; although, at 48 h, MK-HNE treatment inhibited Halo-Akt3(C119S)
less effectively than MK-2206 at 48 h (Figure b). Inhibitor withdrawal resulted in recovery
to normal activity levels for MK-2206 and MK-HNE, indicating that
C119 is the principal residue forming a covalent bond to MK-HNE.
Figure 2
MK-HNE
irreversibly inhibits Akt3 in cells by labeling C119. HEK293T
cells ectopically expressing AktAR-ratiometric-FRET-reporter and Halo-Akt3
[either wt (a) or C119S (b)] were treated (24–48 h), with MK-HNE
(5 μM), MK-2206 (5 μM), or DMSO; followed by rinsing twice
with drug-free media, and recovery in drug-free media over another
24 h (denoted as “withdrawal”). Akt-kinase activities
were measured at the indicated times, using ratiometric-FRET-based
live-cell imaging. Left: representative confocal images. [Cells were
excited using an argon laser (458 nm). Emission was observed in cyan
(463–498 nm) and yellow (525–620 nm) channels. Scale
bar 10 μm.] Right: quantitation of (YFP/CFP)-emission ratio
of individual cells. Error bars indicate 5–95% confidence intervals,
boxes show upper and lower quartiles, and central bar shows median;
dots show outliers. Cell number analyzed = 385, 201, 528, 200, 90,
85, 100, 321, 138 [Akt3(wt)]; and 108, 122, 320, 114, 81, 93, 91,
74, 90 [Akt3(C119S)], from 3 independent sets at different passage
numbers. P values are from two-tailed unpaired t-test. Also see Figures S4–S6.
MK-HNE
irreversibly inhibits Akt3 in cells by labeling C119. HEK293T
cells ectopically expressing AktAR-ratiometric-FRET-reporter and Halo-Akt3
[either wt (a) or C119S (b)] were treated (24–48 h), with MK-HNE
(5 μM), MK-2206 (5 μM), or DMSO; followed by rinsing twice
with drug-free media, and recovery in drug-free media over another
24 h (denoted as “withdrawal”). Akt-kinase activities
were measured at the indicated times, using ratiometric-FRET-based
live-cell imaging. Left: representative confocal images. [Cells were
excited using an argon laser (458 nm). Emission was observed in cyan
(463–498 nm) and yellow (525–620 nm) channels. Scale
bar 10 μm.] Right: quantitation of (YFP/CFP)-emission ratio
of individual cells. Error bars indicate 5–95% confidence intervals,
boxes show upper and lower quartiles, and central bar shows median;
dots show outliers. Cell number analyzed = 385, 201, 528, 200, 90,
85, 100, 321, 138 [Akt3(wt)]; and 108, 122, 320, 114, 81, 93, 91,
74, 90 [Akt3(C119S)], from 3 independent sets at different passage
numbers. P values are from two-tailed unpaired t-test. Also see Figures S4–S6.Unlike most covalent drugs currently
in clinical use/trials, MK-HNE
is a chimera of two different Akt-inhibitors, which have different
mechanisms: MK-2206 elicits almost full suppression of Akt3(T305)-phosphorylation;
HNE has little effect on phospho-T305-levels.[6] We compared how MK-2206 and MK-HNE, respectively, affect Akt3(T305)-phosphorylation
to illuminate which component (HNE, or MK-2206) dominates the mode-of-inhibition
of Akt3. We analyzed Halo-Akt3 phospho-T305-levels, in cells treated
with saturating doses of either MK-2206 or MK-HNE by western blot
(Figure S5a) and ELISA (Figure S5b). Akt3(T305)-phosphorylation was not affected by
MK-HNE, whereas Akt3(T305) phosphorylation was fully suppressed by
MK-2206. Thus, surprisingly the covalent labeling of Akt3 via the
HNE-derived component within MK-HNE likely dominates the mechanism
of pathway inhibition.
MK-H(F)NE Manifest Privileged kinact Values
To vary oxidative stability and
improve reactivity, we replaced
the alcohol within MK-HNE with either a fluorine (elevated electron-withdrawing
capacity), to give MK-FNE, or a proton (reduced electron-withdrawing
capacity), to give MK-NE. Both MK-FNE and MK-NE covalently labeled
ectopic Halo-Akt3 in cells (Figure S6).
In a coupled assay for Akt3 activity, all 3 inhibitors elicited time-dependent
inactivation of recombinant humanAkt3. MK-FNE had the best second-order
kinetics of the three inhibitors, which was principally due to an
effect on Ki, not on kinact (Figure a, Figure S7a–e). MK-HNE
showed faster second-order inactivation rates than MK-NE, also due
to reduction in Ki. These observations
indicate that both the OH- and F-substituted inhibitors [MK-H(F)NE]
bind Akt3 better than the unsubstituted inhibitor (MK-NE). Such an
outcome is consistent with the pendant alkyl chain on the inhibitor
promoting inhibition. For all these inhibitors, kinact was ∼12 ms–1, ∼5–10-fold
faster than most approved covalent EGFR-kinase inhibitors derived
from similar 1,2-disubstituted enone scaffolds (Figure c).[13] We replicated
these experiments with the regioisomer of MK-HNE, MK-G, which showed
poor Akt3-labeling potency in the cell-based assay. MK-G emerged to
be a poor inhibitor of Akt3 and showed no time dependence over the
time course of the assay. This result, especially when taken with
the cell-based data, indicates a reversible binding mode. The Ki of MK-G for Akt3 was ∼80 μM (Figure S7g,h).
Figure 3
MK-FNE manifests an efficient covalent-inactivation
rate in vitro
and dominant pathway-suppression in cells through Akt3(C119)-labeling.
(a–c) Akt3-covalent inhibition analyzed by NADH-coupled kinase-activity
assays. (Error bars indicate s.e.m.; n ≥ 3
replicates from two independent sets of Akt3 kinase.) Also see Figure S7. (a) Progress curves for inhibition
of recombinant-human-Akt3 (0.15 μM) by MK-FNE. Solid curves:
best nonlinear fits using eq i. Inset: (top) residual analysis of
the fit; (right) eqs i—iii. (For individual terms, see Figure S7.) (b) kobs [fit to eq ii] against [MK-FNE]. (c) Akt3-covalent-inactivation
parameters for the indicated compounds under identical conditions
from eqs ii and iii. (d, e) Dominant loss of Akt3-kinase activity
measured by AktAR-ratiometric-FRET reporter assays (see Figure , Figures S4 and S8). HEK293T cells were cotransfected with AktAR-reporter-plasmid
and an equivalent amount of a plasmid mix containing Halo-Akt3(wt:C119S)
in the indicated ratios. After 12 h, cells were treated (48 h) with
MK-FNE (5 μM) or DMSO; washed twice with drug-free media; and
allowed to recover over another 24 h (indicated as “withdrawal”).
(d) Representative images. (e) Image-J quantitation of YFP/CFP-emission
ratios after 24 h recovery in drug-free media. Data were normalized
to the respective DMSO-treated samples subjected to otherwise identical
conditions. Error bars indicate 5–95% percentile of data with n (cell no.) = 497, 326, 375, 312, 337, from 3 independent
sets of cells at different passage numbers. P values
are from two-tailed unpaired t-test.
MK-FNE manifests an efficient covalent-inactivation
rate in vitro
and dominant pathway-suppression in cells through Akt3(C119)-labeling.
(a–c) Akt3-covalent inhibition analyzed by NADH-coupled kinase-activity
assays. (Error bars indicate s.e.m.; n ≥ 3
replicates from two independent sets of Akt3 kinase.) Also see Figure S7. (a) Progress curves for inhibition
of recombinant-human-Akt3 (0.15 μM) by MK-FNE. Solid curves:
best nonlinear fits using eq i. Inset: (top) residual analysis of
the fit; (right) eqs i—iii. (For individual terms, see Figure S7.) (b) kobs [fit to eq ii] against [MK-FNE]. (c) Akt3-covalent-inactivation
parameters for the indicated compounds under identical conditions
from eqs ii and iii. (d, e) Dominant loss of Akt3-kinase activity
measured by AktAR-ratiometric-FRET reporter assays (see Figure , Figures S4 and S8). HEK293T cells were cotransfected with AktAR-reporter-plasmid
and an equivalent amount of a plasmid mix containing Halo-Akt3(wt:C119S)
in the indicated ratios. After 12 h, cells were treated (48 h) with
MK-FNE (5 μM) or DMSO; washed twice with drug-free media; and
allowed to recover over another 24 h (indicated as “withdrawal”).
(d) Representative images. (e) Image-J quantitation of YFP/CFP-emission
ratios after 24 h recovery in drug-free media. Data were normalized
to the respective DMSO-treated samples subjected to otherwise identical
conditions. Error bars indicate 5–95% percentile of data with n (cell no.) = 497, 326, 375, 312, 337, from 3 independent
sets of cells at different passage numbers. P values
are from two-tailed unpaired t-test.
MK-FNE Engenders Dominant-Negative Inhibition of Akt3, but Not
Akt2
MK-FNE also showed irreversible Akt3 inhibition in HEK293T
cells
expressing Halo-Akt3(wt). Inhibition was reversible in cells expressing
Akt3(C119S) (Figure d,e, Figure S8). When a 50:50 mixture
of Akt3:Akt3(C119S) was expressed, complete inhibition persisted postwithdrawal.
Thus, MK-FNE retains dominant-negative effects similar to Akt3(C119)-specific
hydroxynonenylation.[6] When we repeated
this experiment in cells expressing 50:50 Halo-Akt2(wt):Halo-Akt3(C119S),
no similar dominant-negative effects were observed; i.e., significant
release from inhibition was observed postremoval of MK-FNE (Figure S9e,f). The difference in the outcomes
observed in the two heterozygote-mimicking backgrounds further shows
that HNE-like motifs possess additional modes of inhibition when interacting
with Akt3, as opposed to other Akt isoforms. These modes could synergize
with the improved kinetic selectivity shown by MK-FNE for Akt3. We
investigated these effects further below.
MK-FNE Manifests Increased
Selectivity and Greater Sustained
Efficacy than MK-2206 in pten–/– Triple-Negative BC-Cells
Because Akt3-knockdown in MDA-MB-468
attenuates the tumor-growth
rate,[14] we explored the correlation between
cellular Akt-isoform dependency and MK-H(F)NE potency in BCs. We chose
6 BC lines not believed to rely on Akt2 and Akt3 for survival, two
of which, T47D and Hs578T, require Akt1 for growth. We also chose
2 BC lines highly dependent on Akt2 and Akt3 for survival (MDA-MB-468
and BT-549). MK-FNE showed similar toxicity to MK-2206 against the
latter two cell lines (Figure a). Consistent with the regain in ectopic-Akt3(wt)-activity
upon MK-2206-withdrawal (Figure a), when MK-2206 was withdrawn from MDA-MB-468 line,
statistically significant regrowth was observed: regrowth was not
observed in MK-H(F)NE-treated cells (Figure S10). Noting that dominant-negative inhibition was observed specifically
during Akt3-targeting, and Akt1-targeting was not covalent, these
data provide further evidence for an Akt3-functionally selective mechanism
in MDA-MB-468. In this line, HNE-amide-induced proliferation inhibition
EC50 was >200 μM (Figure S11). HNE-amide also did not show any synergism with MK2206 (%Figure S11), indicating that chemical fusion
of the twain is required to observe the effects we see with MK-H(F)NE.
Figure 4
MK-FNE
exhibits enhanced selectivity against Akt3-dependent TNBC
lines relative to MK-2206. Also see Supplemental Figure S9−S11. (a) 3000 cells per well in a 96-well-plate
were treated with varied doses of MK-2206 (left) or MK-FNE (right)
and grown for 3 days. Error bars indicate s.e.m.; n ≥ 7 from 2 independent sets of cells at different passage
numbers. Solid curves represent the best non-linear fit to equation
below. Inset: heat map illustration of resulting EC50s. (b) MDA-MB-468 cells were transfected with
the indicated siRNA (see supplementary methods for siRNA-targeting
sequence information) for 12-h and subsequently passaged to 96-well
plates and allowed to recover for 12-h. Cells were then treated with
MK-2206 (left) or MK-FNE (right) for 3 days. Error bars indicate s.e.m.; n ≥ 7 from 2 independent sets of cells at different
passage numbers. Solid curves show fit to the equation above. Inset
(left): heat map illustration of resulting EC50s. Inset (right): selectivity
ratio of MK-FNE over MK-2206 calculated using the equation below.
See also Table S1 in supplemental information.
MK-FNE
exhibits enhanced selectivity against Akt3-dependent TNBC
lines relative to MK-2206. Also see Supplemental Figure S9−S11. (a) 3000 cells per well in a 96-well-plate
were treated with varied doses of MK-2206 (left) or MK-FNE (right)
and grown for 3 days. Error bars indicate s.e.m.; n ≥ 7 from 2 independent sets of cells at different passage
numbers. Solid curves represent the best non-linear fit to equation
below. Inset: heat map illustration of resulting EC50s. (b) MDA-MB-468 cells were transfected with
the indicated siRNA (see supplementary methods for siRNA-targeting
sequence information) for 12-h and subsequently passaged to 96-well
plates and allowed to recover for 12-h. Cells were then treated with
MK-2206 (left) or MK-FNE (right) for 3 days. Error bars indicate s.e.m.; n ≥ 7 from 2 independent sets of cells at different
passage numbers. Solid curves show fit to the equation above. Inset
(left): heat map illustration of resulting EC50s. Inset (right): selectivity
ratio of MK-FNE over MK-2206 calculated using the equation below.
See also Table S1 in supplemental information.Importantly, in non-Akt2/3-reliant
lines (T47D and Hs578T), MK-FNE
induced significantly less toxicity than MK-2206 (Figure a). Since many lines become
Akt3-dependent upon Akt1-selective inhibitor exposure, we tested if
MK-FNE exhibits better efficacy against MK-2206-resistant lines than
MK-2206. We used a previously developed T47D (Akt1-dependent) line
exhibiting a 5-fold increase in resistance to MK-2206 treatment, due
to upregulation of Akt3-expression.[11] Consistent
with our proposed mode of toxicity, the MK-2206-resistant-T47D cells
showed only a 1.6-fold increase in resistance to MK-FNE (Figure S12).
MDA-MB-468 Exhibits Selective
Sensitivity to MK-FNE upon Akt3-Specific
Knockdown
To show that endogenous Akt3 is a key functionally
relevant target
of our compounds, we used isoform-selective Akt-knockdown (Figure S13) combined with inhibitor treatment.
Partial knockdown of the principal protein target of the compound
should sensitize cells to the compound. Comparing the EC50-values of proliferation suppression between MK-2206 and MK-FNE,
we found that Akt3-knockdown sensitized cells to MK-FNE, whereas knockdown
of Akt1 sensitized cells to MK-2206 (Figure b, Table S1).
Although one siRNA targeting Akt2 showed moderate synergy with MK-FNE,
the overwhelming majority of siRNAs (4 out of 5, showing 50–75%
knockdown efficiency, Figure S13) showed
no synergy. These outputs are strongly consistent with the proposed
selectivity profiles, namely, that MK2206 targets Akt1, and MK-FNE
targets Akt3.
MK-FNE and MK-2206 Regulate Different Akt-Dependent
Phosphorylations
Although this property was not shared by
all Akt-targeting drugs,
e.g., GDC0068 and GSK690693, MK2206 and MK-F(H)NE elicited similar
cell cycle changes (G1/G0-stall) (Table S2). Nevertheless, based on the divergent toxicity profiles and isoform-selective
sensitization displayed by MK-FNE and MK-2206, we hypothesized that
these inhibitors may differentially affect the phosphorylation of
Akt targets. We used SILAC (Figure a) to map the specific phosphorylated targets altered
in response to MK-FNE vs MK-2206 in MDA-MB-468 cells. Using an antibody
recognizing the canonical Akt-phosphorylation-site sequence (RXXT/S; where the italicized site indicates
a phosphorylated residue), coprecipitated proteins were quantitatively
profiled. Each inhibitor-treated sample (heavy-Arg-/Lys-labeled cells)
was compared to DMSO (light).
Figure 5
MK-FNE modulates novel downstream targets distinct
from those affected
by MK-2206. (a) SILAC-proteomics analysis identifies Akt3-specific
substrates. 1:1 mixing of “Heavy” MDA-MB-468-cells treated
(36 h) with either MK-FNE or MK-2206 (at EC60-concentrations)
and DMSO-treated “Light” cells were lysed and phosphorylated
target-proteins were enriched using an immobilized phospho-Akt-substrate
antibody (110b7E). Enriched targets were resolved by SDS-PAGE, trypsin-digested,
and analyzed by LC-MS/MS. (b–e) Selection criteria and validations
deployed. (b) Among the 47 hits suppressed exclusively upon MK-FNE-treatment,
11 were previously not clearly linked to Akt. Similar selection criteria
discovered 3 hits from MK-2206-subset. (c) Cytotoxicity of MK-HNE
and MK-2206 analyzed by alamarBlue in indicated knockdown lines: inset
(top-right). Data show ± s.d. (n ≥ 8).
Frequency-distribution analysis selects knockdown lines deviating
by ±1σ from group mean. (d) Knockdown of selected hits,
KIFC1, Grsf1, and JUP, assessed by western blot: representative data
from three independent shKIFC1-lines against two shControl-lines.
See also Figure S16. (e) Proliferation
inhibition of MDA-MB-468 cells by either MK-FNE or MK-2206 was compared
under either DMSO- or AZ82-treatment. Two-tailed unpaired t-test was applied (independent biological replicates: MK-FNE, n = 3, MK-2206, n = 15). See also Figures S12–S21.
MK-FNE modulates novel downstream targets distinct
from those affected
by MK-2206. (a) SILAC-proteomics analysis identifies Akt3-specific
substrates. 1:1 mixing of “Heavy” MDA-MB-468-cells treated
(36 h) with either MK-FNE or MK-2206 (at EC60-concentrations)
and DMSO-treated “Light” cells were lysed and phosphorylated
target-proteins were enriched using an immobilized phospho-Akt-substrate
antibody (110b7E). Enriched targets were resolved by SDS-PAGE, trypsin-digested,
and analyzed by LC-MS/MS. (b–e) Selection criteria and validations
deployed. (b) Among the 47 hits suppressed exclusively upon MK-FNE-treatment,
11 were previously not clearly linked to Akt. Similar selection criteria
discovered 3 hits from MK-2206-subset. (c) Cytotoxicity of MK-HNE
and MK-2206 analyzed by alamarBlue in indicated knockdown lines: inset
(top-right). Data show ± s.d. (n ≥ 8).
Frequency-distribution analysis selects knockdown lines deviating
by ±1σ from group mean. (d) Knockdown of selected hits,
KIFC1, Grsf1, and JUP, assessed by western blot: representative data
from three independent shKIFC1-lines against two shControl-lines.
See also Figure S16. (e) Proliferation
inhibition of MDA-MB-468 cells by either MK-FNE or MK-2206 was compared
under either DMSO- or AZ82-treatment. Two-tailed unpaired t-test was applied (independent biological replicates: MK-FNE, n = 3, MK-2206, n = 15). See also Figures S12–S21.There was substantial overlap between the immunoprecipitated proteins
profiled in the two sets (i.e., MK-2206 vs DMSO; and MK-FNE vs DMSO)
irrespective of Heavy:Light ratios. Twenty-five total proteins profiled
within these two data sets were known Akt-substrates reported in PhosphoSitePlus
(PSP) (Figure S14). Analyzing the depleted
protein targets (i.e., suppression of substrate phosphorylation following
inhibitor treatment; targets with low Heavy:Light ratios) (Figure b) revealed several
nonoverlapping hits, i.e., protein substrates whose phosphorylation
was differentially affected upon MK-2206- vs MK-FNE-treatment. From
these nonoverlapping hits, we further imposed selection rules (Figure b), giving 14 hits
for further investigations. These 14 hits all deviated by −3σ
from the mean Heavy:Light ratio of the two respective data sets (Figure b).
KIFC1 Is a Novel
Downstream Target Underpinning MK-HNE Sensitivity
For these
14 genes, three independent shRNA-knockdown MDA-MB-468
lines were generated. The sensitivity of each knockdown line to MK2206
vs MK-HNE was profiled relative to shControl lines (Figure b, inset). For 3 of the 14
proteins knocked down, 2 of the 3 knockdown lines showed significantly
different sensitivity to MK2206 vs MK-HNE, compared to shControl cells
and other knockdown lines. These 3 proteins, Grsf1, KIFC1, and JUP,
all house potential Akt-phosphorylation sites (Figure S15). Western-blot-based knockdown validation ruled
out JUP but allowed retention of Grsf1 and KIFC1, which were both
in the MK-FNE-exclusively depleted data sets.Grsf1 is not known
to be associated with the Akt-pathway, and only
one report has to date implicated KIFC1 as an Akt-pathway regulator,
albeit with an unclear mechanism.[15] The
selectivity EC50(MK-HNE)/EC50(MK-2206) both
increased upon knocking down either KIFC1 or Grsf1 in MDA-MB-468 cells
[75 and 15% knockdown efficiencies, respectively (Figure S16, Figure d)], indicating that the depletion of either of these targets
renders the cells less sensitive to MK-HNE with respect to MK-2206.
We further investigated potential synergy with the KIFC1-inhibitor,
AZ82. Consistent with our shRNA data, AZ82 selectively promoted resistance
to MK-FNE, but not MK-2206 (Figure e).We examined the correlation between the expression
level of individual
Akt isoforms and that of KIFC1 and Grsf1, in breast, lung, gastric,
colorectal cancers, and melanomas in the patient database. A negative
correlation was found in all patients between KIFC1 and Akt3, and
also between Grsf1 and Akt3, in all but melanoma. Notably, Akt1 and
Akt2 expressions were not consistently correlated with either KIFC1
or Grsf1 (Figures S17–S21). Furthermore, Akt1-expression was also negatively
correlated with Akt3-expression in all except gastric and colorectal
cancers. These data overall underscore that MK-FNE functions are distinct
from MK-2206 and showed that these inhibitors can be exploited to
identify hitherto-unknown pathway intersections functionally selective
to Akt3.
MK-FNE and MK-HNE Are More Efficacious than MK-2206 in Mouse
Xenograft Models
In mouse microsome stability assays, MK-2206
had t1/2 = 86 min, whereas our inhibitors
had significantly
shorter half-lives (t1/2: 15 and 29 min
for MK-FNE and MK-HNE, respectively) (Figure a). Nevertheless, for covalent drugs, metabolic
stability is often less important than achieving target engagement,
and further, we had evidence above that only fractional occupancy
of Akt3 by MK-FNE is required for blocking Akt3-signaling.
Figure 6
MK-FNE exhibits
overall increased efficacy in MDA-MB-468 xenograft
mice. See also Figure S22. (a) Metabolic
stability analyzed by mouse liver microsomal stability assay. Data
were fit as follows. k for each fit was used to calculate
half-life: t1/2 (b) Mice bearing MDA-MB-468
xenografts on both flanks were treated with either vehicle (DMSO)
or 200 mg/kg of indicated compounds twice weekly. Individual tumor
size was monitored, and data were fit by linear regression [see Figure S22c]. The plot here shows the resultant
slopes over 9 days (±s.e.m.). (14 biological replicates per each
treatment-group.) (c) Data are represented as the mean of fold change
in tumor size [normalized to corresponding Day 0] (±s.e.m.).
Data were fit by linear regression to the following equation:The resultant slopes (m)
were: 0.0638 ± 0.0032 (DMSO); 0.0547 ± 0.0018 (MK-2206);
0.0473 ± 0.0015 (MK-FNE); 0.0438 ± 0.0022 (MK-HNE). (d)
Blood-glucose levels 4 days after termination of dosing on Day 17
(overall Day 21). (Data normalized to control-group.) All P values are from two-tailed unpaired t-test (5 mice per group). (e) Representative Rottermann Contrast
(RC) and epifluorescence images of MDA-MB-468 tumors. Two mice in
each group were sacrificed 1 day after termination of compound-dosing.
Tumors were harvested, sliced, formalin-fixed, and subject to Click
coupling with Cy5-azide. Scale bar 500 μm. (f) Representative
H&E section of MDA-MB-468 tumors in each treatment group. Left
column: whole tumor cross-section (5× objective; scale bar, 500
μm), with expanded views (10× objective; scale bar, 100
μm) of the dotted regions featured in middle and right columns
wherein microvessels are marked with arrows.
MK-FNE exhibits
overall increased efficacy in MDA-MB-468 xenograft
mice. See also Figure S22. (a) Metabolic
stability analyzed by mouse liver microsomal stability assay. Data
were fit as follows. k for each fit was used to calculate
half-life: t1/2 (b) Mice bearing MDA-MB-468
xenografts on both flanks were treated with either vehicle (DMSO)
or 200 mg/kg of indicated compounds twice weekly. Individual tumor
size was monitored, and data were fit by linear regression [see Figure S22c]. The plot here shows the resultant
slopes over 9 days (±s.e.m.). (14 biological replicates per each
treatment-group.) (c) Data are represented as the mean of fold change
in tumor size [normalized to corresponding Day 0] (±s.e.m.).
Data were fit by linear regression to the following equation:The resultant slopes (m)
were: 0.0638 ± 0.0032 (DMSO); 0.0547 ± 0.0018 (MK-2206);
0.0473 ± 0.0015 (MK-FNE); 0.0438 ± 0.0022 (MK-HNE). (d)
Blood-glucose levels 4 days after termination of dosing on Day 17
(overall Day 21). (Data normalized to control-group.) All P values are from two-tailed unpaired t-test (5 mice per group). (e) Representative Rottermann Contrast
(RC) and epifluorescence images of MDA-MB-468tumors. Two mice in
each group were sacrificed 1 day after termination of compound-dosing.
Tumors were harvested, sliced, formalin-fixed, and subject to Click
coupling with Cy5-azide. Scale bar 500 μm. (f) Representative
H&E section of MDA-MB-468tumors in each treatment group. Left
column: whole tumor cross-section (5× objective; scale bar, 500
μm), with expanded views (10× objective; scale bar, 100
μm) of the dotted regions featured in middle and right columns
wherein microvessels are marked with arrows.We thus evaluated these compounds in xenograft tumor models (Figure b–d, Figure S22). Polyclonal MDA-MB-468 cells were
injected into each flank of female nude mice, and after 7 days, each
inhibitor or DMSO was administered by oral gavage. To analyze the
overall growth rates, tumor volume normalized to the zero point was
plotted as a function of time (Figure c), and growth rates were calculated by linear regression,
which best fit the data. MK-2206 showed moderate, but significant
(14%) tumor-growth suppression overall. However, our hybrid inhibitors,
MK-HNE and MK-FNE, showed 31% and 26% suppression, indicating that
our molecules are significantly more potent than MK-2206 in this assay.
Animals showed no weight loss despite repeated dosing with compound
for 3 weeks. Importantly blood glucose levels in MK-2206-treated mice
were elevated relative to MK-FNE-treated mice (Figure d), indicating that MK-FNE does not show
one of the most common side effects of MK-2206 treatment.[16] Excision of the tumors and staining of the compound
using Click-assays showed that our hybrid-compounds were able to label
tumors covalently (Figure e). Finally, H&E staining of the excised tumors showed
overall less microvessel formation in tumors treated with MK-H(F)NE
than MK-2206 and DMSO (Figure f).
Discussion
Covalent drug design
has become a significant weapon in the armory
of medicinal chemists. However, of the ∼50 kinase inhibitors
approved, only 6 are definitively covalent inhibitors, of which most
were approved over the past 10 years. Given our interest in the electrophile
signaling field,[17] we were struck that
the common methods to fashion electrophile drugs consist of attachment
of an ostensibly unfunctionalized enone moiety to a pre-existing noncovalent
drug scaffold.[5] Building on our recent
data, we were compelled to test the hypothesis that a druglike molecule
could effectively deliver HNE to a target protein, eschewing the known
off-target effects of HNE, which render HNE an unlikely drug candidate,
but retaining the protein-specific beneficial effects of HNEylation.
In this paper, we provide evidence that such a strategy is possible
and gives predictable, and overall improved, outputs compared to parent
ligands/equivalent electrophiles. Indeed, our analyses of labeling,
mechanism, pathway modulation (e.g., T305-phosphorylation), and cell-line
specific toxicities offer a consistent vein of logic attesting to
the fact that MK-HNE and MK-FNE have properties more similar to the
covalent moiety HNE, over the parent noncovalent ligand MK-2206. These
data imply that drugs designed from natural lipid-derived electrophiles
likely have different pharmacological properties to their parent noncovalent
ligands. Such an ability to engender a diverse series of physiological
outcomes from a single “ligandable” interaction is very
useful. Furthermore, since the effects of the covalent moiety are
predictable from methods such as T-REX, this makes a powerful combination
for rational design that we will investigate further.Perhaps
the most striking aspect of these data is the semiselective
targeting of Akt3 by MK-H(F)NE. Indeed, Akt has proven a difficult
family of proteins to target selectively[18] with numerous drugs reaching early phase clinical trials, but none
progressing to approval often due to off-target effects. Among the
isozymes of Akt, Akt3-specific inhibition has proven particularly
challenging, and most Akt-targeting drugs target Akt1 selectively
over the other Akt-isozymes.[19] Thus, our
first thought was to examine the selectivity of these compounds for
the different isoforms of Akt. Our compounds did not readily form
covalent bonds to Akt1. However, our molecules showed some ability
to label Akt2. This event reached 50% saturation at a concentration
3.5-fold higher than Akt3 labeling. Furthermore, Akt2 labeling did
not elicit a dominant-negative effect, like it did for Akt3. Because
of these synergizing factors, MK-HNE/FNE appear to be functionally
quite selective Akt3-inhibitors, certainly with respect to Akt1, and,
to a moderate extent, Akt2 as well. In order to evaluate how Akt3-functional
targeting was involved in the mode-of-action of these molecules, we
first turned to measuring synergy with knockdown of specific Akt-isoforms.
Consistent with endogenous Akt3 being a significant component of the
pharmaceutical activity of our compounds, MK-FNE showed synergy only
with knockdown of Akt3, whereas MK2206, an Akt1-semiselective drug,
showed synergy with only siAkt1. siAkt-2 showed no synergy with either
molecule. Indeed, MK-FNE showed a higher extent of synergy with Akt3
than the synergy shown by MK-2206 for Akt1. This trend was reflected
in the fact that MK2206-resistant lines,[11] which are Akt3-dependent, were sensitized to MK-FNE. Thus, Akt3
is a pharmaceutically important target of MK-FNE: Akt3 is not a particularly
important target of MK-2206, as expected. Clearly these observations
do not rule out that MK-H(F)NE has other targets. However, the data
implicate Akt3 targeting, as opposed to other Akt-isoforms, as a significant
event in the pharmaceutical behavior of MK-H(F)NE.We progressed
to examine the utility of our molecules, as there
is little data available to show how well tolerated or efficacious
semiselective Akt3-inhibition could be, particularly in advanced models.
Our data attest that Akt3-selective targeting can be efficacious.
In cells and in mouse models, Akt3-targeting exhibits lower side-effects
and higher efficacy than a compound presently in clinical trials.
Finally, by comparing the effects of MK-2206 and MK-FNE on Akt-dependent
phosphorylations, we found novel allele-specific drug intersections,
demonstrating that our inhibitors are sufficiently selective and informative
to provide new biologically relevant insight. The most interesting
is KIFC1, which we believe deserves more extensive follow up.Although we are aware that one single success does not prove generality,[5] we conclude that our data are most encouraging
for developing drugs based on reactive lipids. Critically, these natural
electrophiles[20] have broad target spectra
that we show here for the first time can be biased through ligandability.
We will continue to investigate these effects by modifying other inhibitors.
Safety
Statement and Animal Model Research
All chemical and biological
studies in vitro and cultured cells
were conducted in accordance with institutional chemical and biosafety
protocols. Studies involving mice models were performed by Washington
Biotech. Inc., following ethical standards for animal studies of the
Office for Laboratory Animal Welfare (OLAW), division of the US Public
Health Service as administered by the US National Institutes of Health.
Authors: Y Rebecca Chin; Taku Yoshida; Andriy Marusyk; Andrew H Beck; Kornelia Polyak; Alex Toker Journal: Cancer Res Date: 2013-12-12 Impact factor: 12.701
Authors: Phillip A Schwartz; Petr Kuzmic; James Solowiej; Simon Bergqvist; Ben Bolanos; Chau Almaden; Asako Nagata; Kevin Ryan; Junli Feng; Deepak Dalvie; John C Kath; Meirong Xu; Revati Wani; Brion William Murray Journal: Proc Natl Acad Sci U S A Date: 2013-12-17 Impact factor: 11.205
Authors: Lena Quambusch; Ina Landel; Laura Depta; Jörn Weisner; Niklas Uhlenbrock; Matthias P Müller; Franziska Glanemann; Kristina Althoff; Jens T Siveke; Daniel Rauh Journal: Angew Chem Int Ed Engl Date: 2019-11-08 Impact factor: 15.336
Authors: Yi Zhao; Pierre A Miranda Herrera; Dalu Chang; Romain Hamelin; Marcus J C Long; Yimon Aye Journal: Proc Natl Acad Sci U S A Date: 2022-02-01 Impact factor: 11.205