Krista A Matthews1, Kossi M Senagbe2, Christopher Nötzel3,4, Christopher A Gonzales2, Xinran Tong3, Filipa Rijo-Ferreira5, Natarajan V Bhanu6, Celia Miguel-Blanco7, Maria Jose Lafuente-Monasterio7, Benjamin A Garcia6, Björn F C Kafsack3,4, Elisabeth D Martinez1,2. 1. Department of Pharmacology, The University of Texas Southwestern Medical Center, 6000 Harry Hines Blvd., Dallas, Texas 75390, United States. 2. Hamon Center for Therapeutic Oncology Research, The University of Texas Southwestern Medical Center, 6000 Harry Hines Blvd., Dallas, Texas 75390, United States. 3. Department of Microbiology & Immunology, Weill Cornell Medicine, 1300 York Avenue, W-705, New York, New York 10065, United States. 4. Biochemistry, Cell & Molecular Biology Graduate Program, Weill Cornell Medicine, 1300 York Avenue, W-705, New York, New York 10065, United States. 5. Department of Neuroscience, The University of Texas Southwestern Medical Center, 6000 Harry Hines Blvd., Dallas, Texas 75390, United States. 6. Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, 3400 Civic Center Blvd., Bldg. 421, Philadelphia, Pennsylvania 19104, United States. 7. Tres Cantos Medicines Development Campus, GlaxoSmithKline, P.T.M. Severo Ochoa, Tres Cantos, Madrid 28760, Spain.
Abstract
Little is known about the role of the three Jumonji C (JmjC) enzymes in Plasmodium falciparum (Pf). Here, we show that JIB-04 and other established inhibitors of mammalian JmjC histone demethylases kill asexual blood stage parasites and are even more potent at blocking gametocyte development and gamete formation. In late stage parasites, JIB-04 increased levels of trimethylated lysine residues on histones, suggesting the inhibition of P. falciparum Jumonji demethylase activity. These epigenetic defects coincide with deregulation of invasion, cell motor, and sexual development gene programs, including gene targets coregulated by the PfAP2-I transcription factor and chromatin-binding factor, PfBDP1. Mechanistically, we demonstrate that PfJmj3 converts 2-oxoglutarate to succinate in an iron-dependent manner consistent with mammalian Jumonji enzymes, and this catalytic activity is inhibited by JIB-04 and other Jumonji inhibitors. Our pharmacological studies of Jumonji activity in the malaria parasite provide evidence that inhibition of these enzymatic activities is detrimental to the parasite.
Little is known about the role of the three Jumonji C (JmjC) enzymes in Plasmodium falciparum (Pf). Here, we show that JIB-04 and other established inhibitors of mammalian JmjC histone demethylases kill asexual blood stage parasites and are even more potent at blocking gametocyte development and gamete formation. In late stage parasites, JIB-04 increased levels of trimethylated lysine residues on histones, suggesting the inhibition of P. falciparum Jumonjidemethylase activity. These epigenetic defects coincide with deregulation of invasion, cell motor, and sexual development gene programs, including gene targets coregulated by the PfAP2-I transcription factor and chromatin-binding factor, PfBDP1. Mechanistically, we demonstrate that PfJmj3 converts 2-oxoglutarate to succinate in an iron-dependent manner consistent with mammalianJumonji enzymes, and this catalytic activity is inhibited by JIB-04 and other Jumonji inhibitors. Our pharmacological studies of Jumonji activity in the malaria parasite provide evidence that inhibition of these enzymatic activities is detrimental to the parasite.
The most lethal of the five
species of malaria is Plasmodium falciparum (Pf), affecting 3.4 billion humans annually.[1] The P. falciparum life cycle consists
of single rounds of replication in the mosquito and human liver followed
by the release of merozoites into the bloodstream. Following red blood
cell (RBC) invasion by the extracellular merozoites, the asexual blood
stages initiate remodeling of their host cell (ring forms and early
trophozoite) followed by repeated rounds of nuclear replication (late
trophozoite/early schizont) and a single round of cell division (schizont)
ending with the release of new merozoites from the infected RBC 48
h later. A low percentage of schizonts form merozoites that are committed
to differentiate into male and female sexual stage gametocytes that
mediate transmission to the next host. Proper transcriptional regulation
at each stage of P. falciparum development is
essential for the successful completion of the life cycle.[2]P. falciparum controls
several key gene expression programs through epigenetic mechanisms
mediated by histone modifying enzymes. The trimethylation of histones
at specific genomic loci regulates the expression of stage-specific
transcription factors such as AP2-G, of nutrient uptake channels including
the clag3 gene paralogs, of invasion pathways, and
of multigene families involved in antigenic variation.[2−11]Histone trimethylation is regulated by trimethyl writers (including
SET enzymes) and trimethyl erasers. Jumonji C domain (JmjC) containing
enzymes, a subfamily of 2-oxoglutarate (2-OG)-dependent oxygenases
that catalyze hydroxylation and demethylation of substrates, are the
known demethylases of histone trimethylation (reviewed in ref (12)). The core of the JmjC
domain is comprised of a double-stranded β-helix fold containing
the active site residues that coordinate Fe(II), bind 2-OG, and interact
with substrates like histone tails.[12,13] The binding
of Fe(II) and 2-OG initiates the oxidative decarboxylation of 2-OG,
generating succinate and an iron intermediate. Jumonji enzymes use
this intermediate to either hydroxylate or demethylate a variety of
protein and nonprotein substrates. In contrast to the large family
of Jumonji enzymes in mammals (∼30), the P. falciparum genome encodes only three proteins containing JmjC enzymatic domains,
designated as PfJmjC1 (PF3D7_0809900), PfJmjC2 (PF3D7_0602800), and
PfJmj3 (PF3D7_1122200).[14,15] The catalytic triad
residues that coordinate Fe(II) (HxD/E,H) and the 2-OG-binding residues
are conserved in all three P. falciparum proteins.
Furthermore, all three P. falciparum Jumonji
enzymes are expressed during the parasite’s intraerythrocytic
developmental cycle (IDC), during gametocyte development,
and in ookinetes.[16−19] Jiang et al. generated single knockout lines of PfJmjC1 and PfJmjC2 that were viable, indicating that neither
of these enzymes are essential for blood stage parasite survival in
a laboratory environment.[15]PfJmj3 has yet to be subjected to similar knockout analysis, although a
recent transposon mutagenesis study suggests that an exonal insertion
in the gene for PfJmj3 yields viable parasites.[20] The essentiality of the Jumonji enzymes in other
stages of the P. falciparum’s life cycle
has yet to be investigated. In all organisms studied to date, Jumonjihistonelysine demethylases (KDMs) are the only family of histone
demethylases enzymatically capable of removing trimethyl marks; thus,
the aggregate PfJmj histonedemethylase activity is likely central
in regulating transcriptional programs in the parasite.[12,21]We and others have developed small molecule inhibitors of
mammalianJumonji KDM enzymes that interfere with catalysis by disrupting interactions
with the iron cofactor, the 2-OG cosubstrate, and/or the histone substrate.[22−29] Since PfJmj proteins contain the conserved amino acid residues for
binding to cofactor, cosubstrate, and substrate, we speculated that
these inhibitors would block the total Jumonji catalytic activity
in the parasite. We therefore evaluated the antimalarial activity
of a collection of small molecule inhibitors of mammalianJumonji
KDM enzymes with a range of specificities against various subfamilies.
We find that inhibitors of mammalianJumonjiKDMs arrest parasite
development and trigger parasite death in replicating blood
stages, and potently prevent gametocyte development and gamete formation.
Furthermore, we show that three of the four small molecules inhibit
conversion of 2-OG to succinate by recombinant PfJmj3. Consistent
with the inhibition of malarial Jumonji KDMs, Jumonji inhibitors alter
global levels of histone trimethylation in P. falciparum, resulting in the deregulation of the parasite’s transcriptional
developmental program and ultimately parasite death.
Results
Inhibitors
of Mammalian Jumonji Enzymes Have Antimalarial Activity
against Drug Sensitive and Drug Resistant Asexual Blood Stage Parasites
in Culture
The Plasmodium falciparum (Pf) genome encodes three proteins containing JmjC enzymatic
domains, designated as PfJmjC1 (PF3D7_0809900), PfJmjC2 (PF3D7_0602800),
and PfJmj3 (PF3D7_1122200) (Figure S1A).
Residues in the mammalianJumonji enzymes that are required for catalysis
through iron and 2-oxoglutarate (2-OG) binding and for substrate binding
are conserved in all three P. falciparum proteins
(Figure S1B). Since several known inhibitors
of mammalianJumonji enzyme activity interfere with iron/2-OG/substrate
binding, we evaluated these small molecules for antimalarial activity.[22−29] We first tested our own pan-selective inhibitor of Jumonji KDMs,
JIB-04, in its active (E) and inactive (Z) isomeric forms since it
is potent in culture and active in vivo against KDMs
in cancermammalian models (Table S1).[23] We measured the inhibition of blood stage asexual
parasite growth using a standard 3 day assay in parasites synchronized
to rings.[30] The JIB-04 E isomer blocked
the viability of both drug-sensitive 3D7 as well as multidrug-resistant
Dd2 parasites with an EC50 of 1.6 μM, while the inactive
Z isomer was far less effective (EC50 > 10 μM)
(Figures A, left panel,
and S1C). To establish the generality of
these findings,
we then tested a panel of other known Jumonji inhibitors with various
specificities for the mammalian enzymes (Table S1). GSK-J4, which preferentially inhibits H3K27me3 Jumonji
KDMs in some model systems, also inhibited both 3D7 and Dd2 parasites
while the less active isomer GSK-J5 did not (Figures A, right panel, and S1C,D).[23,27,31−33] ML324 and SD-70, reported to inhibit KMD4 Jumonji family members,
were also active against 3D7 and Dd2 parasites (Figures A, right panel, and S1D).[34,35] Inhibitors known to selectively target the
KDM5 subfamily of Jumonji enzymes such as CPI-455 and KDM5-C70 lacked
antimalarial activity even at the highest doses tested (40 μM)
(Figure A, right panel,
and S1D).[26,29,36] Inhibition
by JIB-04 E, GSK-J4, ML324, and SD-70, but not by CPI-455 or KDM5-C70,
all active site inhibitors, suggests that effects on parasite growth
are specific and not simply the result of general iron chelation or
cytotoxicity against RBCs. Taken together, these studies establish
that multiple Jumonji KDM inhibitors targeting mammalian enzymes other
than only KDM5s are effective at blocking the viability of both
drug-sensitive and drug-resistant blood stage P. falciparum parasites with similar potency.
Figure 1
Jumonji inhibitors are active against
asexual erythrocytic growth
and potently block P. falciparum gametocyte
development and gamete formation. Representative Jumonji inhibitor
concentration curves against (A) asexual development, (C) gametocyte
development, and (D) gamete formation. (A) 3D7 (solid line) or Dd2
(dashed line) asexual parasites synchronized to rings were treated
with JIB-04 E (red circles) and Z (black squares) isomers (left panel)
or GSK-J4 (cyan circles), ML324 (orange triangles), SD-70 (green squares),
CPI-455 (gray inverted triangles), and KDM5-C70 (purple diamonds)
(right panel). Asexual development was measured using the standard
3 day growth assay as described in the Materials
and Methods and is presented as a percent of vehicle-treated
controls. (B) Schematic of gametocyte and gamete induction relative
to inhibitor exposure. Synchronized asexual parasites were cultured
at high parasitemia on day −2 to induce gametocytogenesis.
For the development assays (dark gray boxes), gametocytes were exposed
to the inhibitor starting on day +1 through day +6. Parasitemia (%PT)
and gametocytemia (%GC) were measured by flow cytometry as described
in the Materials and Methods. For gamete formation
assays (light gray boxes), inhibitor was added to stage V gametocytes
for 48 h prior to induction on day +14. Male exflagellation (%♂)
and female gamete formation (%♀) was measured on day +16 and
day +17, respectively, as described in the Materials
and Methods. (C) Representative concentration curves of JIB-04
E and Z (left panel) and other Jumonji inhibitors (right panel) against
gametocyte development relative to vehicle controls. (D) Representative
concentration curves of JIB-04 E and Z against male (left panel) and
female (right panel) gamete formation relative to vehicle controls.
Nonlinear regression curves ([inhibitor] vs response – variable
slope (four parameters)) were fit to the data using GraphPad Prism
v8. Error bars represent the standard deviation of technical triplicates.
EC50 concentrations (μM) are presented as mean ±
SEM of the fitted inhibition curves from three or more independent
experiments.
Jumonji inhibitors are active against
asexual erythrocytic growth
and potently block P. falciparum gametocyte
development and gamete formation. Representative Jumonji inhibitor
concentration curves against (A) asexual development, (C) gametocyte
development, and (D) gamete formation. (A) 3D7 (solid line) or Dd2
(dashed line) asexual parasites synchronized to rings were treated
with JIB-04 E (red circles) and Z (black squares) isomers (left panel)
or GSK-J4 (cyan circles), ML324 (orange triangles), SD-70 (green squares),
CPI-455 (gray inverted triangles), and KDM5-C70 (purple diamonds)
(right panel). Asexual development was measured using the standard
3 day growth assay as described in the Materials
and Methods and is presented as a percent of vehicle-treated
controls. (B) Schematic of gametocyte and gamete induction relative
to inhibitor exposure. Synchronized asexual parasites were cultured
at high parasitemia on day −2 to induce gametocytogenesis.
For the development assays (dark gray boxes), gametocytes were exposed
to the inhibitor starting on day +1 through day +6. Parasitemia (%PT)
and gametocytemia (%GC) were measured by flow cytometry as described
in the Materials and Methods. For gamete formation
assays (light gray boxes), inhibitor was added to stage V gametocytes
for 48 h prior to induction on day +14. Male exflagellation (%♂)
and female gamete formation (%♀) was measured on day +16 and
day +17, respectively, as described in the Materials
and Methods. (C) Representative concentration curves of JIB-04
E and Z (left panel) and other Jumonji inhibitors (right panel) against
gametocyte development relative to vehicle controls. (D) Representative
concentration curves of JIB-04 E and Z against male (left panel) and
female (right panel) gamete formation relative to vehicle controls.
Nonlinear regression curves ([inhibitor] vs response – variable
slope (four parameters)) were fit to the data using GraphPad Prism
v8. Error bars represent the standard deviation of technical triplicates.
EC50 concentrations (μM) are presented as mean ±
SEM of the fitted inhibition curves from three or more independent
experiments.
Jumonji Inhibitors Disrupt
Gametocyte Development and Gamete
Formation
Next, we investigated the effects of Jumonji inhibitors
on gametocyte (GC) development. Following sexual commitment, reinvaded
ring stages were exposed to N-acetylglucosamine to
kill asexual parasites and to Jumonji inhibitors for 6 days. Gametocytotemia
was quantified by flow cytometry on day 6 (%GC) (Figure B; gametocyte development).
JIB-04 E was highly effective in preventing gametocyte development
as were SD-70 and ML324. Dose response studies determined that, among
these Jumonji inhibitors, JIB-04 E is the most potent inhibitor of
gametocyte development with an EC50 concentration of ∼120
nM, followed by SD-70 (∼800 nM) and ML324 (∼1 μM)
(Figure C). GSK-J4
and the inactive Z isomer of JIB-04 were effective only at high doses
(Figure C). Thus,
while JIB-04, SD-70, and ML324 have 4–12-fold higher potency
against these sexual stages than against asexual parasites, GSK-J4
loses potency.We then assessed if JIB-04 had effects on gamete
maturation using the dual gamete formation assay (Figure B; gamete formation).[37,38] We measured male gamete formation by exflagellation assays and female
gamete formation by live cell staining with anti-Pfs25-Cy3 antibodies,
a female-gamete specific marker.[39] JIB-04
E potently inhibited male exflagellation centers with an EC50 of ∼10 nM, while the inactive Z isomer had a much weaker
effect (>500 nM) (Figure D, left panel). JIB-04 E also robustly blocked female gamete
formation as measured by decreased Pfs25 protein, with EC50 values of ∼80 nM compared to >2 μM for the inactive
Z isomer (Figure D,
right panel). These results indicate that Jumonji inhibitors disrupt
gametocyte development and gamete formation with high potency preferentially
blocking male gamete formation.
Jumonji Inhibitors Delay
Progression of Ring- or Trophozoite-Treated
Asexual Blood Stage Parasites
To further characterize the
mode of antimalarial action of Jumonji inhibitors, we treated parasites
synchronized at specific blood form stages and evaluated the effects
of drug exposure on subsequent progression through the intraerythrocytic
developmental cycle (IDC). First, we treated rings with each inhibitor
at its EC50 concentration and monitored parasite development
24 and 48 h post-exposure by flow cytometry (Figures A,B and S2A,B).
After 24 h, about 65% of rings treated with vehicle had progressed
to trophozoites and 15% to schizonts (Figures A and S2A). While
some rings treated with JIB-04 E also progressed in the cell cycle,
there were significantly fewer parasites entering schizogony (Figure A, schizonts). We
observe a similar decrease in schizonts with GSK-J4, ML324, and SD-70,
the other Jumonji inhibitors that showed antimalarial activity (Figures A and S2A). None of these inhibitors had any effect
on total parasite numbers at this time point (Figure S2A).
Figure 2
Exposure of ring or late stage asexual parasites to Jumonji
inhibitors
significantly impairs parasite development through IDC. Synchronized
(A, B) ring parasites or (C, D) trophozoite parasites were grown in
the presence of 1× EC50 concentrations of Jumonji
inhibitors for 48 h. Quantification of parasite progression after
24 h exposure (A, C) and 48 h exposure (B, D) was monitored by flow
cytometry and Giemsa stained thin blood smears as shown by the representative
dot plots and images in Figure S3. Ring,
trophozoite, and schizont parasites are gated as described in the Materials and Methods. Bar graphs present the mean
± SD of rings, trophozoites, and schizonts as % parasitemia of
triplicate wells from one of two independent experiments. p values are calculated using a t test
between vehicle- and inhibitor-treated samples. n.s., nonsignificant;
*, p < 0.05; **, p < 0.01;
***, p < 0.001.
Exposure of ring or late stage asexual parasites to Jumonji
inhibitors
significantly impairs parasite development through IDC. Synchronized
(A, B) ring parasites or (C, D) trophozoite parasites were grown in
the presence of 1× EC50 concentrations of Jumonji
inhibitors for 48 h. Quantification of parasite progression after
24 h exposure (A, C) and 48 h exposure (B, D) was monitored by flow
cytometry and Giemsa stained thin blood smears as shown by the representative
dot plots and images in Figure S3. Ring,
trophozoite, and schizont parasites are gated as described in the Materials and Methods. Bar graphs present the mean
± SD of rings, trophozoites, and schizonts as % parasitemia of
triplicate wells from one of two independent experiments. p values are calculated using a t test
between vehicle- and inhibitor-treated samples. n.s., nonsignificant;
*, p < 0.05; **, p < 0.01;
***, p < 0.001.After 48 h, ring parasite cultures treated with vehicle or the
inactive Z isomer completed the IDC and reinvaded new RBCs, resulting
in an increase in parasitemia from ∼1% to ∼5% (Figure S2B). In contrast to the controls, the
treatment with Jumonji inhibitors markedly reduced total parasite
numbers (Figure S2B). This reduction in
parasitemia is mainly due to an increase in the number of remaining
schizonts that have yet to complete the cell cycle, thus resulting
in fewer newly invaded rings (Figures B and S2B). JIB-04 E-, GSK-J4-,
and SD-70-treated cultures only had between ∼1.5% and 2% newly
invaded ring parasites compared to ∼4.5% in the controls. Treatment
with ML324 showed a more modest decrease in newly invaded rings (∼3.5%
rings), consistent with the higher parasitemia of these cultures.To investigate if late stage parasites were susceptible to Jumonji
inhibitors, we next treated trophozoite parasites over 48 h and monitored
progression through the remaining IDC and into the next cycle (Figures C,D and S2C,D). After 24 h, cultures treated with vehicle
or the inactive isomer Z showed enrichment in newly invaded rings
and consequently increased parasitemia from 1% to ∼5% (Figures C and S2C). Trophozoite cultures treated for 24 h with
Jumonji inhibitors showed slight decreases in the number of newly
invaded rings, leading to decreased parasitemia (Figures C and S2C). After 48 h, the majority of parasites in control cultures
progressed back to trophozoites. In cultures treated with Jumonji
inhibitors, we observed significant decreases in trophozoites and
those few parasites that have entered schizogony (Figures D and S2D). Parasites treated with GSK-J4, ML324, and SD-70 and
to a lesser extent JIB-04 E showed increased numbers of the remaining
rings (Figures D and S2D). These results suggest that a long exposure
to Jumonji inhibitors delays progression through the IDC.
Transient Exposure
to Jumonji Inhibitors Affects All Stages
of the IDC
To test the effects of transient drug exposure
throughout the IDC, we treated tightly synchronized 3D7 parasites
with increasing concentrations of JIB-04 E for 12 h at defined time
periods post-infection (Figure A). The 12 h drug exposure was carried out during ring (5–17
hpi), trophozoite (17–29 hpi), or schizont stages (29–41
hpi). After the transient treatment, infected RBCs were washed to
remove JIB-04 and reseeded with fresh media to evaluate the ability
of the parasite to proliferate post-drug exposure. We then measured
parasite reinvasion at ∼50 hpi by flow cytometry. About 80%
of infected RBCs from vehicle-treated cultures contained newly invaded
rings constituting the bulk parasitemia, with very few trophozoites
and schizonts remaining from the previous cycle (Figure S3A). Transient exposure of rings, trophozoites, or
schizonts to the lowest concentration of JIB-04 E (1× EC50) decreased the number of newly invaded rings by 40%, 50%,
and 75%, respectively, relative to vehicle-treated parasites (Figure B, red bars). Higher
doses (5× and 10× EC50 concentrations) of JIB-04
E produce an even more severe phenotype (Figure B). The decrease in newly invaded rings at
50 hpi corresponds to an increase in remaining trophozoites that failed
to complete the IDC (Figure C). In line with the data from Figure , exposure of rings, trophozoites, or schizonts
to the lowest concentration of JIB-04 E caused a slight but significant
increase in the remaining schizonts (Figure D). However, with increasing concentrations
of JIB-04 E, we observed an accumulation of trophozoites (Figure C) and fewer schizonts
(Figures D and S3A). Surprisingly, these parasites maintain
a mitochondrial membrane potential indicating they are still alive
at the 50 hpi time point (Figure S3B).
Transient exposure to the inactive Z isomer at the same concentrations
as E showed minor effects on progression, consistent with its lower
potency (see Figure A).
Figure 3
Transient exposure to JIB-04 E impairs development at all stages
throughout the IDC with long-term consequences. (A) Schematic of the
experimental setup. Tightly synchronized parasites were exposed to
the vehicle or 1.5, 7.5, or 15 μM JIB-04 E (corresponding to
1×, 5×, or 10× EC50 from Figure ) or inactive Z isomer during
one of three 12 h periods: 5 to 17 hpi (green), 17 to 29 hpi (cyan),
or 29 to 41 hpi (purple). Additional Jumonji inhibitors (GSK-J4, ML324,
and SD-70) were only tested during the 29 to 41 hpi treatment period
at 1×, 5×, or 10× EC50. After the 12 h incubation,
parasites were extensively washed to remove drug and returned to the
incubator to continue growth. (B–D) Progression through and
completion of (reinvasion) the IDC was measured at 50 hpi by flow
cytometry as described in the Materials and Methods. (B) Newly invaded rings and (C) remaining trophozoite and (D) schizont
parasites that failed to complete the IDC are presented as the fold
change relative to vehicle-treated parasites. (E) At the end of each
treatment period, a 1:40 dilution of washed parasites was transferred
into fresh RBCs and media and cultured for two additional life cycles.
Surviving parasites were measured on day 5 by flow cytometry, and
data are presented as the fold change relative to vehicle-treated
parasites. Data represent the mean ± SEM of 3–6 independent
experiments. p values are calculated using a t test between vehicle- and inhibitor-treated samples. ns,
nonsignificant; *, p < 0.05; **, p < 0.01; ***, p < 0.001.
Transient exposure to JIB-04 E impairs development at all stages
throughout the IDC with long-term consequences. (A) Schematic of the
experimental setup. Tightly synchronized parasites were exposed to
the vehicle or 1.5, 7.5, or 15 μM JIB-04 E (corresponding to
1×, 5×, or 10× EC50 from Figure ) or inactive Z isomer during
one of three 12 h periods: 5 to 17 hpi (green), 17 to 29 hpi (cyan),
or 29 to 41 hpi (purple). Additional Jumonji inhibitors (GSK-J4, ML324,
and SD-70) were only tested during the 29 to 41 hpi treatment period
at 1×, 5×, or 10× EC50. After the 12 h incubation,
parasites were extensively washed to remove drug and returned to the
incubator to continue growth. (B–D) Progression through and
completion of (reinvasion) the IDC was measured at 50 hpi by flow
cytometry as described in the Materials and Methods. (B) Newly invaded rings and (C) remaining trophozoite and (D) schizont
parasites that failed to complete the IDC are presented as the fold
change relative to vehicle-treated parasites. (E) At the end of each
treatment period, a 1:40 dilution of washed parasites was transferred
into fresh RBCs and media and cultured for two additional life cycles.
Surviving parasites were measured on day 5 by flow cytometry, and
data are presented as the fold change relative to vehicle-treated
parasites. Data represent the mean ± SEM of 3–6 independent
experiments. p values are calculated using a t test between vehicle- and inhibitor-treated samples. ns,
nonsignificant; *, p < 0.05; **, p < 0.01; ***, p < 0.001.To determine if parasites are merely delayed in development compared
to controls or actually arrested, we monitored the progression of
late stage parasites (29–41 hpi time period) treated with the
lowest concentration of inhibitor at 50, 53, 56, 60, and 72 hpi (Figure S3C). The numbers of remaining trophozoites
and schizonts at 53, 56, and 60 hpi increased compared to 50 hpi.
However, even at the latest time points, we do not observe additional
newly invaded rings in the JIB-04 E-treated cultures, suggesting a
block at the schizont to ring transition. By 72 hpi, this increase
in remaining late stages has disappeared without a corresponding increase
in newly invaded rings. Indeed, these parasites failed to complete
the IDC and have died on the basis of the loss of membrane potential
(Figure S3D). Again, we see no difference
between the inactive Z isomer and the vehicle (Figure S3C).We next tested the effects of transient
exposure of late stage
parasites to the other Jumonji inhibitors (29–41 hpi only).
Treatment with GSK-J4 (cyan bars) and SD-70 (green bars) significantly
reduced the number of parasites completing the IDC at all concentrations
tested (Figure B).
Interestingly, treatment with the lowest concentration of ML324 (orange)
had minor effects on the number of newly invaded rings, whereas the
higher concentrations showed similar reductions in parasite numbers
as the other Jumonji inhibitors. Similar to JIB-04 E, the decrease
in newly invaded rings upon exposure to the other inhibitors corresponds
to an increase in the remaining late stages. The lowest doses cause
an accumulation of schizonts (Figure D), while the higher doses have earlier effects resulting
in trophozoite accumulation (Figure C). We further analyzed the cell cycle progression
of these remaining late stage parasites by a more in depth analysis
of the DNA content (Figure S3E). Increasing
concentrations of Jumonji inhibitors result in a greater number of
parasites with 1N–3N nuclei and fewer segmented schizonts with
>3N nuclei relative to vehicle controls. Together, these data suggest
that transient exposure of late stage parasites to Jumonji inhibitors
results in a cell cycle arrest phenotype.Finally, we sought
to determine if transient 12 h JIB-04 treatment
at different stages had long-term effects on parasite proliferation
and if the effects were distinct depending on the stage of parasites
during treatment. For this purpose, after each treatment period, a
1:40 dilution of the washed parasites was seeded into fresh media
and RBCs, and cultures were allowed to recover for 2.5 IDCs. On day
5 after seeding (scheme shown in Figure A), we measured total parasitemia by flow
cytometry. Exposure to 1× EC50 concentrations of JIB-04
E for only 12 h had no significant effect on the recovery of parasites
treated during the ring (5–17 hpi) or trophozoite (17–29
hpi) periods (Figure E, first red bar). However, parasitemia was inhibited by about 75%
in cultures exposed to the transient drug treatment during the schizont
stage (29–41 hpi) at the low dose of JIB-04 E relative to vehicle.
At higher doses, transient exposure to JIB-04 E had long-term effects
on all parasite cultures, regardless of the stage during treatment.
Exposed rings were significantly less affected, and schizonts were
most severely affected, with parasitemia at the low end of detection
for the latter (Figure E, second and third red bars). As before, the inactive Z isomer had
little effect on parasite recovery. These results show that a 12 h
transient exposure to Jumonji inhibitors has both immediate and long-term
effects on P. falciparum asexual development
in RBCs with late stage parasites having greater sensitivity.
Jumonji
Inhibitors Block PfJmj3 Catalysis
To determine
if our mammalianJumonji inhibitors directly target the Plasmodium
enzymes, we overexpressed and purified recombinant PfJmj3 as described
in the Materials and Methods. As a control,
we also purified a catalytically dead mutant version of PfJmj3 in
which the iron binding residues (H166, D168, H342) were mutated to
alanine (referred to as HDH > AAA). Both proteins were purified
to
homogeneity as confirmed by Coomassie staining (Figure A). Since the endogenous substrate for PfJmj3
is unknown, we measured the conversion of the 2-OG cosubstrate to
succinate, the first step in Jumonji catalysis (Figure B). This step of the reaction is amenable
to small molecule inhibition.[40] Increasing
concentrations of wild-type recombinant PfJmj3 resulted in increasing
concentrations of succinate formation (Figure B). This activity is dependent on the cofactors,
ascorbate and Fe(II), as well as the cosubstrate, 2-OG, consistent
with the action of the Jumonji family of enzymes (Figures C and S4A,B). In contrast to the wild-type protein, neither heat
inactivated PfJmj3 nor the HDH > AAA mutant showed activity. We
next
tested PfJmj3 enzymatic activity in the presence of JIB-04 and other
mammalianJumonji inhibitors. Increasing concentrations of active
JIB-04 E, but not the inactive Z form, inhibited PfJmj3 activity with
an IC50 of 2.6 μM under the assay conditions, i.e.,
micromolar enzyme (Figure S4C). ML324 and
SD-70 also inhibited PfJmj3 activity with similar IC50 concentrations,
3.3 and 2.4 μM, respectively (Figure D). Interestingly, GSK-J4 had no effect on
PfJmj3 activity, suggesting this Jumonji inhibitor does not exert
its antimalarial effects through PfJmj3 inhibition. These data indicate
that JIB-04, ML324, and SD-70 have the capability of directly blocking
the catalysis of 2-OG to succinate by PfJmj3, the first step in all
Jumonji reactions independent of the substrate.
Figure 4
Jumonji inhibitors block
the enzymatic activity of recombinant
PfJmj3. (A) Purity of wild-type and catalytically dead (HDH > AAA)
recombinant PfJmj3 as assessed by Coomassie staining. (B) Representative
concentration curves of PfJmj3 enzymatic activity. Succinate formation
is measured indirectly through a luciferase-coupled reaction (relative
luciferase units (RLUs)). Wild-type PfJmj3, but not heat inactivated
wild-type or the catalytically dead HDH > AAA mutant, converts
2-OG
to succinate in the presence of Fe(II), ascorbate, and O2. Data are presented as the mean ± SD of two technical replicates
from 1 of 3 independent experiments. (C) Succinate formation by PfJmj3
is dependent upon ascorbate, Fe(II), and 2-OG. Data are presented
as a percent of wild-type and represent the mean ± SEM of 3–9
independent experiments. p values are calculated
using a t test between vehicle- and inhibitor-treated
samples. ns, nonsignificant; *, p < 0.05; **, p < 0.01; ***, p < 0.001. (D) Jumonji
inhibitors block the formation of succinate by PfJmj3 in a dose-dependent
manner under assay conditions. Data are presented as a percent
of the vehicle control and represent the mean ± SD of two technical
replicates from 1 of 4–5 independent experiments. IC50 concentrations (μM) are the mean ± SEM of the fitted
inhibition curves ([inhibitor] vs response – variable slope
(four parameters)) from 4 to 5 independent experiments using GraphPad
Prism v8.
Jumonji inhibitors block
the enzymatic activity of recombinant
PfJmj3. (A) Purity of wild-type and catalytically dead (HDH > AAA)
recombinant PfJmj3 as assessed by Coomassie staining. (B) Representative
concentration curves of PfJmj3 enzymatic activity. Succinate formation
is measured indirectly through a luciferase-coupled reaction (relative
luciferase units (RLUs)). Wild-type PfJmj3, but not heat inactivated
wild-type or the catalytically dead HDH > AAA mutant, converts
2-OG
to succinate in the presence of Fe(II), ascorbate, and O2. Data are presented as the mean ± SD of two technical replicates
from 1 of 3 independent experiments. (C) Succinate formation by PfJmj3
is dependent upon ascorbate, Fe(II), and 2-OG. Data are presented
as a percent of wild-type and represent the mean ± SEM of 3–9
independent experiments. p values are calculated
using a t test between vehicle- and inhibitor-treated
samples. ns, nonsignificant; *, p < 0.05; **, p < 0.01; ***, p < 0.001. (D) Jumonji
inhibitors block the formation of succinate by PfJmj3 in a dose-dependent
manner under assay conditions. Data are presented as a percent
of the vehicle control and represent the mean ± SD of two technical
replicates from 1 of 4–5 independent experiments. IC50 concentrations (μM) are the mean ± SEM of the fitted
inhibition curves ([inhibitor] vs response – variable slope
(four parameters)) from 4 to 5 independent experiments using GraphPad
Prism v8.
JIB-04 E Increases Global
Levels of Trimethylated Histones
Of the two families of histone
demethylases, only Jumonji proteins
are enzymatically capable of catalyzing the demethylation of trimethylated
lysine residues in histones.[12,21] To investigate if Jumonji
inhibitors target histone methylation patterns in P. falciparum similar to their action in mammalian cells, we performed high-resolution
nanoLC-MS/MS to quantify changes in histone post-translational modifications.
Histones were purified from parasites treated acutely with 4.5 μM
JIB-04 E (3× EC50) or the vehicle for 6 h starting
at 29 hpi since these parasites showed higher sensitivity (see Figure in which parasites
were treated with 5× and 10× EC50 concentrations
for 12 h). Consistent with the action of Jumonji inhibitors, we observed
significant increases in the trimethylation of H3K4 (a histone mark
associated with gene activation in P. falciparum(5)). Similarly, we observed increased H3K9me3
(a heterochromatin mark in P. falciparum) and
H4K20me3 (proposed to mark active/poised chromatin) levels after exposure
to JIB-04 E (Figure A).[5,41−43] There were significant
decreases in the unmethylated residues for all three measured marks
and lower mono- and dimethylated forms for H4K20 (Figure A). Levels of trimethyl H3K36,
the reported var-specific silencing mark, were below
the levels of detection in both inhibitor-treated and control samples.[15,44] Together, these results suggest specific inhibition of Jumonji trimethyl-demethylase
enzyme activities.
Figure 5
JIB-04 E increases global trimethylated histone marks
and deregulates
transcription in the IDC. (A) Relative abundance of histone methylation
on H3K4, H3K9, and H4K20 in 29 hpi parasites treated with vehicle
or 4.5 μM JIB-04 E for 6 h. Bar graphs represent the mean ±
SEM of three biological replicates. p values are
calculated using a t test between vehicle- and inhibitor-treated
samples. (B, C) Functional categorization of genes whose expression
levels are deregulated by JIB-04 E on the basis of gene ontology analysis
and literature review. See also Table S3. Examples of genes (B) down- or (C) upregulated in 29 hpi parasites
treated for 6 h with 4.5 μM JIB-04 E compared to the vehicle
and Z isomer. Data are presented as the fold change relative to vehicle-treated
controls (mean ± SEM of four replicates). p values
are calculated using a t test between vehicle- and
inhibitor-treated samples. (D) qRT-PCR analysis of select genes from
29 hpi parasites treated with vehicle or 3× EC50 concentrations
of Jumonji inhibitors for 6 h as above. Data are presented as the
mean ± SEM of the fold change relative to vehicle-treated controls
from three biological replicates. p values are calculated
using a t test between vehicle- and inhibitor-treated
samples. n.s., nonsignificant; *, p < 0.05; **, p < 0.01; ***, p < 0.001.
JIB-04 E increases global trimethylated histone marks
and deregulates
transcription in the IDC. (A) Relative abundance of histone methylation
on H3K4, H3K9, and H4K20 in 29 hpi parasites treated with vehicle
or 4.5 μM JIB-04 E for 6 h. Bar graphs represent the mean ±
SEM of three biological replicates. p values are
calculated using a t test between vehicle- and inhibitor-treated
samples. (B, C) Functional categorization of genes whose expression
levels are deregulated by JIB-04 E on the basis of gene ontology analysis
and literature review. See also Table S3. Examples of genes (B) down- or (C) upregulated in 29 hpi parasites
treated for 6 h with 4.5 μM JIB-04 E compared to the vehicle
and Z isomer. Data are presented as the fold change relative to vehicle-treated
controls (mean ± SEM of four replicates). p values
are calculated using a t test between vehicle- and
inhibitor-treated samples. (D) qRT-PCR analysis of select genes from
29 hpi parasites treated with vehicle or 3× EC50 concentrations
of Jumonji inhibitors for 6 h as above. Data are presented as the
mean ± SEM of the fold change relative to vehicle-treated controls
from three biological replicates. p values are calculated
using a t test between vehicle- and inhibitor-treated
samples. n.s., nonsignificant; *, p < 0.05; **, p < 0.01; ***, p < 0.001.We also examined histone methylation in parasites treated
with
the more selective mammalianJumonji inhibitor, GSK-J4, which showed
activity against asexual stage parasites in culture (see Figure A) but not against
recombinant PfJmj3 (see Figure D). GSK-J4-treated (9 μM, 3× EC50) parasites
showed higher trimethylation of H3K4 and H4K20 similar to JIB-04-treated
parasites but no changes in H3K9me3 (Figure S5A). In contrast to methylation, we observed no changes in the levels
of acetylated histones, including the transcriptionally coupled H3K9ac,
H3K14ac, and H4K8ac marks in parasites treated with either Jumonji
inhibitor (Figure S5A,B).[17,43,45,46] These results show that the exposure of malaria parasites to Jumonji
inhibitors disrupts histone trimethylation patterns (more broadly
for JIB-04 than for GSK-J4), likely causing deregulation of transcriptional
cascades.
Jumonji Inhibitors Disrupt Normal Gene Activation and Silencing
in P. falciparum
Given the changes
in histone methylation observed above and the role of histone methylation
in transcriptional regulation, we next determined the effect of Jumonji
inhibitors on the P. falciparum transcriptome.
We first performed global transcriptional profiling on 29 hpi 3D7
late stage parasites treated with either vehicle, 4.5 μM JIB-04
E or 4.5 μM inactive Z isomer, for just 6 h as above to avoid
secondary effects on parasite viability. RNA was isolated from four
replicates and prepared for sequencing using the Illumina-based platform.
We obtained expression data for over 5300 genes, which mapped to 94%
of the P. falciparum genome. Unsupervised hierarchical
clustering segregated vehicle- and inactive Z-treated samples away
from JIB-04 E-treated samples (Figure S5C), indicating reproducible transcriptional changes. Differential
expression analysis was performed with a cutoff value of 1.5-fold
change and FDR of 0.05 (Figure S5D). A
comparison of differentially expressed genes between JIB-04 E and
control cultures resulted in 235 down- and 385 upregulated genes (Figure B,C and Table S3), representing ∼4.5% and 7.5%
of the P. falciparum genome, respectively. Unlike
HDAC inhibitors, we do not see a global disruption of the transcriptome.[47,48]The majority of gene functional groups that have a defined
temporal expression throughout the IDC were not affected by JIB-04
E (Table S4 and Figure S5E).[49] The one exception was downregulation
of merozoite invasion genes (Fisher exact test, probability = 1 ×
10–9, Figure B and Table S4). This was confirmed
by Gene Ontology (GO) and Malaria Parasite Metabolic Pathways (MPMP)
analysis of the 235 genes downregulated by JIB-04 E, which indicated
that 24% are related to merozoite invasion (Figure B and Tables S3, “GO terms-Down” tab, and S4, “Statistical analysis” tab). The expression of invasion-related
gene families, including clag, rap, and ron, are significantly decreased by JIB-04
E but not the inactive Z isomer (Figures B and S5F and Table S4). A similar pattern was seen with the
components of the glideosome (gap and gapm gene families) (Figure S5F and Table S4).In addition to invasion genes,
other gene categories identified
by gene ontology downregulated by JIB-04 included DNA/chromatin related
genes (9% of the 235 genes) and kinase/phosphatase genes (6%) (Figure B). For example,
several histones, and histone- and DNA-binding genes were significantly
inhibited in JIB-04 E-treated parasites including AP2 transcription
factors (sip2, ap2-o2, PF3D7_0613800, and PF3D7_0802100). Together, these data indicate
that JIB-04 E treatment downregulates discrete developmental pathways
in P. falciparum. In addition, JIB-04 also downregulates
genes of unknown function and genes that do not fall into major biological
categories, which together represent undefined drug targets.The majority of the 385 genes upregulated by JIB-04 E either were
of unknown function (39%) or did not fall into functional categories
(37%) as shown in Figure C. The remaining 24% upregulated genes were divided among
gene families related to motors and cytoskeleton, clonally variant
proteins, invasion-related motility, fatty acid synthesis, and kinases/phosphatases
(Table S3, “GO terms-Up”
tab). For example, JIB-04 E treatment caused an increase in several
dynein, kinesin, and myosin genes (Figure C and Table S3). JIB-04 E also upregulated variant surface protein genes known
to be controlled epigenetically including rifins (Figure S5G and Table S3).[5,15,41] Among the upregulated fatty acid
synthesis genes were fab b/f, kasIII, and enr and genes encoding enzymes acting on pyruvate
upstream of acetyl CoA production (Figure C and Table S3).To validate the generality of the above transcriptional
changes
induced by JIB-04 E, we performed qRT-PCR on a subset of genes deregulated
by JIB-04 E on parasites treated with the other Jumonji inhibitors
(Figures D and S5H,I). In agreement with the RNA-seq data, GSK-J4,
ML324, and SD-70 showed a similar trend to JIB-04 E in reducing the
expression of rap1, clag3.1 (Figure D), ron2, and gap50 (Figure S5H) from the various invasion-related gene families. Various Jumonji
inhibitors also downregulated the expression of DNA/chromatin-related
genes such as the AP2 transcription factorsip2 (Figure D) and histones (Figure S5H). Similar to JIB-04 E, several Jumonji
inhibitors activated the expression of genes involved in motor activity
and invasion (dynein heavy chains, ctrp, tramp, and plasmepsin X) and fatty acid
synthesis (alipdh, enr, and fab b/f) (Figures D and S5I). Interestingly, we observed
weaker activation of some genes by GSK-J4 compared to the other Jumonji
inhibitors. Thus, regulation of these gene sets generally parallel
the antimalarial activity of the inhibitors, their effects on parasite
progression through the IDC, their effects on histone trimethylation,
and their inhibition of PfJmj3 activity in vitro.
JIB-04 E Modulated Genes Are Targets of Specific Transcriptional
Regulators
Regulation of invasion genes during the IDC is
mediated in part through binding of the AP2 transcription factorAP2-I
to the “rhoptry motif”, found upstream of invasion-related
genes including rap and rhoph gene
families.[19,50] PfAP2-I activates transcription of genes
in concert with two associated chromatin reader proteins, bromodomain
protein 1 (PfBDP1) and chromodomain protein 1 (PfCHD1).[50] PfBDP1, which binds H3K9ac in vitro, was also found enriched upstream of micronemal genes, likely regulating
these genes in complex with another AP2 transcription factor.[50,51] We find that 36% of genes bound by PfAP2-I (Fisher t test, p = 2.2 × 10–6) and
22% of PfBDP1 target genes (Fisher t test, p = 1.7 × 10–13) are downregulated
by JIB-04 E (Figure A and Table S3, “RNA-seq_Down”
tab).[50,51] Of the 89 genes that are coregulated by
both PfAP2-I and PfBDP1, JIB-04 E inhibits 54 of them (i.e., 60% of
genes in this entire set), including invasion-related gene families
(rap, rhoph, gap, gapm) and several kinases, two of which (PKAr
and PKAc) are involved in parasite egress.[52,53] PfBDP1 and PfAP2-I also cobind the promoters of a number of nucleosome
and chromatin-binding genes, including histones and seven AP2 genes.[50] Of these, JIB-04 E downregulates 3 core histones,
2 variant histones, set10, chd1,
and the AP2 transcription factor, sip2 (Table S3). An additional 63 genes targeted by
PfBDP1, but not PfAP2-I, were also downregulated by JIB-04 E (Figure S6A). These include additional rhoptry
genes (ron, msp) as well as an AP2
transcription factor (PF3D7_0613800). Furthermore,
an additional 20 genes bound by PfAP2-I, but not PfBDP1, were also
significantly affected by JIB-04 E treatment (Table S3). These results suggest that JIB-04 E prevents activation
of invasion-related genes as well as DNA- and chromatin-binding genes
by interfering, either directly or indirectly, with transcriptional
activating complexes containing PfBDP1 and/or PfAP2-I. Indeed, JIB-04
E treatment strongly mimics the transcriptional changes observed in
the PfBDP1 knockdown and downregulates 34 out of
the 47 genes decreased upon BDP1 loss of function (p = 2.2 × 10–16; Table S3).[51]
Figure 6
JIB-04 E deregulates
genes that overlap known invasion and gametocyte
transcription- and chromatin-binding factor targets. (A) Venn diagrams
of genes downregulated by JIB-04 E (red) that overlap with PfBDP-1
(orange) and PfAP2-I (blue) target genes. Heat map showing the differential
expression between JIB-04 E and the controls of the 54 genes common
to all three groups. See also Table S3 and S4. (B) Venn diagrams showing the overlap of genes upregulated by JIB-04
E (red) with gametocyte and ookinete-specific genes (orange) and genes
upregulated in P. berghei schizonts lacking
PbAP2-SP (blue). Heat map showing the differential expression between
JIB-04 E and the controls of the 61 genes common to all three groups.
See also Tables S3 and S4.
JIB-04 E deregulates
genes that overlap known invasion and gametocyte
transcription- and chromatin-binding factor targets. (A) Venn diagrams
of genes downregulated by JIB-04 E (red) that overlap with PfBDP-1
(orange) and PfAP2-I (blue) target genes. Heat map showing the differential
expression between JIB-04 E and the controls of the 54 genes common
to all three groups. See also Table S3 and S4. (B) Venn diagrams showing the overlap of genes upregulated by JIB-04
E (red) with gametocyte and ookinete-specific genes (orange) and genes
upregulated in P. berghei schizonts lacking
PbAP2-SP (blue). Heat map showing the differential expression between
JIB-04 E and the controls of the 61 genes common to all three groups.
See also Tables S3 and S4.We noted that many of the genes
upregulated by JIB-04 E and
not expressed in our control parasites (<5 RPKM) have predicted
roles in the other stages of the P. falciparum life cycle. Using a manually curated data set from a literature
search, we analyzed this gene set against genes known to be specifically
expressed in gametocyte and ookinete stages (Tables S3, “RNA-seq_Up” tab, and S4, “GC-ookinete list” tab).[18,54] We find that 115 of the 385 genes upregulated by JIB-04 E are expressed
>5-fold higher in gametocytes or ookinetes compared to asexual
parasites
(Fisher t test, p = 2.2 × 10–16) (Figure B and Tables S3 and S4). These sexual-stage genes are expressed at
relatively low levels in the control cultures (<5 RPKM), and JIB-04
E treatment activates them (Figures B and S6B). We also found
significant overlap (162 of 385) with genes upregulated in the knockout
of PbAP2-SP (Fisher t test, p =
2.2 × 10–16), a transcription factor essential
for the development of infectious ookinetes in P. berghei (Tables S3 and S4).[55] 61 of these genes were also highly
expressed in sexual stages and overlap among the three data sets (Figure B). These include
gametocyte-specific genes, such as 6-cysteine protein P48/45 and several
WD40 repeat (WDR) proteins, as well as ookinete-specific genes, such
as PSOP25 (Figure S6B). Parasites treated
with the other Jumonji inhibitors also show abnormal activation of
the gametocyte-specific gene, pf11-1, and the ookinete-specific
AP2 transcription factor, ap2-o3 (Figure S6C). These results suggest that JIB-04 E is activating
genes normally silenced during the P. falciparum IDC possibly through a transcription factor functionally akin to P. berghei’s AP2-SP. Overall, Jumonji inhibitors
thus disrupt only discrete programs of the normal P. falciparum transcriptome including blocking invasion related gene activation
and aberrantly turning on the expression of genes specific to sexual
parasite forms, without globally altering gene expression patterns.
Discussion
In this study, we took a pharmacological and
biochemical approach
to probe the role of Jumonji enzymes in the malaria parasite, Plasmodium falciparum. We show that several small molecule
inhibitors of mammalianJumonjihistonelysine demethylases disrupt
growth of asexual and sexual stage parasites. In fact, gametocyte
development and the formation of gametes are highly sensitive to JIB-04
E with EC50 concentrations in the nanomolar range (0.01–0.12
μM). This hypersensitivity toward sexual stages compared to
asexual stages could result from differences in the expression levels
and/or essentiality of the PfJmj enzymes during gametocytogenesis
and gamete formation, leading to transcriptional disruption of gene
programs involved in sexual development. Alternatively, variations
in iron, 2-OG, oxygen, ascorbic acid, and even succinate levels between
the stages could contribute to this difference in potency. Previous
studies have demonstrated that inhibitors of histonelysine methyltransferases
(KMTs), the writers of methylation, block asexual stage growth, gametocyte
development, and gamete formation.[56−58] Male gametes were about
10-fold more susceptible to inhibition of the G9a KMT than female
gametes.[57] We observe a similar shift in
EC50 with the Jumonji inhibitor JIB-04 E (0.01 vs 0.08
μM for male vs female gamete formation), highlighting an essential
role of histone methylation homeostasis for transmission to the anopheline
vector.Studies targeting histone acetyl transferase, histone
deacetylase,
and KMT enzymes have implicated histone modifications in regulating
the complex life cycle of the malaria parasite, but the role of KDMs,
the erasers of methylation, remained largely unstudied.[47,48,56−63] Jiang et al. have shown that neither PfJmjC1 nor PfJmjC2 are essential
for in vitro asexual development in the erythrocyte.[15] Interestingly, neither the PfJmjC1 nor PfJmjC2 knockout mimicked the var gene deregulation phenotype of the SETvs KMT knockout,
suggesting redundancy or compensation of KDM activity by another PfJmj
enzyme.[15] In a recent transposon mutagenesis
screen, PfJmj3 mutant parasites while viable did
exhibit a low mutagenesis fitness score (−2.57), indicating
a fitness cost for in vitro asexual growth due to
disruption of the gene.[20] Unlike the above
studies, our approach using small molecule inhibitors potentially
targets all three P. falciparum Jumonji enzymes.
Our in vitro biochemical studies show that Jumonji
inhibitors inhibit the enzymatic activity of recombinant PfJmj3, while
our molecular and mass spectrometry data suggest that inhibitors reduce
Jumonjihistonedemethylase activity on multiple trimethylated histone
marks. Thus, their action on the parasite is at least partly on target
and may represent the cumulative effect on multiple Jumonji enzymes.
Of interest is the difference between GSK-J4 and the other inhibitors
evaluated here. GSK-J4 does not inhibit the enzymatic activity of
PfJmj3 in vitro nor does it increase the levels of
H3K9me3 in the parasite, in contrast with JIB-04. It does, however,
increase other trimethyl histone marks including H3K4me3 and H4K20me3,
suggesting a different target specificity from JIB-04, ML324, and
SD-70.Trimethylation of multiple lysine residues on H3 and
H4 has been
well documented in P. falciparum. H3K4me3 is
a euchromatic mark highly enriched in late stage asexual parasites.[5,17,45,64−66] Although the exact role of this mark in P. falciparum is still unclear, it is likely associated with transcriptional activity.[67] H3K9me3 is a repressive mark specifically localized
to telomeres and subtelomeric repeats and has a well characterized
role in regulating clonally variant gene expression in P. falciparum.[5,11,42,68] The H4K20me3 mark has been reported in P. falciparum with global levels peaking in schizonts, but its function in the
parasite is still unknown.[5,43,45,66] Our studies provide evidence
that mammalianJumonji inhibitors block the histonedemethylase activity
of at least one of the three P. falciparum Jumonji
enzymes in vivo, resulting in increased levels of
histone methylation, and/or directly block PfJmj3 catalysis in vitro. Given the specificity achieved among the mammalianJumonji KDMs within the active site pocket, it is plausible that inhibitors
specific to the P. falciparum Jumonji’s
might be designed without toxicity to healthy cells. Furthermore,
since in the cancer setting JIB-04 and other inhibitors have shown
robust selectivity for the disease state, not affecting normal cells,
there is potential for parasite-targeting analogs to have a strong
therapeutic window against the most sensitive sexual stages.In line with the disruption of trimethyl histone marks, JIB-04
E altered the expression of 620 genes in parasites (∼12% of
the P. falciparum genome). We observed up- and
downregulation of gene expression, leading to misregulation of specific
transcriptional programs, in agreement with the discrete effects of
Jumonji inhibitors also seen in cancer cells and tumors.[32,69] These transcriptional changes were replicated with other Jumonji
inhibitors, indicating an overlapping mechanism of action and common
gene targets. Our results are in contrast to the effects of HDAC inhibitors
such as apicidin and trichostatin A, which caused more global changes
of the IDC transcriptome, affecting from ∼30% up to 60% of
the P. falciparum genome.[47,48]The majority of genes downregulated by Jumonji inhibition
either
were annotated as unknown function or did not fall into any known
GO group, representing yet undefined targets of Jumonji inhibition.
Of interest, a subset of downregulated genes were enriched in invasion-related
genes and a surprising number coincided with loci regulated in P. falciparum by the chromatin reader PfBDP1, the PfAP2-I
transcription factor, or both. PfBDP1 and PfAP2-I have been directly
implicated as master regulators of invasion gene programs in recent
genetic studies.[50,51] The conditional PfBDP1 knockdown blocks parasite invasion and growth.[51] PfBDP1 has not yet been pharmacologically targeted, and
targeting transcription factors such as PfAP2-I is notoriously challenging.
Jumonji inhibitors partly disrupt PfBDP1 and/or PfAP2-I transcriptional
programs and may thus block parasite invasive capacity through modulation
of histone methylation at these loci. Indeed, JIB-04 treatment mimics
gene downregulation in the PfBDP1 knockdown and may
thus be a surrogate inhibitor for this chromatin interacting protein.[51]Whether the Jumonji inhibitors evaluated
here are exerting their
antimalarial effects also by affecting nontranscriptional pathways
remains an open question. A growing number of nonhistone targets of
Jumonji enzymes, including transcription factors, enzymes, and tRNA,
have been identified in other systems.[70] This may also be the case in Plasmodium falciparum. It is feasible that inhibition of PfJmjC2, for example, may affect
the parasite’s wybutasine pathway, disrupting translational
control since PfJmjC2 closely resembles the mammalianJumonji enzyme
TYW5.[71] On the basis of sequence homology,
PfJmj3 aligns with Jumonji protein hydroxylases, suggesting a potential
role for protein hydroxylation in the malaria parasite in addition
to histone demethylation. Recent studies have shown that Jumonji hydroxylases
have roles in protein translation, cell division, and development.[72−74] For example, humanJMJD7 was reported to hydroxylate lysine residues
on developmentally regulated GTP-binding proteins 1 and 2 (DRG1/2),
increasing the complex’s affinity for RNA, whereas humanJMJD5
can modify arginine residues on the chromosome condensation domain
containing protein 1 (RCCD1) and ribosomal protein S6 (RPS6).[72,73] Thus, future work will need to identify the histone, nonhistone
protein, and nonprotein substrate(s) of all three P. falciparum Jumonji enzymes and establish their functional significance.[40] At present, our studies provide direct evidence
that mammalianJumonji inhibitors block malaria Jumonji enzyme activity in vitro, increase histone trimethylation in the parasite,
alter discrete transcriptional programs, and disrupt parasite development.
These findings suggest that the aggregate activities of the P. falciparum Jumonji enzymes are likely essential
during the parasite’s life cycle.
Conclusion
Here,
we use a pharmacological and biochemical approach to probe
the role of Jumonji enzymes in the malaria parasite. Jumonji enzymes
are transcriptional regulators that in other known systems erase methylation
from histones affecting gene expression. We show that in Plasmodium
falciparum inhibitors of mammalianJumonji enzymes trigger
the accumulation of histone methylation, deregulate gene expression
programs, halt parasite development, and lead to parasite death. In vitro, the inhibitors block the catalytic activity of
a purified malaria Jumonji enzyme. Together, these findings suggest
that the aggregate activity of the malaria Jumonji enzymes is likely
essential during the parasite’s life cycle.
Materials and
Methods
Parasites and Culturing
For asexual stage experiments,
3D7 and Dd2 parasites were cultured at 2% to 4% hematocrit in male
O+ red blood cells (Valley Biomedical, Winchester, VA) in RPMI 1640
media with l-glutamine and 25 mM HEPES (Sigma-Aldrich, St.
Louis, MO) supplemented with 5% Albumax I (Gibco, Life Technologies,
Carlsbad, CA), 12 μg/mL hypoxanthine (Sigma, St. Louis, MO),
and 23 mM sodium bicarbonate.[75] Cultures
were maintained in a humidified incubator at 37 °C under a 5%
O2/5% CO2/90% N2 gas mixture. When
parasites were maintained at a parasitemia greater than 4% for particular
experiments, cultures were fed twice daily. Parasite lines were regularly
tested for mycoplasma by PCR using the primers Myco Forward 5′-CCGCGGTAATACATAGGTCGC
and Myco Reverse 5′-CACCATCTGTCACTCTGTTAACC.
Parasitemia was monitored by blood smears stained with Giemsa (Sigma-Aldrich)
diluted in pH 7.2 buffer (Millipore, Billerica, MA). Images of stained
parasites were acquired using an Infinity 1-2CB camera and Analysis
software (Lumenera Corp., Ottawa, Canada). 3D7 and Dd2 parasites were
a gift from Dr. Margaret Phillips (UT Southwestern).Gametocyte
development assays were performed using the NF54 peg4-tdTomato reporter
line[76] with media supplemented with 0.25%
AlbuMax II (ThermoFisher, Waltham, MA) and 5% human serum (NY Blood
Center, New York, NY). For the dual gamete-formation assays, NF54
parasites (MRA-1000, BEI Resources, Manassas, VA) were cultured in
media supplemented with 10% human serum (obtained from Biobancos de
Castilla y Leon, Barcelona and Centro de Transfusiones de Madrid and
the Red Cross Transfusion Blood Bank in Madrid, Spain).
Chemical Compounds
Chloroquine (Sigma-Aldrich) was
dissolved in H2O, whereas all other drugs were dissolved
in DMSO (Sigma-Aldrich). The Jumonji inhibitors used in this study
were obtained from Cayman Chemical, Ann Arbor, MI (GSK-J4, GSK-J5,
and CPI-455), Selleck Chemicals, Houston, TX (ML324), and Xcess Biosciences,
San Deigo, CA (KDM5-C70 and SD-70). JIB-04 E and Z isomers were synthesized
as previously described.[23] Compounds freshly
dissolved in DMSO were aliquoted to minimize freeze/thaw cycles and
stored at −20 °C.
EC50 Determination
Compound EC50 concentrations were determined using the
3 day SYBR green assay
as described in Smilkstein et al. with slight modifications.[30] Parasites were synchronized to ring stages using
5% sorbitol for two cycles prior to the experiment. On day 0, ring
stage parasites were seeded into the inner wells of a 96-well black
plate with a clear bottom (Costar, Tewksbury, MA) at 0.5% parasitemia
and 2% hematocrit. Drug was added such that each well received the
same concentration of DMSO (final DMSO concentration <0.5%). Each
plate contained vehicle-only and chloroquine (0.25 μM for 3D7
and 5 μM for Dd2) controls. Parasites were incubated at 37 °C
in the presence of compounds for 72 h after which thin blood smears
were made and plates were frozen at −80 °C. On a subsequent
day, plates were thawed at RT and 100 μL of 2× SYBR Green
I (Sigma-Aldrich) in lysis buffer (20 mM Tris-HCl, pH 7.5, 5 mM EDTA,
0.008% w/v saponin, and 0.03% v/v Triton X-100) was added to each
plate. Plates were then incubated in the dark at RT for 4 h. Fluorescence
was measured on a BioTek (Winooski, VT) Synergy H1 Hybrid plate reader
using a 485 nm excitation filter and a 535 nm emission filter. EC50 values were calculated as a percentage of parasite viability
relative to vehicle-only and chloroquine-killed controls. A nonlinear
regression curve ([inhibitor] vs response – variable slope
(four parameters): Y = bottom + (top – bottom)/(1
+ (IC50/X)hill slope))
was fit to the data using GraphPad Prism version 8. Each plate contained
three technical replicates. Mean EC50 concentrations and
SEM were calculated from at least 3 independent experiments.
Gametocyte
Development Assays
Synchronous gametocytes
were obtained following a method adapted from Fivelman et al.[77]P. falciparum sexual development
assays were performed using the NF54 peg4-tdTomato reporter line[76] in 96-well flat bottom plates. Twice synchronized
trophozoites were cultured in suspension at 2% parasitemia and 3%
hematocrit in flasks. Parasites were allowed to reinvade new red blood
cells, and the culture was maintained in the subsequent 48 h cycle
at about 8–9% parasitemia and 3% hematocrit (sexual commitment
cycle). At the end of the commitment cycle, segmented schizonts were
purified using a Percoll-sorbitol gradient and then combined with
fresh erythrocytes in complete media at 3% hematocrit and around 10%
parasitemia for 3–4 h to allow for reinvasion. When the ring
parasitemia reached 3.5%, remaining late stages were removed via a
Percoll-sorbitol gradient, and the newly invaded ring parasites were
washed three times with incomplete media. On day +1 (first day of
gametocyte development), parasitemia and pre-existing gametocytemia
were assessed by flow cytometry (Cytek DxP11) on the basis of Hoechst
33342 DNA staining (375 nm laser, 450/50 emission filter) and the
tdTomato fluorescent signal (561 nm laser, 590/20 emission filter).
Plates were set up with 200 μL of drug media per well containing
the compound of interest and 50 mM N-acetylglucosamine
at 3.5% parasitemia and 1% hematocrit. Parasites were cultured for
an additional 6 days to allow for gametocyte development, during which
media was not changed. On day +6, the gametocytemia was assessed by
flow cytometry using Hoechst 33342 DNA staining and tdTomato fluorescent
signal.
Gamete Formation Assays
The dual gamete-formation assay
was performed as described in Delves et al.[37] NF54 parasites were cultured in media supplemented with 10% human
serum and induced to form gametocytes. On day 14 post-induction, stage
V gametocytes were seeded into 384-well plates at 1% gametocytemia
and 4% hematocrit and exposed to drug for 48 h. To induce male exflagellation
and monitor female gametes, ookinete media containing 100 μM
xanthurenic acid (Sigma-Aldrich) and 0.5 μg/mL anti-Pfs25-cy3
antibody (MRA-315, BEI Resources) were added. Exflagellation was monitored
by phase contrast on a Nikon Ti-E widefield microscope. Plates were
incubated for an additional 24 h, and female gamete formation was
evaluated by the expression of Pfs25 on the TRITC channel. Exflagellation
centers and female gamete formation were quantified using the Icy
Bioimage Analysis Program (http://icy.bioimageanalysis.org/). The inhibition of gamete
formation by JIB-04 was calculated relative to positive (40 μM
gentian violet, MolPort) and negative (DMSO) controls.
Flow Cytometry
Live infected red blood cells were labeled
for 30 min in the dark with final concentrations of dyes at 4 μM
Hoechst 33342 (Molecular Probes, Eugene, OR), 100 ng/mL thiazole orange
(Sigma-Aldrich), and 25 nM DiIC1(5) (1,1′,3,3,3′,3′-hexamethylindodicarbocyanine
iodide, Molecular Probes). Progression through the asexual IDC was
assessed by flow cytometry (5-laser BD FACS Aria Fusion SORP or FACS
Aria Fusion; The Moody Foundation Flow Cytometry Facility, UT Southwestern)
on the basis of Hoechst 33342 DNA staining (355 nm laser, 450/50 emission
filter), thiazole orange RNA staining (488 nm laser, 525/50 emission
filter), and DiIC1(5) mitochondrial potential signal (640
nm laser, 670/30 emission filter). 100 000 single cells were
counted per sample, and single events were distinguished from doublets
using FSC-H and FSC-W gates. Data was analyzed using FlowJo v10 (FlowJo,
LLC, Ashland, OR). Infected RBCs with live parasites were defined
as Hoechst/DNA-positive and DiIC1(5)/mitochondrial potential-positive
according to Grimberg.[78] Parasite stages
were separated using Hoechst/DNA and thiazole orange/RNA signals:
ring stage parasites were defined as DNA-positive/RNA-negative; trophozoites
and early schizonts were defined as <3N DNA-positive/RNA-positive,
and schizonts were defined at >3N DNA-positive/RNA-positive.
Stage of Parasite Arrest
3D7 parasites were synchronized
with 5% sorbitol two cycles prior to the experiment. On day 0, a ring
stage culture was set up at 3% parasitemia and 2% hematocrit. Half
of the culture was seeded into a 24-well plate, and drug was added
to measure the effect of the inhibitors on ring stage parasites. On
day 1, late stage parasites from the remainder of the starting culture
were refed and seeded into a 24-well plate to measure the effect of
inhibitors on late stage parasites. At 0, 24, and 48 h after the addition
of drug, thin blood smears were made and an aliquot of each sample
was analyzed by flow cytometry as described above.
Washout Experiments
3D7 parasites were tightly synchronized
to a 4 h window using 40/70% Percoll-sorbitol gradients and seeded
into multiple 96-well plates at 1% parasitemia and 2% hematocrit.
At each time point, one plate was removed from the incubator and drug
was added in fresh media in triplicate wells. Parasites were resuspended
by pipetting to ensure complete mixing, and a thin blood smear was
made. After the 12 h treatment period, thin blood smears were made
of sample wells. Media containing drug was removed, and cells were
washed 2× with fresh media. Fresh media was added, and cells
were thoroughly resuspended by pipetting prior to transferring a 1:40
dilution of culture to a second plate containing fresh complete media
and RBCs at 2% hematocrit. Plates were then returned to the incubator.
At the defined time points, thin smears were made of sample wells
and an aliquot of culture was transferred to a V-bottom 96-well plate
for staining followed by flow cytometry as described above.
Plasmid
Construction
Codon optimized PfJmj3 was synthesized
by GenScript with BamHI and XbaI restriction sites
flanking the gene and cloned into the pMAL-cHT expression plasmid[79] kindly provided by Dr. Sean Prigge (Johns
Hopkins Bloomberg School of Public Health). Catalytically dead PfJmj3
was generated by site-directed mutagenesis using the following primers:
for H342A: KM63_For, 5′ - GCCGTGTGGATGGTTTGCCGAGGTGAAAAGCTTC,
and KM64_Rev, 5′ - CGGAGCTGAAGCTTTTCACCTCGGCAAACCATCCAC;
for H166A and D168A: KM65_For, 5′ - CCAAACTGAAGACATATCTGGCCCATGCTTACCATGAC,
and KM66_Rev, 5′ - GCACATAGATATTGTCATGGTAAGCATGGGCCAGATATGTC. The
entire open reading frame for both wild-type and HDH > AAA plasmids
was confirmed by DNA sequencing (UTSW McDermott Sequencing Core).
Plasmids were then transformed in Rosetta (DE3) Escherichia
coli-competent cells (Novagen, EMD Biosciences Inc., Madison,
WI) for protein expression. For protein purification, a single colony
was grown in Luria Broth (Research Product International, Mt. Prospect,
IL) containing 100 μg/mL ampicillin and 35 μg/mL chloramphenicol.
Protein Purification
Recombinant MBP-PfJmj3 overexpression
was induced with 1 mM IPTG at 18 °C overnight. A cell pellet
from 8 L of wild-type was resuspended in 120 mL of buffer A (50 mM
HEPES, pH 7.5) with 150 mM NaCl containing 0.2 mM phenylmethanesulfonyl
fluoride and 3 protease inhibitor tablets (Complete Mini; Roche, Mannheim,
Germany) using a dounce homogenizer. Cells were incubated with 200
μg/mL lysozyme and 10 μg/mL DNase at 4 °C for
1 h followed by lysis with a tip sonicator (Heat Systems Inc., Farmingdale,
NY) and then subjected to 50 000g centrifugation
at 4 °C for 30 min. The supernatant was loaded on a MBPTrap
HP column (GE Healthcare, Uppsala, Sweden). The column was washed
with 50 column volumes of buffer A with 150 mM NaCl, and bound protein
was eluted with 10 column volumes of buffer A containing 50 mM NaCl
and 10 mM maltose. Protein containing fractions were pooled, diluted
with buffer A, and loaded onto a HiTrap Q HP column (GE Healthcare).
The column was washed with 50 column volumes of buffer A containing
100 mM NaCl followed by 50 column volumes of buffer A with 300 mM
NaCl. Bound protein was eluted with 10 column volumes of buffer A
containing 600 mM NaCl. The eluted fractions with the desired protein
were pooled and diluted with buffer A to a final concentration of
150 mM NaCl with 20% glycerol and stored at −80 °C until
use. Protein concentrations were measured using the DC Protein Assay
(BioRad, Hercules, CA). The catalytically dead mutant protein was
purified as above from 4 L.
Succinate Assay
Succinate production
from recombinant
MBP-PfJmj3 was measured using the Succinate-Glo JmjC Demethylase/Hydroxylase
Assay (Promega, Madison, WI) according to the manufacturer’s
instructions. Reaction mixtures (25 μL) containing 50 mM HEPES,
pH 7.5, 100 μM ascorbic acid, 10 μM Fe(II)(NH4)2(SO4)2, and 10 μM 2-OG,
except where noted, were set up in 96-well plates (half area, white,
flat bottom, nonbinding; Corning, Kennebunk, ME). The reaction was
initiated by the addition of recombinant MBP-PfJmj3 protein (2 μM)
and mixed for 2 min using a plate shaker. For inhibitor reactions,
the enzyme was preincubated with 20 μM ascorbic acid and 2 μM
Fe(II)(NH4)2(SO4)2 for
10 min on ice after which 10 μM 2-OG and inhibitor were added
simultaneously. All inhibitors were dissolved in DMSO at concentrations
such that a total of 1 μL was added to each reaction. Inhibition
curves were performed using 3-fold serial dilutions starting with
15 μM (to 0.18 μM). After incubation for 1 h at room temperature,
25 μL of Succinate Detection Reagent I was added to each well
and mixed for 2 min using a plate shaker. Following incubation for
1 h at room temperature, 50 μL of Succinate Detection Reagent
II was added to each well and mixed for 30 s. Luminescence was measured
after 10 min on a microplate reader (FLUOstar Omega; BMG Labtech,
Cary, NC). Independent experiments for each inhibitor were performed
with different batches of enzyme: JIB-04 E (n = 5),
JIB-04 Z (n = 2), GSK-J4 (n = 4),
ML324 (n = 4), and SD-70 (n = 4).
Nonlinear regression curves ([inhibitor] vs response – variable
slope (four parameters)) were fit using GraphPad Prism version 8.
Mass Spectrometry Analysis for Histone PTMs
3D7 parasites
were tightly synchronized to a 4 h window as above and seeded at 4%
parasitemia and 2% hematocrit. Drug was added at 29 hpi. After 6 h,
infected RBCs were pelleted and immediately frozen in liquid nitrogen.
After thawing, parasites were isolated from RBCs using 0.05% saponin
in cold PBS and subsequently washed 3× in cold PBS. Histones
were extracted using the EpiQuik Total Histone Extraction kit (Epigentek,
Farmingdale, NY) followed by TCA precipitation. A portion of the histone
extracts were run on a 15% SDS-PAGE gel and visualized with Quick
Coomassie Stain (Protein Ark, Sheffield, United Kingdom) to determine
purity and concentration. Histones were prepared for mass spectrometry
by chemical derivatization using propionic anhydride and digested
to peptides with trypsin, followed by another round of derivatization.
Peptides were desalted using C18 stage tips, and about 1–2
μg of peptides were analyzed using an EASY-nLC nanoHPLC (Thermo
Scientific, Odense, Denmark) coupled with a Q-Exactive mass spectrometer
(Thermo Fisher Scientific, Bremen, Germany). HPLC gradients and mass
spectrometry parameters were defined previously.[80] To facilitate MS/MS-based quantification, both data-dependent
acquisition and targeted acquisition for isobaric peptides were included.
The relative abundances of histone H3 and H4 peptides were calculated
using EpiProfile.[81]
RNA Sequencing
and Analysis Pipeline
3D7 parasites
were tightly synchronized to a 3 h window using Percoll-sorbitol gradients.
Parasites were seeded into 6-well plates at 4% parasitemia and 2%
hematocrit. At 29 hpi, drug was added to each well with a final DMSO
concentration of 0.04%. Four replicates were performed for each treatment.
One set of cultures was harvested immediately corresponding to 0 h
of treatment, and the remaining cultures were harvested after a 6
h incubation. Parasite culture was passed through a Plasmodipur filter
(EuroProxima, Arnhem, Netherlands) to remove residual white blood
cells. Parasite pellets were immediately lysed in Trizol LS Reagent
(ThermoFisher Scientific) and subsequently snap frozen in liquid nitrogen.
RNA was isolated according to manufacturer’s instructions and
precipitated in the presence of linear acrylamide (Amresco, Solon,
OH). Samples were prepared from 2 μg of RNA using the Illumina
(San Diego, CA) Tru-stranded mRNA library kit according to manufacturer’s
directions. RNA and library quality were validated on an Agilent 2100
Bioanalyzer prior to sequencing on an Illumina NextSeq 500 (McDermott
Next Generation Sequencing Core, UT Southwestern) at an average of
37 000 000 reads per sample. Raw reads were processed
(McDermott Center Bioinformatics Core, UT Southwestern) and aligned
(STAR aligner) to the P. falciparum 3D7 transcriptome
(PlasmoDB v. 34).[16] Unique transcripts
were mapped to an average of 94% of the transcriptome. Expressed genes
were defined as genes with an average expression higher than 0.1 RPKM
across the four replicates. Differential expression analysis was performed
using EdgeR (Bioconductor).[82,83] We selected genes with
a >1.5-fold difference between JIB-04 E and either the vehicle
or
JIB-04 Z treatment groups and a FDR of <0.05 for further analysis.
Gene ontology (GO) enrichment analysis was performed at PlasmoDB.org(16) and Malaria Parasite Metabolic Pathways (MPMP), http://mpmp.huji.ac.il/. Heatmaps
and Venn diagrams were generated using Morpheus (https://software.broadinstitute.org/morpheus; Broad Institute) and BioVenn,[84] respectively.
qRT-PCR
RNA was purified using a Trizol LS (ThermoFisher
Scientific) extraction method. Approximately 2 μg of RNA was
treated with DNase I (Roche) prior to reverse transcription using
the High Capacity cDNA Reverse Transcription kit (Applied Biosystems,
Foster City, CA). Quantitative PCR (qPCR) was performed in triplicate
wells using SYBR Green ER qPCR SuperMix (Invitrogen, Carlsbad, CA).
qPCR reactions were run on an ABI 7300 Real-Time PCR System and analyzed
with QuantStudio Real-Time PCR software (Applied Biosystems). The ΔΔCt
method was used to compute relative mRNA expression with serine tRNA
ligase (PF3D7_0717700) as the reference gene. The
list of primers used is in Table S2.
Bioinformatics Analysis
We compared the differentially
expressed gene list to various publicly available data sets. We defined
PfBDP1 targets (from Table S6 in ref (51)) as those genes with peak ChIP enrichment in
either trophozoite or schizont stages and PfAP2-I targets (from Table
S2 in ref (50)) as
those genes with trimmed peak ChIP enrichment in schizonts. We
compared our list of differentially expressed genes from JIB-04 E-treated
and PbAP2-SP knockout parasites[55] using
a cutoff of 1.5-fold and FDR < 0.05. P. falciparum orthologs of P. berghei gene IDs were determined
using PlasmoDB.[16] Using PlasmoDB, we searched
the RNA-seq transcriptomes of asexual and sexual stages from Lopez-Barragan
et al.[18] for genes with >5-fold expression
in stage II or V gametocytes or ookinetes compared to trophozoites
or schizonts. We stringently defined stage specific genes as those
with <5 FPKM in trophozoites and schizonts and >5-fold expression
in gametocytes or ookinetes. We further cross-referenced these genes
with the male and female gametocyte transcriptomes from Lasonder et
al.[54] Venn diagrams were generated using
BioVenn,[84] and Fisher t test and hypergeometric distribution of overlap was performed using
R i386 version 3.5.3.
Data Availability
All RNA-seq data
sets have been deposited
under the GEO accession number GSE117307.
Authors: Sandeep Sundriyal; Nicholas A Malmquist; Joachim Caron; Scott Blundell; Feng Liu; Xin Chen; Nitipol Srimongkolpithak; Jian Jin; Susan A Charman; Artur Scherf; Matthew J Fuchter Journal: ChemMedChem Date: 2014-07-09 Impact factor: 3.466
Authors: Subathdrage D M Sumanadasa; Christopher D Goodman; Andrew J Lucke; Tina Skinner-Adams; Ishani Sahama; Ashraful Haque; Tram Anh Do; Geoffrey I McFadden; David P Fairlie; Katherine T Andrews Journal: Antimicrob Agents Chemother Date: 2012-04-16 Impact factor: 5.191
Authors: Laurens Kruidenier; Chun-wa Chung; Zhongjun Cheng; John Liddle; KaHing Che; Gerard Joberty; Marcus Bantscheff; Chas Bountra; Angela Bridges; Hawa Diallo; Dirk Eberhard; Sue Hutchinson; Emma Jones; Roy Katso; Melanie Leveridge; Palwinder K Mander; Julie Mosley; Cesar Ramirez-Molina; Paul Rowland; Christopher J Schofield; Robert J Sheppard; Julia E Smith; Catherine Swales; Robert Tanner; Pamela Thomas; Anthony Tumber; Gerard Drewes; Udo Oppermann; Dinshaw J Patel; Kevin Lee; David M Wilson Journal: Nature Date: 2012-08-16 Impact factor: 49.962