Daphne Bazopoulou1, Daniela Knoefler1, Yongxin Zheng2,3, Kathrin Ulrich1, Bryndon J Oleson1, Lihan Xie1, Minwook Kim1, Anke Kaufmann1, Young-Tae Lee4, Yali Dou4, Yong Chen5, Shu Quan2,3, Ursula Jakob6. 1. Department of Molecular, Cellular and Developmental Biology, University of Michigan, Ann Arbor, MI, USA. 2. State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China. 3. Shanghai Collaborative Innovation Center for Biomanufacturing (SCICB), Shanghai, China. 4. Department of Pathology, Michigan Medicine, Ann Arbor, MI, USA. 5. State Key Laboratory of Molecular Biology, National Center for Protein Science Shanghai, CAS Center for Excellence in Molecular Cell Science, Shanghai Institute of Biochemistry and Cell Biology, Chinese Academy of Sciences, Shanghai, China. 6. Department of Molecular, Cellular and Developmental Biology, University of Michigan, Ann Arbor, MI, USA. ujakob@umich.edu.
Abstract
A central aspect of aging research concerns the question of when individuality in lifespan arises1. Here we show that a transient increase in reactive oxygen species (ROS), which occurs naturally during early development in a subpopulation of synchronized Caenorhabditis elegans, sets processes in motion that increase stress resistance, improve redox homeostasis and ultimately prolong lifespan in those animals. We find that these effects are linked to the global ROS-mediated decrease in developmental histone H3K4me3 levels. Studies in HeLa cells confirmed that global H3K4me3 levels are ROS-sensitive and that depletion of H3K4me3 levels increases stress resistance in mammalian cell cultures. In vitro studies identified SET1/MLL histone methyltransferases as redox sensitive units of the H3K4-trimethylating complex of proteins (COMPASS). Our findings implicate a link between early-life events, ROS-sensitive epigenetic marks, stress resistance and lifespan.
A central aspect of aging research concerns the question of when individuality in lifespan arises1. Here we show that a transient increase in reactive oxygen species (ROS), which occurs naturally during early development in a subpopulation of synchronized Caenorhabditis elegans, sets processes in motion that increase stress resistance, improve redox homeostasis and ultimately prolong lifespan in those animals. We find that these effects are linked to the global ROS-mediated decrease in developmental histone H3K4me3 levels. Studies in HeLa cells confirmed that global H3K4me3 levels are ROS-sensitive and that depletion of H3K4me3 levels increases stress resistance in mammalian cell cultures. In vitro studies identified SET1/MLL histone methyltransferases as redox sensitive units of the H3K4-trimethylating complex of proteins (COMPASS). Our findings implicate a link between early-life events, ROS-sensitive epigenetic marks, stress resistance and lifespan.
Genetic effects are estimated to account for only 10 – 25% of the observed
differences in human lifespan[1].
However, the remaining differences are not entirely attributable to environmental
factors. Even when isogenic animals, such as Caenorhabditis elegans,
are cultivated under identical environmental conditions, individual lifespans can vary
by over 50-fold. These results suggest that other, more stochastic factors account for
lifespan variations. Previous studies in C. elegans revealed that as
early as day 1 of adulthood, subpopulations of longer-lived animals emerge[2]. We thus focused on the concept that
specific fluctuating signals during development might differentially affect processes
that determine lifespan. We explored the idea that reactive oxygen species
(ROS)[3], might serve as early
lifespan determining modulators in C. elegans. This hypothesis was
premised by C. elegans studies, which showed i) that significant
lifespan extension occurs upon pharmacologically generated ROS in young adults[4] or during development[5], ii) that exposure of nematodes to non-lethal
concentrations of ROS leads to increased stress resistance and longevity, a phenomenon
termed mitohormesis[4,6] and iii) that larvae of a synchronized wild-type
population exhibit large inter-individual variations in endogenous ROS levels[7].
Early-Life ROS affect adult redox states
To investigate if and how developmental ROS levels affect C.
elegans later in life, we used wild-type N2 worms that ubiquitously
express the integrated redox sensing protein Grx1-roGFP2, which faithfully responds
to the cellular ratio of oxidized and reduced glutathione (GSSG:GSH)[8]. Consistent with previous peroxide
measurements[7], L2 larvae
revealed a significantly more oxidizing redox environment and substantially higher
inter-individual differences than young adults, which appeared maximally reduced
with little inter-individual differences (Extended
Data Fig. 1a). With age, the average redox state became more oxidizing
and inter-individual redox differences re-emerged. Subsequent analysis of about
16,000 age-synchronized L2 larvae using a reconfigured large particle BioSorter
(Extended Data Fig. 1b) confirmed our
microscopic studies and showed that the GSSG/GSH ratio varies widely among
individuals (Fig. 1a). We sorted and binned L2
worms with redox states 2~3 standard deviations above (L2ox) or below
(L2red) the mean population (L2mean) (Fig. 1a, Extended Data Fig.
1c), and confirmed their different redox states by fluorescence
microscopy (Fig. 1b, Extended Data Fig. 2a–d). Importantly, L2ox and L2red worms did not
differ significantly in size, reproductive activity, mitochondrial respiratory chain
function or glycolytic flux (Extended Data Fig.
3a–f), excluding that more
extreme early-life redox states affect development or other relevant physiological
parameters. Subsequent redox analysis of sorted L2ox and
L2red-worms showed that all animals become similarly reduced in young
adulthood and become more oxidized as they age (Fig.
1c). By day 7 of adulthood, however, the L2ox-worms were
significantly more reduced than the L2red worms. At this point, we know
neither what event(s) trigger the transient increase in GSSG:GSH ratios during early
development, nor what mechanisms cause the observed switch in endogenous redox
states during adulthood. However, our results demonstrate that a synchronized
population of C. elegans larvae contains subpopulations with redox
environments that imprint information relevant later in life.
Extended Data Figure 1.
In vivo read-out of endogenous redox states at different
stages during C. elegans lifespan and sorting parameters of
oxidized and reduced subpopulations.
(a) Microscopic analysis of the Grx1-roGFP2 ratio of individual
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
(symbol) cultivated at 15 °C and imaged at the indicated time points.
Means (bars) of every two sequential time points that are not significantly
different from each other (P > 0.05) share the same
letter. Data represent mean ± SEM; n, number of
animals; one-way ANOVA with Tukey correction. (b) The roGFP2 ratio (405/488)
was calculated using the partial profiling feature (pp) configured to
analyze extinction and emission data from each 488 nm and 405 nm lasers that
sequentially excited each worm. (c) A population of
N2jrIs2[Prpl-17::Grx1-roGFP2] at the L2 stage separated
based on their opacity (extinction) and length (time of flight) was gated as
R1.
Figure 1.
Endogenous redox state in an age-synchronized population of C.
elegans larvae.
(a) Distribution of Grx1-roGFP2 ratios of a L2-staged
N2jrIs2[Prpl-17::Grx1-roGFP2] population. L2 worms with
Grx1-roGFP2 ratios between 2 and 3 standard deviations above (red line, insert:
R2, red, L2ox) or below (blue line, insert: R4, blue,
L2red) the mean were sorted and compared to animals with mean
Grx1-roGFP2 ratios (green line, insert: R3, green, L2mean). Insert:
axes are redrawn to scale. n = 15,599 animals. (b)
Representative microscopic analysis of the Grx1-roGFP2 ratio of individual worms
(symbols) of the L2ox, L2mean and L2red
subpopulations. n = animals; One-way ANOVA with Tukey
correction. The experiment was repeated 4 more times with similar results (see
Extended Data Figure 2a–d). (c) Longitudinal analysis of the redox
state. L2ox and L2 red-sorted were cultivated at
20°C and the Grx1-roGFP2 ratio of animals (symbol) in each subpopulation
was determined microscopically at the indicated time points. n
= animals; Mann-Whitney U test, two - sided. Data in (b) and (c) represent mean
± SEM.
Extended Data Figure 2.
Sorting efficiency and lifespan of L2ox and L2red
subpopulations.
(a-d) Microscopic analysis of the Grx1-roGFP2 ratio of individual
worms (symbol) previously sorted into L2ox, L2mean and
L2red subpopulations. n = animals; one-way
ANOVA with Tukey correction. (e-i) Survival curves of sorted
L2ox, L2mean and L2red worms. For
n numbers, P values (log rank test)
see Extended Table 2. (Inserts) The
Grx1-roGFP2 ratio of individual worms (symbol), as assessed by fluorescence
microscopy after sorting is shown. n = animals. For
P values (unpaired t-test, two sided)
see Extended Table 2.
Extended Data Figure 3.
Physiological properties of L2ox and L2red sorted
worms.
(a) Length measurements of L2ox and L2red
worms (symbol) from nose to tail tip immediately after sorting. No
significant difference; P = 0.4735 (unpaired
t-test, two-sided). (b) Brood size of L2ox
and L2red worms, measured at the indicated time points. n
= animals. No significant difference within a single age;
P = 0.6532 (two – way ANOVA). (c) Basal
respiration, (d) maximal and (e) spare respiratory capacity and (f) basal
rates of flux through glycolysis (ECAR) of L2ox and
L2red worms. n = 3 independent sorting
experiments. P = 0.9469 (c), P = 0.7784
(d), P = 0.7904 (e), P = 0.7925 (f);
unpaired t-test, two-sided. (g) Survival of L2ox
and L2red worms 20 hours after heat shock. n = 5
independent sorting experiments; unpaired t-test,
two-sided. The data points connected represent data from the same sorting
experiment. The survival of L2ox is set to 1. All data represent
mean ± SEM.
Early-life ROS extend lifespan
To investigate potential downstream effects of the observed variations in
developmental redox levels, we compared stress resistance and lifespan of the sorted
worms. We found that compared to L2red-worms, L2ox-worms were
significantly more heat shock resistant (Extended Data
Fig. 3g), about 30% longer-lived after the initial heat shock treatment
(Fig. 2a), and substantially longer-lived
when grown in the presence of oxidants, such as paraquat (PQ) (Fig. 2b) or juglone (Extended Data Table 1). Moreover, L2ox-worms displayed an up
to 18% increase in median lifespan and a 1 – 4 day increase in maximal
lifespan (Fig. 2c; Extended Data Figure 2e–i, Extended Data Table
2). This clear correlation between increased GSSG:GSH ratios, stress
resistance, and lifespan suggested that a subpopulation of synchronized worms
undergo a naturally occurring hormesis event during early development. Indeed, when
we generated a more oxidizing environment in an entire population of worms by
exposing them to 1 mM PQ for 10-h during their L2-stage, the entire population
became longer-lived (Fig. 2d with insert).
Treatment of L2 worms with 10 mM NAC for 10 h did not substantially alter the redox
state of the population and had no significant lifespan effect. By conducting the
same experiments with previously sorted subpopulations, however, we found that a
10h-NAC treatment decreased the lifespan of L2ox-worms but not of the
already reduced L2red-worms, whereas a 10h-PQ exposure increased the
lifespan of L2red-worms but not of the already oxidized
L2ox-worms (Fig. 2e, f and Extended Data Table
3). These results provide evidence that transient changes in the
redox-environment during early development are sufficient to positively affect the
lifespan of C. elegans.
Figure 2.
Oxidized L2 subpopulations show increased stress resistance and longer
lifespan.
Experiments were performed with
N2jrIs2[Prpl-17::Grx1-roGFP2] animals sorted into
L2ox, L2mean and L2red subpopulations. (a)
Representative survival curves of sorted worms that survived heat shock
treatment. (b) Representative survival curves of sorted worms cultivated on NGM
plates supplemented with 2 mM PQ. (c) Representative survival curves of sorted
worms. See Extended Data Fig.
2e–i for repetitions.
(Insert) The Grx1-roGFP2 ratio of individual worms (symbol) after sorting is
shown. n = animals; unpaired t-test, two
sided. (d) Representative survival curves of a non-sorted (mixed) worm
population treated at the L2 stage with either nothing, 1 mM PQ or 10 mM NAC for
10 hours. (Insert) The Grx1-roGFP2 ratio of individual worms (symbol) after
treatment is shown. n animals; one-way ANOVA with Tukey
correction. Data in inserts represent mean ± SEM. (e-f) Representative
survival curves of a L2red (e) or L2ox subpopulation (f)
after a 10 h-treatment with either nothing, 1 mM PQ or 10 mM NAC. The specific
sorting events, number of individuals, repetitions and statistical analysis
(log-rank) for each of the data sets shown in this figure can be found in Ext.
Data Tables 1–3.
Extended Data Table 1.
Lifespan assays of L2ox, L2mean and
L2red subpopulations following heat shock treatment or in the
continuous presence of paraquat or juglone.
Worms were sorted onto NGM plates and exposed to heat shock
treatment or the indicated compounds. P values for Kaplan
Meier survival analysis were calculated based on the log-rank (Mantel-Cox)
method. Samples were compared to L2ox subpopulations. Maximum
lifespan was defined as the 10% of last survival population.
Condition
Experiment
Sorted population
Mean
Max
Dead/censored worms
P value
% change
Figure on text
Ratio BioSorter[‡]
P value (BioS.)
Heat shock (long
term)
1
L2ox
19
32.5
24
Figure 2a
7.44±0.01(n=238)
L2mean
17
31.5
19/4
0.639
10.5%*
7.37±0.02(n=135)
0.002
L2red
13
27.3
32/1
0.0088
31.6%*
7.29±0.02(n=132)
0.2×10−8
2
L2ox
17.5
25
29/13
7.06±0.01(n=698)
L2red
12
21
20/3
0.0077
31.4%*
7.01±0.012(n=319)
0.002
3
L2ox
18
25.9
96/2
7.15±0.007(n=893)
L2red
15
24.2
77/1
0.0153
16.7%*
7.12±0.012(n=914)
0.009
Paraquat (2 mM)
1
L2ox
17
26
13
Figure 2b
7.09±0.02(n=116)
L2mean
14
26
11
0.4456
17.6%*
6.99±0.033(n=113)
0.006
L2red
10
21
20
0.0215
41.2%*
6.67±0.045(n=108)
0.2×10−13
2
L2ox
13
18.5
38
7.35±0.017(n=158)
L2red
11
18.5
40
0.0456
15.4%*
7.14±0.011(n=277)
0.1×10−19
3
L2ox
13
18.6
47
6.71±0.02(n=139)
L2red
12
15.5
38
0.0037
16.7%[†]
6.33±0.06(n=100)
0.8×10−7
Juglone (250 uM)
1
L2ox
23
32.4
72
6.59±0.012(n=428)
L2red
19
32.4
73
0.0033
17.4%*
6.55±0.012(n=513)
0.007
2
L2ox
18
33.3
86
7.43±0.01(n=186)
L2red
18
29.5
59
0.0202
11,4%[†]
7.27±0.015(n=161)
0.1×10−16
percentage change based on mean lifespan.
percentage change based on max lifespan.
Grx1-roGFP2 ratio of L2ox and L2red
subpopulations, based on BioSorter analysis during sorting. Data
represent mean ± SEM. n, number of worms.
Unpaired t-test, two sided.
Extended Data Table 2.
Lifespan assays of L2ox, L2mean and
L2red subpopulations.
Worms were sorted onto NGM plates and assessed for lifespan.
P values for Kaplan Meier survival analysis were
calculated based on the log-rank (Mantel-Cox) method unless noted otherwise.
Samples were compared to L2ox. Maximum lifespan was defined as
the 10% of last survival population. E.V., empty vector (control RNAi
conditions for experiments in Ext. Data
Table 4).
Exp.
Sorted population
Mean
Max
Dead/censored worms
P value
(survival)
% change
Figure on text
Ratio BioSorter[§]
P value (BioS.)
Ratio Microscope[∥]
P value (Micr.)
1
L2ox
30
35.8
97
Fig. 2c
6.88±0.02(n=134)
0.49±0.008(n=36)
L2mean
26
33.5
74
0.007
13.3%*
6.69±0.02(n=143)
0.1×10−8
0.45±0.003(n=49)
0.1×10−6
L2red
25
32.3
58
0.0004
17%*
6.62±0.04(n=131)
0.4×10−6
0.44±0.003(n=50)
0.1×10−7
2
L2ox
28
35.1
78/2
7.14±0.02(n=127)
0.96±0.07(n=7)
L2mean
25
34.3
105/3
0.1018
10.7%*
7.11±0.03(n=133)
0.532
0.69±0.01(n=7)
0.0027
L2red
23
33.5
63/1
0.0118
17.8%*
6.94±0.07(n=136)
0.0101
0.66±0.01(n=10)
0.0002
3
L2ox
21
34
94/2
7.45±0.02(n=139)
0.51±0.03(n=14)
L2red
20
30
51
0.0088
12%[†]
7.35±0.01(n=716)
0.0003
0.45±0.01(n=13)
0.0036
4
L2ox
31
39.4
162/3
6.61±0.02(n=170)
0.6±0.02(n=48)
L2red
28.5
38.8
120
0.042
8%*
6.55±0.02(n=161)
0.0456
0.54±0.01 (n=44)
0.0037
5
L2ox
28
36
114/4
7.29±0.01(n=191)
0.48±0.03(n=10)
L2red
26
35.4
106
0.0362
7%*
7.12±0.02(n=88)
0.3×10−9
0.39±0.004(n=14)
0.0063
6[¶]
L2ox
24
34
164/7
6.19±0.02(n=275)
1.68±0.01 (n=9)
L2red
23
34
155/9
0.0862[‡]
4%*
6.03±0.02(n=273)
0.5×10−7
1.65±0.01 (n=8)
0.0583
7
E.V.ox
24
34
46
Fig. 4d
5.55±0.04(n=114)
E.V.red
21
28.3
63
0.0004
12.5%*
4.49±0.067(n=114)
0.5×10−28
8
E.V.ox
24
33
77/3
Fig. 4e
6.37±0.035(n=60)
E.V.red
20
31
80
0.002
17%*
5.85±0.076(n=63)
0.1×10−7
9
E.V.ox
20
33
85
6.08±0.046(n=133)
E.V.red
17
30.7
77
0.0264
15%*
5.87±0.052(n=107)
0.0032
10
E.V.ox
18
28.7
89/1
6.03±0.022(n=225)
E.V.red
18
25.4
85
0.0077
11.5%[†]
5.10±0.038(n=226)
0.3×10−62
percentage change based on mean lifespan.
percentage change based on max lifespan.
p value for survival analysis calculated based
on the Gehan-Breslow-Wilcoxon method.
Grx1-roGFP2 ratio of L2ox and L2red
subpopulations, based on BioSorter analysis during sorting. Data
represent mean ± SEM. n, number of worms.
Unpaired t-test, two sided.
Grx1-roGFP2 ratio of L2ox and L2red
subpopulations based on microscopic, following sorting. Data represent
mean ± SEM. n, number of worms. Unpaired
t-test, two sided.
Lifespan conducted with experimenter blind to the type of worms
assayed.
Extended Data Table 3.
Lifespan assays of L2ox and L2red subpopulations
following transient exposure to oxidizing or reducing conditions.
Worms were sorted into liquid medium, exposed to paraquat (PQ) or
N-acetylcysteine (NAC) for 10 hours and then returned to NGM plates for
lifespan assessment. P values for Kaplan Meier survival
analysis were calculated based on the log-rank (Mantel-Cox) method unless
noted otherwise. Samples were compared to L2ox subpopulations or
L2mixed. Maximum lifespan was defined as the 10% of last
survival population.
Experiment
Sorted population
Mean
Max
Dead/censored worms
P value
% change
Figure on text
Ratio BioSorter[§]
P value (BioS.)
1
L2ox
24
34.4
91
Figure 2f
7.07±0.018(n=317)
1 mM PQ
26
33.7
85
0.4364
7.7%*
10 mM NAC
19
32.9
99
0.008
20.8%*
L2red
21
31.2
109
Figure 2e
7.±0.011(n=402)
0.00074
1 mM PQ
23
31.7
139/1
0.0261
8.7%*
10 mM NAC
21
29.4
157
0.0546
-
2
L2ox
16
23.3
86
7.09±0.007(n=800)
L2red
15
19
54
0.0002
18.4%[†]
7.05±0.009(n=1218)
0.00034
L2red + 1 mM PQ
15.5
25.6
64
0.0002[∥]
9%[†]
3
L2ox
23
29.8
89
10 mM NAC
21
30.4
50
0.05[‡]
8.7%*
4[¶]
L2Mixed
15
21.1
66
Figure 2d
0.1 mM PQ
15
20.6
107
0.5137
2.4%[†]
1 mM PQ
15
27.8
96
0.0175
24.1%[†]
10 mM NAC
14.5
19.5
66
0.3667
7.6%[†]
5[¶]
L2Mixed
12
16
84
0.1 mM PQ
12
20.7
101
0.003
22.7%[†]
1 mM PQ
12
29.7
88
0.0023
46.1%[†]
10 mM NAC
11
18.7
101
0.1809
14.4%[†]
percentage change based on mean lifespan.
percentage change based on max lifespan.
p value for survival analysis calculated based
on the Gehan-Breslow-Wilcoxon method.
Grx1-roGFP2 ratio of L2ox and L2red
subpopulations at the L2 stage, based on BioSorter analysis during
sorting. Data represent mean ± SEM. n, number of
worms. Unpaired t-test, two sided.
Sample compared to the reduced subpopulation.
lifespan assays performed in the lifespan machine (see methods).
Early-life ROS reduce H3K4me3 levels
To gain insights into the mechanism(s) by which a transient increase in the
cellular redox state during development causes an increase in stress resistance and
lifespan, we first conducted quantitative RT-PCR, testing for mRNA levels of
commonly assessed heat shock genes (Fig. 3a)
and oxidative stress-related genes (Extended Data Fig.
4a). Unexpectedly, L2ox and L2red worms did not
significantly differ in the steady-state expression levels of any of these genes.
However, upon exposure to heat shock conditions, L2ox-worms showed a
significantly increased capacity to upregulate heat shock gene expression compared
to L2red-worms (Fig. 3a). Changes in
transcript levels of heat shock factor HSF-1 were not significantly different,
suggesting that the transcriptional stimulation in L2ox-worms is either
due to specific changes in HSF-1 activity, its subcellular localization, or heat
shock promoter accessibility[9].
Figure 3.
H3K4me3 - A redox sensitive histone modification involved in stress gene
expression and resistance.
(a) Heat shock gene transcripts in sorted subpopulations before and
after heat shock. n = 3 independent sorting experiments;
two-way ANOVA with Tukey correction. (b) Venn diagram of upregulated genes in
L2ox and ash-2 RNAi worms [10] (complete list in Supplementary Table 1). (c)
Quantification of global H3K4me3 levels in L2ox and L2red
worms. n = 7 independent sorting experiments; unpaired
t-test, two-sided. (d) Quantification of H3K4me3 levels in
HeLa cells before and after H2O2 treatment.
n = 3 independent experiments; one-way ANOVA with Dunnett
correction. (e) In vitro histone methyltransferase assays of
core HMC members; ox: pre-treated with 1 mM (+) or 2 mM (++)
H2O2 for 30 min prior to activity assay.
Thiol-reducing agent dithiothreitol (DTT) was added after the
H2O2 treatment. n = 3 independent
experiments; one-way ANOVA with Sidak correction. (f) Reverse thiol trapping of
oxidized and reduced MLL1SET. A 500-Da mass increase per oxidized
thiol can be detected on non-reducing SDS-PAGE. (g) Heat shock survival of
C. elegans N2 wild-type, wdr-5,
set-2, rbr-2 and
set2/rbr-2 mutants after 48 hours (n = 3
independent experiments; one-way ANOVA with Dunnett correction) or
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with ash-2 or control RNAi after 24 hours
(n = 5 independent experiments; unpaired
t-test, two-sided. E.V. empty vector). (h) Heat shock survival
of ASH2L-siRNA treated HeLa cells. n = 5 independent
experiments; two-way ANOVA with Tukey correction. (i) Transcript levels of heat
shock genes after 30 min heat stress treatment of ASH2L siRNA treated HeLa
cells. N.T., non-targeting. n = 3 independent experiments;
unpaired t-test, two-sided. Data in (a), (c), (d), (e) and
(g-i) represent mean ± SEM. For blot and gel source images, see Supplementary Fig.
1–3.
Extended Data Figure 4.
Gene expression profiles of L2ox and L2red.
(a) Steady-state transcript levels of selected oxidative
stress-related genes in L2ox and L2red worms.
n, independent sorting experiments; unpaired
t-test, two sided. Data represent mean ± SEM.
(b) Volcano plot showing fold changes versus P values for
the transcriptomes of L2ox and L2red subpopulations.
Differentially expressed genes (DEGs, P ≤ 0.05,
changes ≥ log2 ± 0.6) are represented by red dots
(see methods for statistical definition
of DEGs). Data were collected from 4 independent sorting experiments. (c)
Gene Set Enrichment Analysis of the 327 DEGs. Normalized enrichment scores
(see methods for calculation) are
represented by the bar graph. Terms (for summary, see Supplementary Table 1)
indicating origin/process/phenotype associated with genes known to play a
role in the process are shown on the left. Some terms (*) have been merged
and are represented as a single category bar for simplicity (for detailed
values, see Supplementary
Table 1). (d, e) Percentage of DEGs identified in L2ox
that intersect with H3K4me3 peak signals within their 5’ region (500
bp upstream and downstream from the transcription start site). The H3K4me3
ChIP data sets were generated from L3-staged N2 worms (ChIP–chip, GEO
entry: GSE30789) in (a) and ChIP-seq, GEO entry: GSE28770) in (b),
indicating that these marks are set during larval development.
Hypergeometric probability for (a): P = 0.064 and (b):
P = 2.786 × 10-6. (c) and (d) Venn
diagrams show the overlap among up-regulated (c) or down-regulated (d) gene
sets in L2ox ]and down – or up – regulated
set-9(rw5) and set-26(tm2467) gene
sets (GEO entry: GSE100623). See Supplementary Table 1 for data
sets in (a) – (d).
Subsequent RNA-seq analysis from four independent large-scale sorting
experiments identified 191 up-regulated and 136 downregulated genes in
L2ox-worms compared to L2red-worms (Extended Data Fig. 4b). We were unable to draw any clear
connection between the differentially expressed genes (DEGs) and previously
identified sets of stress or longevity-related genes (Extended Data Fig. 4c and Supplementary Table 1). To our
surprise, however, 26 of the 191 up-regulated genes in L2ox-worms
overlapped with a set of 101 genes, previously shown to be up-regulated in worms
lacking the Absent Small Homeodisc protein ASH-2[10] (expected overlap if no correlation <1;
P = 1.7×10−22, hypergeometric
probability) (Fig. 3b and Supplementary Table 1). ASH-2 is a
component of the highly conserved histone methylation complex COMPASS, which,
together with a member of the SET-1/MLL (mixed lineage leukemia) histone
methyltransferase family and WDR-5 causes trimethylation of lysine 4 in histone H3
(H3K4me3)[11]. H3K4me3 is
primarily found at transcriptional start sites (TSS), where the modification is
thought to mark and maintain transcriptionally active genes[12]. Intriguingly, recent studies in C.
elegans revealed that TSS-associated H3K4me3 marks are set during early
development, and remain stable throughout life[13]. Indeed, analysis of published ChIP-data revealed that
about 25% of DEGs that we identified in L2ox-worms associate with H3K4me3
marks that appear to be set during development (Extended Data Fig. 4d, e).
Furthermore, we found a highly significant overlap between DEGs in
L2ox-worms and DEGs in strains lacking the H3K4me3-readers SET-9 or
SET-26[14], similar to the
overlap between ash-2 knockdown and set-9 or
set-26 deletion strains (Extended
Data Fig. 4f, 3g). Based on these
results, we decided to analyze the global H3K4me3 abundancy in L2ox and
L2red-worms by western blot using antibodies against H3K4me3. We
tested the sorted subpopulations of seven independent sorting experiments and found
a clear and highly reproducible >25% reduction in global H3K4me3 levels in
L2ox-worms (Fig. 3c, Extended Data Fig. 5a). In contrast, other marks,
such as H3K27ac or H3K27me3, were not significantly different between the two
subpopulations (Extended Data Fig. 5b, c). These results strongly suggest that we
discovered a connection between endogenous ROS levels, H3K4 trimethylation levels,
and gene regulation.
Extended Data Figure 5.
Redox sensitivity of in vivo H3K4m3e3 levels and
in vitro histone methyltransferase complex
activity.
(a) Global H3K4me3 levels in the L2ox and
L2red sorted worms. A representative westernblot using
antibodies against H3K4me3 is shown. Quantification of global H3K27ac (b)
and H3K27me3 (c) levels by westernblot. n = 3 independent
sorting experiments. P = 0.3793 (b) and P
= 0.0905 (c); unpaired t-test, two-sided. Data represent
mean ± SEM. Global H3K4me3 (d), ASH2L (e) and MLL1 (f) levels in HeLa
cells before and after H2O2 treatment, as assessed by
western blot. (g) Time course of the in vitro
methyltransferase reaction for core HMC (MLL1-WDR5-ASH2L-RBBP5). Reaction
rates were derived from the first 20 min of the linear range. In
vitro histone methyltransferase assays of core HMC members,
consisting of purified GST-WDR5 (WDR5), GST-ASH2L (ASH2L),
GST-RBBP5 (RBBP5) and either GST-MLL1SET or untagged
MLL1SET (h), GST-SET1ASET (i) or
GST-SET1BSET (j). Superscript OX indicates that the protein
was pre-treated with either 1 mM (+) or 2 mM (++) H2O2
for 30 min prior to the activity assay. DTT was added after the
H2O2 treatment. n = 3 independent
experiments; one - way ANOVA with Sidak correction. Data represent mean
± SEM. (k) MLL1SET was treated with either 2 mM DTT, 2 mM
H2O2 or 2 mM H2O2 followed
by 4 mM DTT-treatment. Catalase was used to quench the
H2O2. The proteins were denatured and thiols were
modified with NEM prior to loading onto non-reducing SDS-PAGE to prevent
non-specific thiol oxidation. The proteins were visualized by silver
staining. M, marker. (l) MLL1SET treated with either 2 mM DTT, 2
mM H2O2 or 2 mM H2O2 followed by
4 mM DTT-treatment was analyzed. All reduced protein thiols were then
labeled with the 500 Da thiol-reactive AMS, causing a 500-Da mass
decrease per oxidized thiol detectable on reducing
SDS-PAGE. (m) Cysteine oxidation state in MLL1SET after treatment
with either 2 mM DTT or 2 mM H2O2 followed by NEM
labeling as assessed by LC-MS/MS. The peptide containing Cys3967 could not
be detected. (n) Schematic representation of the redox sensitivity of the
MLL1SET. For blot and gel source images, see Supplementary Fig. 1 and 3. o) Sequence
alignment of the SET-domain. All cysteines present in MLL1 are shown in
bold, and the five absolutely conserved cysteines are highlighted in yellow.
Cysteines shown to be involved in zinc coordination are marked with an
asterisk. NCBI protein blast and Clustal Omega Multiple Sequence Alignment,
Clustal O (1.2.4) were used.
H3K4me3 - A redox-sensitive histone mark
RNA-seq analysis of L2ox and L2red-worms did not reveal
any transcriptional changes in components of the COMPASS complex. This result
suggested that the activity rather than the level of the H3K4me3 complex is affected
by the redox environment. To directly test whether the H3K4me3 machinery is ROS
sensitive, we attempted to purify the C. elegans proteins for
in vitro methylation assays. Yet, this turned out to be
impossible due to their instability. In contrast, the mammalian members of the
COMPASS have been previously used in H3K4 methylation assays in
vitro[15]. To first
ascertain that H3K4 trimethylation is a redox sensitive process in mammalian cells
as well, we subjected HeLa cells to non-lethal H2O2 treatment,
and investigated global H3K4me3 levels. Consistent with our findings in C.
elegans, we observed a >30% global decrease in H3K4me3 levels
within <30 min of peroxide treatment (Fig.
3d and Extended Data Fig. 5d),
without detectable changes in steady-state levels of two of the main COMPASS
components (Extended Data Fig. 5e, f). We subsequently purified the SET domain of
MLL1 (C.e. SET-2), which catalyzes the lysine-directed histone
methylation[16], ASH2L,
WDR5, and RBBP5 (ASH-2, WDR-5.1, and RBBP-5 in C.e.). We
individually treated the four proteins with peroxide for 30 min, removed the
oxidant, combined the proteins and tested for in vitro histone
methylation activity. Notably, only one protein appeared to be reproducibly
peroxide-sensitive; the SET-domain of MLL1 (Fig.
3e and Extended Data Fig. 5g, h). Importantly, incubation of the
peroxide-inactivated SET-domain with thiol-reducing dithiothreitol restored the
original activity, strongly suggesting that thiol oxidation is responsible for the
reversible inactivation (Fig. 3e and Extended Data Fig. 5g, h). Analysis of the SET-domain of other SET1/MLL-family
members[17], including
SET1A, the most closely related human homologue of C. elegans
SET-2[18] (Extended Data Fig. 5i), SET1B (Extended Data Fig. 5j) and a version of MLL1 lacking the
cysteine-containing GST-tag used for purification (Extended Data Fig. 5h) demonstrated that sensitivity towards peroxide is
a universal feature for SET1/MLL family members. To investigate which of the seven
cysteines in the MLL1-SET domain might be sensitive to reversible thiol
oxidation, we conducted direct (Extended Data Fig.
5k, l) and reverse thiol trapping
(Fig. 3f) on oxidized and reduced
MLL1SET using the 500-Da thiol-reactive compound
4-acetamido-4’maleimidylstilbene-2,2’-disulfonic acid (AMS), followed
by SDS PAGE[19]. Analysis of the
migration behavior of thiol-trapped oxidized versus reduced
MLL1SET suggested that peroxide-treatment leads to the formation of
two intramolecular disulfide bonds. Subsequent mass spectrometric analysis of
in vitro modified cysteines confirmed these results and
revealed that at least four of the five absolutely conserved cysteines in the SET
domain are highly oxidation-sensitive (Extended Data
Fig. 5m–o). To our knowledge,
this makes H3K4me3 the first histone methylation mark and MLL1 the first histone
methyltransferase known to be redox-regulated.
H3K4me3 modulates stress resistance
Our studies raised the intriguing possibility that redox-mediated
inactivation of the lone SET-1 homologue in the oxidized subpopulation of C.
elegans (i.e., SET-2) leads to a reduction in global H3K4me3 levels,
which causes increased stress resistance and longevity. This theory was supported by
recent studies, which showed that deleting or knocking down components of the
COMPASS complex in C. elegans increase lifespan[10]. Indeed, strains either deleted (i.e.,
set-2, wdr-5) or depleted (i.e.,
ash-2) for members of the COMPASS complex were significantly
more heat stress resistant than respective control strains or a strain deficient in
H3K4me3-demethylase RBR-2 (Fig. 3g). In
addition, and comparable to results obtained with L2ox-worms, we found
that H3K4me3-deficient worms (Extended Data Fig.
6a–c) showed a substantially
increased transcriptional response upon heat shock (Extended Data Fig. 6d, e). We
obtained very similar results with ASH2L-depleted HeLa cells (Extended Data Fig. 6f), which were more heat stress
resistant (Fig. 3h) and demonstrated an
augmented transcriptional response to heat stress compared to control RNAi cells
(Fig. 3i). These results strongly suggested
that the downstream effects of H3Kme3 depletion on stress resistance and longevity
are conserved.
Extended Data Figure 6.
Effects of H3K4me3 down-regulation on heat shock response and endogenous
redox state.
(a) ASH-2 and SET-2 transcript levels of
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with ash-2 or set-2 RNAi for 2
generations. n = 6 (ash-2) and
n = 2 (set-2) independent experiments;
unpaired t-test, two-sided. E.V., empty vector. (b) ASH-2
protein levels in
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with control RNAi or ash-2 RNAi for 2 generations
using westernblot analysis. (c) H3K4me3 levels in
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with control RNAi, ash-2 RNAi or
set-2 RNAi for 2 generations. (d) Transcript levels of
selected heat shock genes after heat shock treatment of
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with the indicated RNAi. n = 3 independent
experiments; one-way ANOVA with Bonferroni correction. (e) Transcript levels
of selected heat shock genes in set-2 or
wdr-5.1 mutants before and after heat shock treatment.
n = 3 independent experiments; one-way ANOVA with
Bonferroni correction. (f) ASH2L levels following ash2L
siRNA treatment of HeLa cells. n = 2 independent
experiments. (g) Grx1-roGFP2 ratios of L2 larval worms treated with
ash-2 RNAi, set-2 RNAi,
wdr-5.1 RNAi or the empty vector were measured using
the BioSorter. n = 4 (ash-2,
set-2) and n = 3
(wdr-5.1) independent sorting experiments; unpaired
t-test, two-sided. (h) Representative survival curves
of N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with ash-2 or set-2 RNAi for 2
generations, and treated with 1 mM PQ for 10 hours at the L2 larval stage.
For n numbers, repetitions and statistics (log-rank), see
Extended Data Table 4. Data in
(a), (d), (e-g) represent mean ± SEM. For blot source images, see
Supplementary Fig.
1 and 3.
To finally test whether down-regulation of H3K4me3 levels is sufficient to
increase heat shock resistance and lifespan in L2ox-worms, we generated
ash-2 or set-2 RNAi knockdown worms expressing
the Grx1-roGFP2 sensor protein and sorted the synchronized L2 population as before.
We detected no significant difference in the relative distribution or range of
GSSG:GSH ratios between mutant and control RNAi worms (Extended Data Fig. 6g). Yet, the sorted L2ox
and L2red subpopulations of ash-2 and
set-2 RNAi worms no longer exhibited any difference in heat
shock sensitivity (Fig. 4a, b) or lifespan (Fig.
4c, d; Extended Data Tables 2 and 4). Similarly, no life-prolonging effect was observed
when we treated ash-2 or set-2-RNAi-worms with PQ
for 10h-treatment at the L2 larval state (Extended
Data Fig. 6h and Extended Data Table
4). These results imply that down-regulation of H3K4me3 levels is both
necessary and sufficient to increase heat shock resistance and lifespan in the
oxidized subpopulation of worms.
Figure 4.
An intrinsically oxidizing environment confers increased stress resistance
via down-regulation of global H3K4me3 levels.
Survival of
N2jrIs2[Prpl-17::Grx1-roGFP2] worms treated
with ash-2 (a) or set-2 (b) RNAi, sorted into
L2ox and L2red and measured 24 hours after heat shock.
n = 3 (a) and n = 4 (b) independent
experiments; two-way ANOVA with Tukey correction. Data represent mean ±
SEM. Representative survival curves of
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with ash-2 (c) or set-2 (d) RNAi and
sorted into L2ox and L2red. For n
numbers, repetitions and statistics (log-rank) in (c) and (d), see Extended Data Tables 2 and 4.
Extended Data Table 4.
Lifespan assays upon H3K4me3-targeting RNAi treatment.
Worms were treated with the indicated RNAi and sorted into
L2ox and L2red at the F2 generation (Exp.
1–4).
Exp.
Sorted population
Mean
Max
Dead/censored worms
P value
% change
Figure on text
Ratio BioSorter[‡]
P value (BioS.)
1[&]
ash-2 RNAi
ox
24
33.3
40/2
Figure 4d
5.00±0.043(n=95)
ash-2 RNAi
red
25
34
45/4
0.1373
4.2%*
4.66±0.046(n=85)
0.1×10−6
2[&]
set-2 RNAi
ox
22
32
57/1
Figure 4e
6.17±0.047(n=52)
set-2 RNAi
red
22
30
72/1
0.7739
-
5.64±0.03(n=224)
0.2×10−14
3[&]
ash-2 RNAi
ox
30
39.1
70
6.12±0.03(n=186)
ash-2 RNAi
red
30
37.1
79
0.5721
-
5.8±0.039(n=216)
0.9×10−9
set-2 RNAi
ox
20
34
76
6.13±0.019(n=259)
set-2 RNAi
red
20
33
55
0.7339
-
5.67±0.026(n=295)
0.1×10−38
4[&]
ash-2 RNAi
ox
25
30.2
87
6.17±0.021(n=223)
ash-2 RNAi
red
25
30.4
79
0.9133
-
5.56±0.046(n=223)
0.5×10−26
set-2 RNAi
ox
18
25.7
76
6.19±0.025(n=214)
set-2 RNAi
red
18
27
85
0.8589
4.8%[†]
5.29±0.041(n=217)
0.1×10−52
5
control E.V. untr.
21
30
78
Ext. Data Fig. 6h
control E.V. PQ
21
31.7
64
0.5073
-
ash-2 RNAi
untr.
23
30.4
70
ash-2 RNAi PQ
19
27.6
52
0.0017
17.4%*
set-2 RNAi
untr.
21
31.3
59
set-2 RNAi PQ
21
32.1
67
0.4515
-
6
control E.V. untr.
20
29.5
58
control E.V. PQ
18
32.3
43
0.7952
10%*
ash-2 RNAi
untr.
23
31.4
46
ash-2 RNAi PQ
17
32.3
30
0.3873
26%*
set-2 RNAi
untr.
20
28.8
47
set-2 RNAi PQ
23
28.7
39
0.3225
13%*
The empty-vector controls for experiments 1–4 correspond
are found in Extended Data Table
1, experiments 7–10. Worms were treated with 1 mM PQ
for 10 h at the L2 stage following RNAi treatment with
ash-2 or set-2 (Exp. 5 and 6).
P values for Kaplan Meier survival analysis were
calculated based on the log-rank (Mantel-Cox) method. Samples were
compared to the respective L2ox or untreated control. Maximum
lifespan was defined as the 10% of last survival population.
percentage change based on mean lifespan.
percentage change based on max lifespan.
Grx1-roGFP2 ratio of L2ox and L2red
subpopulations, based on BioSorter analysis during sorting. Data
represent mean ± SEM. n, number of worms.
Unpaired t-test, two sided.
Conclusions
In 2010, Cynthia Kenyon wrote in the journal Nature: “It is
possible that a stochastic event — a metabolic insult or noise in the
expression of a regulatory gene — flips an epigenetic switch or sets in
motion a chain of events that promotes ageing”[20]. Our studies have identified that
variations in endogenous ROS during development, potentially caused by locally
different growth conditions, contribute to the lifespan variation observed in
synchronized populations of C. elegans. Animals that accumulate
high levels of ROS during development apparently undergo an endogenous hormesis
event, which, as previously observed upon exogenous ROS treatment[21], increases stress resistance and
lifespan. This might serve as a bet-hedging strategy to provide subpopulations of
worms with improved survival during stress. Our studies uncovered the underlying
mechanism of ROS-mediated hormesis by demonstrating that global H3K4me3 levels are
redox-sensitive, and decrease in response to oxidative stress. Based on the findings
that reduction of global H3K4me3 levels increase stress resistance and C.
elegans lifespan[10],
we now postulate that we have indeed identified one stochastic event, the respective
epigenetic switch and the chain of events that are set into motion during early
development to increase lifespan.Recent studies in C. elegans demonstrated that H3K4me3
marks within gene bodies are set during adulthood and change with age[13]. In contrast, H3K4me3 that are
enriched at transcriptional start sites and thought to provide the memory of
actively transcribed genes, are set during development and remain stable throughout
the lifespan[13]. This result likely
explains how transient redox-mediated changes in H3K4me3 levels during development
are sufficient to exert long-lasting effects despite the dramatic changes in the
redox environment during adulthood. Our finding that organisms with reduced levels
of H3K4me3 show an increased transcriptional response to stress conditions is
initially counterintuitive, given that H3K4me3 is widely considered an activating
mark[11]. However, our
results are fully consistent with yeast studies, which showed that reduction of
H3K4me3 levels causes substantially more robust gene expression changes upon stress
treatment[22]. The extent to
which this increase in transcriptional capacity of stress-related genes is linked to
the observed lifespan extension, however, remains to be determined. A significant
number of genes involved in lipid metabolism were found to be downregulated in
L2ox-worms (Extended Data Fig.
4c, Supplementary Table
1). This is of note since increased lipid storage and altered lipid
signaling have been previously linked to increased lifespans of a variety of
different organisms[23], and found
to play a role in the lifespan extension of worms globally deficient in H3K4me3
levels[24]. Future work is
needed to reveal how the transient downregulation of H3K4me3 levels selectively
during development can elicit similarly profound life-altering effects. Our ability
to change the lifespan of an entire population by a simple 10-hour exposure to ROS
during development suggests that we have identified a window in time and a mechanism
that helps to individualize lifespan in animals. This study will be forming the
groundwork for future work in mammals where very early and transient metabolic
events in life seem to have equally profound impacts on lifespan[25].
ONLINE METHODS
C. elegans strains, maintenance and lifespan assays
The following C. elegans strains were used in this
study: PB020: N2jrIs2[Prpl-17::Grx-1-roGFP2],
N2: Wild-type Bristol isolate, RB1304: wdr-5.1(ok1417), RB1025:
set-2(ok952), ZR1: rbr-2(tm1231) and ABR9:
set-2(ok952);rbr-2(tm1231). If not stated otherwise, worms
were cultured at 20°C. Standard procedures were followed for C.
elegans strain maintenance [26]. Synchronization was performed using alkaline
hypochlorite solution; eggs were allowed to hatch by overnight incubation in M9
medium during gentle shaking. Newly hatched, arrested L1 larvae were transferred
onto standard nematode growth medium (NGM) plates seeded with live E.
coli OP50. Lifespan studies were performed at 20°C in the
presence of FuDR. Survival was scored every 2 days, and worms were censored if
they crawled off the plate, hatched inside, or lost vulva integrity during
reproduction. The first day of adulthood was set as t = 0. Lifespan of unsorted
worm populations were performed in a lifespan machine according to [27]. Survival plots were generated
using GraphPad Prism. Lifespan data were analyzed for statistical significance
with log-rank (Mantel-Cox) or Gehan-Breslow-Wilcoxon test.
Reconfiguration of BioSorter for ratiometric sorting
405 and 488 nm lasers were used to excite the Grx1-roGFP2 sensor
protein. Since the protein possesses a single emission maximum (~520 nm), the
two lasers in the BioSorter (Union Biometrica) were realigned to sequentially
illuminate single L2-staged worms as they pass through the flow cell, without
emitting overlapping signals. This enabled collection of signals from 405 and
488nm lasers separately, from two photon multipliers tubes (PMTs). As result,
data were displayed as two groups of peaks (Extended Data Fig. 1b). Using the partial profiling feature (pp) of
the FlowPilot-Pro™ software, we mapped the peaks corresponding to each
laser that trace the fluorescent intensity and extinction signals. The
extinction signal from the 488 nm laser was used to initially gate worms at the
L2 stage larva (R1 gate, see Extended Data
Fig.1c). Oxidized, mean and reduced L2 worms were sorted from R2, R3
and R4 gates respectively, based on the peak 405 and 488 fluorescent intensities
(insert in Fig. 1a).
Microscopy
Worms were mounted on objective slides using 4 μl
thermoreversible CyGEL (BioStatus; Fisher Scientific) and 2 μl of 50 mM
levamisole for immobilization. Fluorescence and DIC images were acquired with an
upright microscope equipped with a Photometrics Coolsnap HQ2 cooled CCD camera,
a UPlan S-Apo 20x objective (NA 0.75) and a X-CITE® exacte light source
equipped with a closed feedback-loop. For Grx1-roGFP2 fluorescence, an external
filter wheel was used with excitation filters 420/40x, 500/20x, dual bandpass
dichroic T515LPXR and a single emission filter 535/30x. Image analysis was
performed in Metamorph (Molecular Devices, Inc) using a custom script. Briefly,
an intensity threshold was chosen by the user. Pixels above this threshold
constitute regions of interest. Regions with very high signal in any channel
(e.g., fluorescent particles) were identified by applying an over-saturation
threshold and excluded from regions of interest. Mean ratiometric values
(Ex420Em535/Ex500Em535) of regions of interest are calculated after subtraction
of background. Acquisition parameters were kept identical across all samples.
For body length measurements, worms were measured from the nose to the tail tip
and analysis was performed with ImageJ.
Brood size
L4-staged worms were transferred onto NGM plates and incubated at
15°C. The parental animals were transferred daily to individual NGM
plates until the end of the reproductive period. The progeny of each animal was
counted at the L2 or L3 stage.
Cellular respiration
Real-time oxygen consumption rates (OCR) and extra-cellular
acidification rate (ECAR) were measured with a Seahorse XFe96
Analyzer (Seahorse bioscience Inc., North Billerica, MA, USA) as
described[28]. Briefly
100 L2–staged worms were sorted directly into individual wells of 96-well
Seahorse utility plates at a final volume of 200 ul of 10% M9. Acute effects of
pharmacological inhibitors FCCP (ETC accelerator) and sodium azide
(NaN3, Complex IV and V inhibitor) were evaluated by injecting
them during the run at final concentrations of 20 uM and 40 mM respectively.
Heat shock treatment
Heat shock was performed on solid OP50-seeded NGM plates wrapped in
parafilm and submerged in a pre-heated water bath. For thermotolerance assays,
worms were heat-shocked for 45 min at 38°C. Survival was scored after 24
hours and then until the death of the last worm by absence of touch response or
pharyngeal pumping. For transcriptional response assays, worms were heat-shocked
for 30 min at 35°C. After 1 hour recovery at 20°C, worms were
harvested and snap-frozen in liquid nitrogen. All heat shock treatments were
applied to worms at the L2 stage.
Treatments with N-acetyl cysteine (NAC) and paraquat (PQ)
For survival assays, worms were cultivated on solid OP50-seeded NGM
plates, supplemented with the indicated concentrations of NAC or PQ. Survival
was determined by absence of touch response or pharyngeal pumping. For transient
exposure to compounds, worms were transferred into M9-media supplemented with
OP50 and the indicated concentrations of NAC or PQ for 10 hours. Worms were
harvested, washed three times with M9 and transferred onto regular OP50-seeded
NGM plates.
RNA extraction and real-time qPCR
3,000–5,000 worms at the L2 stage (whole population or after
sorting) were grounded in Trizol reagent (Life Technologies) with sea sand and
pestle. After filtering of the sand, samples were vigorously shaken with
chloroform, allowed to stand for 3 minutes at room temperature, and then
centrifuged at 16,000 g at 4°C. The aqueous phase was then collected and
RNA was purified using QIAGEN RNeasy RNA extraction columns as per
manufacturers’ recommendations. HeLa cells were directly lysed in the
culture dish by adding Trizol, as per manufacturers’ recommendations. For
RNA isolation, after addition of ethanol, the lysate was loaded onto QIAGEN
RNeasy RNA extraction columns. cDNA synthesis was performed using
PrimeScript™ 1st strand cDNA Synthesis Kit (Takara) and real-time
quantitative PCR was performed using Radiant™ Green Lo-ROX qPCR Kit
(Alkali Scientific), as per manufacturers’ recommendations, in an
Eppendorf Mastercycler epgradient S realplex[2] detection system. Relative expression was
calculated from Cycle threshold values using the
2−ΔΔCt method and the expression of genes of
interest were normalized to housekeeping genes cdc-42, pmp-3,
panactin) and/or spiked-in luciferase (10 pg/ml Trizol).Primers used were cdc-2:
5’-AGCCATTCTGGCCGCTCTCG-3’ and
5’-GCAACCGCCTTCTCGTTTGGC-3’; pmp-3:
5’-TTTGTGTCAATTGGTCATCG-3’ and
5’-CTGTGTCAATGTCGTGAAGG-3’; panactin:
5’-TCGGTATGGGACAGAAGGAC-3’ and
5’-CATCCCAGTTGGTGACGATA-3’; sod-1:
5’-AAAATGTGGAACCGTGCTG-3’ and
5’-TGAACGTGGAATCCATGAA-3’; sod-2:
5’-GATTTGGAGCCTGTAATCAGTC-3’ and
5’-GAAGAGCGATAGCTTCTTTGAC-3’; sod-3:
5’-CACTATTAAGCGCGACTTCGG-3’ and
5’-CAATATCCCAACCATCCCCAG-3’; ctl-2:
5’-ATCCCAACATGATCTTTGA-3’ and
5’-TGAGATTCTTCACTGGTTG-3’; prdx-2:
5’-CGACTCTGTCTTCTCTCAC-3’ and
5’-GAAGATCATTGATGGTGAT-3’; aak-2:
5’-AAGTCTGGAGTTGGGAATACG-3’ and
5’-GTATGCACTTCTTTGTGGAACC-3’; hsf-1:
5’-TCCGTATAAGAATGCGACTAGG-3’ and
5’-TAGCTTCTGATGTGGTTGAAGG-3’; hsp-1:
5’-GGACGTCTTTCCAAGGATGA-3’ and
5’-TCAAGATCTCGTCGACTTG-3’; hsp-16.2:
5’-CTGTGAGACGTTGAGATTGATG-3’ and
5’-CTTTACCACTATTTCCGTCCAG-3’; ash-2:
5’-CGATCGAAACACGGAACGA-3’ and
5’-TGCCGGAATCTGCAGTTTTT-3’, set-2:
5’-TCGAAGATTGAAGGTGAAGAGAG-3’ and
5’-ATCATCTTTTTGCGGAACTGTAA-3’; HSPD1:
5’-TGCTGAGTTTTGAATGAGCAA-3’ and
5’-CAATCTGCTCTCAAATGGACA-3’; Hsp90AA1:
5’-GAAATCTGTAGAACCCAAATTTCAA-3’ and
5’-TCTTTGGATACCTAATGCGACA-3’; Luciferase: 5’-
ACGTCTTCCCGACGATGA-3’ and 5’-GTCTTTCCGTGCTCCAAAAC-3’.
RNA-seq analysis
Total RNA from 4 biological replicates of worms sorted at the L2 stage
(extracted as described above) was assessed for quality using the TapeStation
(Agilent). Samples were prepared using the Illumina TruSeq Stranded Total RNA
Library Prep kit (Illumina). 100 ng of total RNA was rRNA-depleted using
Ribo-Gone (Takara Bio USA). The rRNA-depleted RNA was then fragmented and copied
into first strand cDNA using reverse transcriptase and random primers. The
products were purified and enriched by PCR (15 cycles) to create the final cDNA
library. The 3’ prime ends of the cDNA were adenylated and ligated to
adapters, including a 6-nt barcode unique for each sample. Final libraries were
checked for quality and quantity by TapeStation and qPCR using Kapa’s
library quantification kit for Illumina Sequencing platforms (Kapa
Biosystems,Wilmington MA). The samples were pooled, clustered on an Illumina
cBot and sequenced on one lane of an Illumina HiSeq4000 flow cell, as paired-end
50 nt reads. The quality of the raw reads data for each sample (e.g. low-quality
scores, over-represented sequences, inappropriate GC content) was checked using
FastQC (version v0.11.3). The Tuxedo Suite software package was used for the
computational analysis of the RNA sequencing [29,30]. Briefly, reads were aligned to the reference genome WS220
using TopHat (version 2.0.13) and Bowtie2 (version 2.2.1.). Cufflinks/CuffDiff
(version 2.1.1) was used for expression quantitation, normalization, and
differential expression analysis, using reference genome WS220. For this
analysis, we used parameter settings: “--multi-read-correct” to
adjust expression calculations for reads that map in more than one locus, as
well as “--compatible-hits-norm” and
“--upper-quartile–norm” for normalization of expression
values. Diagnostic plots were generated using the CummeRbund R package. Genes
and transcripts were identified as being differentially expressed based on three
criteria: test status = “OK”, FDR ≤0.05, and fold change
≥±1.5. The Bioconductor Package GSA was used to perform enrichment
test analysis. The algorithm was modified from the original “Gene Set
Enrichment Analysis” (GSEA) [31], for better power. Genesets were downloaded from
sources indicated in Supplementary Table 1. All FDR corrected P-values
in this result are extremely significant (FDR~0).
Western blot
Standard methods for western blotting were used for the detection of
proteins from worm lysates. Briefly, 3,000–5,000 L2-staged worms were
collected in 20 μl of M9 buffer and snap frozen in liquid nitrogen.
Laemmli loading buffer was added to the worm pellet (1:1 volume) and the samples
were boiled for 5 min, separated by SDS-PAGE and transferred to PVDF membranes.
Blots were blocked for 1 hour with 5% milk in PBS and probed with anti-H3
(Abcam, ab1791; 1:2,000), anti-H3K4me3 (Abcam, ab8580; 1:1,000), anti-H3K27ac
(Abcam, ab4729; 1:1000), anti-H3K27me3 (Millipore, #07–449; 1:1000),
anti-ASH-2 (Abmart, X3-G5EFZ3, 1:1,000;) or anti-β-tubulin (Santa Cruz,
sc-5274; 1:2,000) primary antibodies overnight at 4 °C. For the
extraction of mammalian proteins, HeLa cells were treated with trypsin
(Invitrogen, 25200056) washed twice with PBS and collected in lysis buffer (RIPA
+ 1 mM PMSF + protease inhibitor cocktail + 1 mM EDTA/0.5 ml lysis buffer per 5
× 106 cells). Samples were incubated for 45 min at 4 °C
with constant agitation. Lysates were spun down (4 °C, 20 min, 12,000
rpm) and snap frozen in liquid nitrogen. Laemmli loading buffer was added to the
lysates (1:1 volume) and the samples were boiled for 5 min, separated by
SDS-PAGE and transferred to PVDF membranes. Blots were blocked for 1 hour with
5% milk in PBS and probed with anti-H3 (Abcam, ab1791; 1:2000), anti-H3K4me3
(Abcam, ab8580; 1:1,000), anti-ASH2L (Bethyl laboratories, polyclonal,
A300–489A; 1:1,000), anti-MLL1 (Bethyl laboratories, polyclonal,
A300–374A; 1:500) or anti-β-tubulin (Santa Cruz, sc-5274; 1:2,500)
primary antibodies overnight at 4°C. HRP conjugated anti-rabbit
(ThermoScientific, 31460) and anti-mouse (ThermoScientific, 31430) secondary
antibodies were used at 1:5,000 dilution for 1 h at room temperature. Proteins
were detected using Clarity ECL Western blotting substrate (Biorad) and signal
was captured using a BioRad ChemiDoc Touch imaging system.
C. elegans RNAi
Escherichia coli HT115 (DE3) strains transformed with vectors expressing
dsRNA of the genes of interest (ash-2, set-2,
wdr-5.1, empty pL4440) were obtained from the Ahringer
library (a gift from G. Csankovszki), sequence-verified and grown at 37
°C as per manufacturer’s recommendations. L1 worms obtained from
synchronized populations were placed onto NGM plates containing ampicillin
(100 mg/ml−1) and IPTG (0.4 mM) seeded with
the respective bacteria. Worms were cultivated on either RNAi or the empty
vector control bacteria for two generations.
Mammalian cell culture and H2O2 treatment
HeLa (EM-2–11ht) cells (a gift from J. Nandakumar and
authenticated by STR) were cultured in DMEM (Life Technologies,
11995–065), supplemented with 10% Fetal Bovine Serum (Sigma-Aldrich,
F4135) and 1% Penicillin-Streptomycin (Gibco, 15140–122) at 5%
CO2. At 80% confluency, cells were washed with PBS (Life
Technologies, 10010023) and treated with HBSS (Life Technologies,
14025–092) supplemented with 0.1 mM or 0.3 mM H2O2
and incubated at 37°C for 30 min.
Mammalian siRNA and heat shock treatment
8,000 cells were transfected with 4.8 pmoles of ASH2L siRNA (Dharmacon,
M-019831–01-0005) or non-targeting siRNA (Dharmacon,
D-001210–02-05) using Lipofectamine RNAiMax (Invitrogen,
13778–150) in OPTI-MEM I Reduced serum medium (Gibco, 31985–062).
For heat shock treatment, cells were washed with PBS 72 hours after siRNA
transfection and placed in HBSS. Plates were wrapped with parafilm and submerged
in a pre-heated water bath at 43°C for the indicated time points.
Viability was determined using the CellTiter-Glo Kit (Promega) as per
manufacturer’s recommendations. Luminescence was monitored on a FLUOstar
Omega microplate reader (BMG Labtech).
Histone methyltransferase activity assays
SET domains of MLL/SET family proteins (MLL1, SET1A, SET1B), RBBP5 (full
length), ASH2L (full length), and WDR5 (full length) were purified as previously
described [32]. The purified
proteins were diluted to 10 μM and incubated with 1 mM or 2 mM
H2O2 at 4°C for one hour in the buffer 25 mM
Tris-HCl, pH 8.0. For DTT recovery, 4 mM DTT was added after
H2O2 treatment and was incubated at 4°C for 60
min. After oxidation, excess H2O2 was removed by
ultrafiltration. Methyltransferase assays were performed using H3 peptides
(residues 1–20) with one additional Tyr-residue at C-terminus for
accurate quantification of peptides. An enzyme-coupled continuous
spectrophotometric assay system was employed to monitor the time course of the
reaction[33,34]. This assay system, which monitors the
appearance of the cofactor product (SAH) at an absorbance of 515 nm (i.e.,
OD515) contained the following components: 25 mM Tris (pH 8.0),
320 nM AdoHcy nucleosidase, 480 nM adenine deaminase, 40 U/L xanthine oxidase,
20,000 U/L horseradish peroxidase, 4.5 mM 3,5-dicholoro-2-hydroxybenzenesulfonic
acid, 0.894 mM 4-aminophena-zone, 40 μM MnCl2, 2.25 μM
K4Fe(CN)6·3H2O, 200 μM
S-Adenosyl-Methionine and 1 μM of the four mammalian proteins that
constitute the minimal H3K4-methylating complex. All components were mixed in 30
μl volume in 384-well plate at RT, and the reaction was initiated by
adding 400 μM H3 peptide substrate. The OD515 was monitored
using a Synergy Neo Multi-Mode Reader (Bio-Tek) for 1 hour at 28°C. The
slope of OD515 vs. time from the first 20 minutes linear range was
converted into reaction rates. The relative activity for each complex without
any H2O2 pretreatment was set to 1. A buffer control was
used to determine the baseline.
In vitro protein oxidation and thiol trapping
Purified MLL1SET (15 μM) was treated with either 2 mM
DTT or 2 mM H2O2 for 30 min at 4°C or 30°C.
To stop the reaction, the H2O2-treated samples were mixed
with catalase (0.5 mg/ml). To reduce reversible thiol modifications the oxidized
sample were treated with 4 mM DTT for 30 min at 30°C. The reduced
cysteines were blocked with 20 mM NEM prior to SDS-PAGE analysis. For reverse
thiol trapping experiments, the samples were resuspended in a denaturing
thiol-trapping buffer (2.3 M urea, 0.2% SDS, 10 mM EDTA, 200 mM Tris-HCl, pH
8.5) supplemented with 20 mM NEM for 30 min at 25°C. Proteins were
precipitated with 10% trichloracetic acid (TCA). After centrifugation, the
pellets were washed with 10% TCA and 5% TCA and re-dissolved in the denaturing
thiol-trapping buffer supplemented with 4 mM DTT to reduce reversible thiol
modifications. After 45 min of incubation at 30°C, all new cysteine
thiols were labeled with 25 mM AMS for 5 min at 25°C. Proteins were
analyzed on SDS-PAGE under non-reducing conditions and visualized using silver
staining. For the mass spectrometric analysis of the cysteine-containing
peptides, iodoacetamide (IAM) was used instead of AMS to label reversibly
oxidized cysteines. After SDS-PAGE under non-reducing conditions and Coomassie
staining, protein bands were cut out, trypsin-digested, and analyzed by nano
LC-MS/MS (MS Bioworks).
Statistical analysis
The Prism software package (GraphPad Software 7) and the Microsoft
Office 2010 Excel software package (Microsoft Corporation) were used to carry
out statistical analyses. Information about statistical tests,
P values and n numbers are provided in the
respective figures and figure legends.
DATA AVAILABILITY STATEMENT
All relevant data are available and/or included with the manuscript as
source data or Supplementary Information. RNA-sequencing data have been uploaded
to the Gene Expression Omnibus (GEO) database with accession number
GSE138502.
In vivo read-out of endogenous redox states at different
stages during C. elegans lifespan and sorting parameters of
oxidized and reduced subpopulations.
(a) Microscopic analysis of the Grx1-roGFP2 ratio of individual
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
(symbol) cultivated at 15 °C and imaged at the indicated time points.
Means (bars) of every two sequential time points that are not significantly
different from each other (P > 0.05) share the same
letter. Data represent mean ± SEM; n, number of
animals; one-way ANOVA with Tukey correction. (b) The roGFP2 ratio (405/488)
was calculated using the partial profiling feature (pp) configured to
analyze extinction and emission data from each 488 nm and 405 nm lasers that
sequentially excited each worm. (c) A population of
N2jrIs2[Prpl-17::Grx1-roGFP2] at the L2 stage separated
based on their opacity (extinction) and length (time of flight) was gated as
R1.
Sorting efficiency and lifespan of L2ox and L2red
subpopulations.
(a-d) Microscopic analysis of the Grx1-roGFP2 ratio of individual
worms (symbol) previously sorted into L2ox, L2mean and
L2red subpopulations. n = animals; one-way
ANOVA with Tukey correction. (e-i) Survival curves of sorted
L2ox, L2mean and L2red worms. For
n numbers, P values (log rank test)
see Extended Table 2. (Inserts) The
Grx1-roGFP2 ratio of individual worms (symbol), as assessed by fluorescence
microscopy after sorting is shown. n = animals. For
P values (unpaired t-test, two sided)
see Extended Table 2.
Physiological properties of L2ox and L2red sorted
worms.
(a) Length measurements of L2ox and L2red
worms (symbol) from nose to tail tip immediately after sorting. No
significant difference; P = 0.4735 (unpaired
t-test, two-sided). (b) Brood size of L2ox
and L2red worms, measured at the indicated time points. n
= animals. No significant difference within a single age;
P = 0.6532 (two – way ANOVA). (c) Basal
respiration, (d) maximal and (e) spare respiratory capacity and (f) basal
rates of flux through glycolysis (ECAR) of L2ox and
L2red worms. n = 3 independent sorting
experiments. P = 0.9469 (c), P = 0.7784
(d), P = 0.7904 (e), P = 0.7925 (f);
unpaired t-test, two-sided. (g) Survival of L2ox
and L2red worms 20 hours after heat shock. n = 5
independent sorting experiments; unpaired t-test,
two-sided. The data points connected represent data from the same sorting
experiment. The survival of L2ox is set to 1. All data represent
mean ± SEM.
Gene expression profiles of L2ox and L2red.
(a) Steady-state transcript levels of selected oxidative
stress-related genes in L2ox and L2red worms.
n, independent sorting experiments; unpaired
t-test, two sided. Data represent mean ± SEM.
(b) Volcano plot showing fold changes versus P values for
the transcriptomes of L2ox and L2red subpopulations.
Differentially expressed genes (DEGs, P ≤ 0.05,
changes ≥ log2 ± 0.6) are represented by red dots
(see methods for statistical definition
of DEGs). Data were collected from 4 independent sorting experiments. (c)
Gene Set Enrichment Analysis of the 327 DEGs. Normalized enrichment scores
(see methods for calculation) are
represented by the bar graph. Terms (for summary, see Supplementary Table 1)
indicating origin/process/phenotype associated with genes known to play a
role in the process are shown on the left. Some terms (*) have been merged
and are represented as a single category bar for simplicity (for detailed
values, see Supplementary
Table 1). (d, e) Percentage of DEGs identified in L2ox
that intersect with H3K4me3 peak signals within their 5’ region (500
bp upstream and downstream from the transcription start site). The H3K4me3
ChIP data sets were generated from L3-staged N2 worms (ChIP–chip, GEO
entry: GSE30789) in (a) and ChIP-seq, GEO entry: GSE28770) in (b),
indicating that these marks are set during larval development.
Hypergeometric probability for (a): P = 0.064 and (b):
P = 2.786 × 10-6. (c) and (d) Venn
diagrams show the overlap among up-regulated (c) or down-regulated (d) gene
sets in L2ox ]and down – or up – regulated
set-9(rw5) and set-26(tm2467) gene
sets (GEO entry: GSE100623). See Supplementary Table 1 for data
sets in (a) – (d).
Redox sensitivity of in vivo H3K4m3e3 levels and
in vitro histone methyltransferase complex
activity.
(a) Global H3K4me3 levels in the L2ox and
L2red sorted worms. A representative westernblot using
antibodies against H3K4me3 is shown. Quantification of global H3K27ac (b)
and H3K27me3 (c) levels by westernblot. n = 3 independent
sorting experiments. P = 0.3793 (b) and P
= 0.0905 (c); unpaired t-test, two-sided. Data represent
mean ± SEM. Global H3K4me3 (d), ASH2L (e) and MLL1 (f) levels in HeLa
cells before and after H2O2 treatment, as assessed by
western blot. (g) Time course of the in vitro
methyltransferase reaction for core HMC (MLL1-WDR5-ASH2L-RBBP5). Reaction
rates were derived from the first 20 min of the linear range. In
vitro histone methyltransferase assays of core HMC members,
consisting of purified GST-WDR5 (WDR5), GST-ASH2L (ASH2L),
GST-RBBP5 (RBBP5) and either GST-MLL1SET or untagged
MLL1SET (h), GST-SET1ASET (i) or
GST-SET1BSET (j). Superscript OX indicates that the protein
was pre-treated with either 1 mM (+) or 2 mM (++) H2O2
for 30 min prior to the activity assay. DTT was added after the
H2O2 treatment. n = 3 independent
experiments; one - way ANOVA with Sidak correction. Data represent mean
± SEM. (k) MLL1SET was treated with either 2 mM DTT, 2 mM
H2O2 or 2 mM H2O2 followed
by 4 mM DTT-treatment. Catalase was used to quench the
H2O2. The proteins were denatured and thiols were
modified with NEM prior to loading onto non-reducing SDS-PAGE to prevent
non-specific thiol oxidation. The proteins were visualized by silver
staining. M, marker. (l) MLL1SET treated with either 2 mM DTT, 2
mM H2O2 or 2 mM H2O2 followed by
4 mM DTT-treatment was analyzed. All reduced protein thiols were then
labeled with the 500 Da thiol-reactive AMS, causing a 500-Da mass
decrease per oxidized thiol detectable on reducing
SDS-PAGE. (m) Cysteine oxidation state in MLL1SET after treatment
with either 2 mM DTT or 2 mM H2O2 followed by NEM
labeling as assessed by LC-MS/MS. The peptide containing Cys3967 could not
be detected. (n) Schematic representation of the redox sensitivity of the
MLL1SET. For blot and gel source images, see Supplementary Fig. 1 and 3. o) Sequence
alignment of the SET-domain. All cysteines present in MLL1 are shown in
bold, and the five absolutely conserved cysteines are highlighted in yellow.
Cysteines shown to be involved in zinc coordination are marked with an
asterisk. NCBI protein blast and Clustal Omega Multiple Sequence Alignment,
Clustal O (1.2.4) were used.
Effects of H3K4me3 down-regulation on heat shock response and endogenous
redox state.
(a) ASH-2 and SET-2 transcript levels of
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with ash-2 or set-2 RNAi for 2
generations. n = 6 (ash-2) and
n = 2 (set-2) independent experiments;
unpaired t-test, two-sided. E.V., empty vector. (b) ASH-2
protein levels in
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with control RNAi or ash-2 RNAi for 2 generations
using westernblot analysis. (c) H3K4me3 levels in
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with control RNAi, ash-2 RNAi or
set-2 RNAi for 2 generations. (d) Transcript levels of
selected heat shock genes after heat shock treatment of
N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with the indicated RNAi. n = 3 independent
experiments; one-way ANOVA with Bonferroni correction. (e) Transcript levels
of selected heat shock genes in set-2 or
wdr-5.1 mutants before and after heat shock treatment.
n = 3 independent experiments; one-way ANOVA with
Bonferroni correction. (f) ASH2L levels following ash2L
siRNA treatment of HeLa cells. n = 2 independent
experiments. (g) Grx1-roGFP2 ratios of L2 larval worms treated with
ash-2 RNAi, set-2 RNAi,
wdr-5.1 RNAi or the empty vector were measured using
the BioSorter. n = 4 (ash-2,
set-2) and n = 3
(wdr-5.1) independent sorting experiments; unpaired
t-test, two-sided. (h) Representative survival curves
of N2jrIs2[Prpl-17::Grx1-roGFP2] worms
treated with ash-2 or set-2 RNAi for 2
generations, and treated with 1 mM PQ for 10 hours at the L2 larval stage.
For n numbers, repetitions and statistics (log-rank), see
Extended Data Table 4. Data in
(a), (d), (e-g) represent mean ± SEM. For blot source images, see
Supplementary Fig.
1 and 3.
Lifespan assays of L2ox, L2mean and
L2red subpopulations following heat shock treatment or in the
continuous presence of paraquat or juglone.
Worms were sorted onto NGM plates and exposed to heat shock
treatment or the indicated compounds. P values for Kaplan
Meier survival analysis were calculated based on the log-rank (Mantel-Cox)
method. Samples were compared to L2ox subpopulations. Maximum
lifespan was defined as the 10% of last survival population.percentage change based on mean lifespan.percentage change based on max lifespan.Grx1-roGFP2 ratio of L2ox and L2red
subpopulations, based on BioSorter analysis during sorting. Data
represent mean ± SEM. n, number of worms.
Unpaired t-test, two sided.
Lifespan assays of L2ox, L2mean and
L2red subpopulations.
Worms were sorted onto NGM plates and assessed for lifespan.
P values for Kaplan Meier survival analysis were
calculated based on the log-rank (Mantel-Cox) method unless noted otherwise.
Samples were compared to L2ox. Maximum lifespan was defined as
the 10% of last survival population. E.V., empty vector (control RNAi
conditions for experiments in Ext. Data
Table 4).percentage change based on mean lifespan.percentage change based on max lifespan.p value for survival analysis calculated based
on the Gehan-Breslow-Wilcoxon method.Grx1-roGFP2 ratio of L2ox and L2red
subpopulations, based on BioSorter analysis during sorting. Data
represent mean ± SEM. n, number of worms.
Unpaired t-test, two sided.Grx1-roGFP2 ratio of L2ox and L2red
subpopulations based on microscopic, following sorting. Data represent
mean ± SEM. n, number of worms. Unpaired
t-test, two sided.Lifespan conducted with experimenter blind to the type of worms
assayed.
Lifespan assays of L2ox and L2red subpopulations
following transient exposure to oxidizing or reducing conditions.
Worms were sorted into liquid medium, exposed to paraquat (PQ) or
N-acetylcysteine (NAC) for 10 hours and then returned to NGM plates for
lifespan assessment. P values for Kaplan Meier survival
analysis were calculated based on the log-rank (Mantel-Cox) method unless
noted otherwise. Samples were compared to L2ox subpopulations or
L2mixed. Maximum lifespan was defined as the 10% of last
survival population.percentage change based on mean lifespan.percentage change based on max lifespan.p value for survival analysis calculated based
on the Gehan-Breslow-Wilcoxon method.Grx1-roGFP2 ratio of L2ox and L2red
subpopulations at the L2 stage, based on BioSorter analysis during
sorting. Data represent mean ± SEM. n, number of
worms. Unpaired t-test, two sided.Sample compared to the reduced subpopulation.lifespan assays performed in the lifespan machine (see methods).
Lifespan assays upon H3K4me3-targeting RNAi treatment.
Worms were treated with the indicated RNAi and sorted into
L2ox and L2red at the F2 generation (Exp.
1–4).The empty-vector controls for experiments 1–4 correspond
are found in Extended Data Table
1, experiments 7–10. Worms were treated with 1 mM PQ
for 10 h at the L2 stage following RNAi treatment with
ash-2 or set-2 (Exp. 5 and 6).
P values for Kaplan Meier survival analysis were
calculated based on the log-rank (Mantel-Cox) method. Samples were
compared to the respective L2ox or untreated control. Maximum
lifespan was defined as the 10% of last survival population.percentage change based on mean lifespan.percentage change based on max lifespan.Grx1-roGFP2 ratio of L2ox and L2red
subpopulations, based on BioSorter analysis during sorting. Data
represent mean ± SEM. n, number of worms.
Unpaired t-test, two sided.
Authors: Muhammad Kamran Qureshi; Piotr Gawroński; Sana Munir; Sunita Jindal; Pavel Kerchev Journal: Cell Mol Life Sci Date: 2022-02-09 Impact factor: 9.261
Authors: Alexander I Kostyuk; Anastasiya S Panova; Aleksandra D Kokova; Daria A Kotova; Dmitry I Maltsev; Oleg V Podgorny; Vsevolod V Belousov; Dmitry S Bilan Journal: Int J Mol Sci Date: 2020-10-31 Impact factor: 5.923
Authors: José A Martina; David Guerrero-Gómez; Eva Gómez-Orte; José Antonio Bárcena; Juan Cabello; Antonio Miranda-Vizuete; Rosa Puertollano Journal: EMBO J Date: 2020-12-14 Impact factor: 11.598