Introduction
Obesity, which is characterized by excess adiposity, is a significant risk factor for various chronic diseases, such as cardiovascular diseases and type 2 diabetes (
1- Carpentier A.C.
- Blondin D.P.
- Virtanen K.A.
- Richard D.
- Haman F.
- Turcotte É.E.
Brown adipose tissue energy metabolism in humans.
). Several anti-obesity drugs have been approved worldwide; however, safety and efficacy concerns cause patients and doctors to hesitate to use them (
2- Bessesen D.H.
- Van Gaal L.F.
Progress and challenges in anti-obesity pharmacotherapy.
). Adipose tissue is the central organ involved in storing resting energy in the form of triacylglycerol, and there are two major types of adipose tissues in mammals: white adipose tissue (WAT)
4The abbreviations used are:
WAT
white adipose tissue
BAT
brown adipose tissue
PGAM5
phosphoglycerate family member 5
PARL
presenilin-associated rhomboid-like
PISD
phosphatidylserine decarboxylase
IMM
inner mitochondrial membrane
TM
transmembrane
iBAT
interscapular brown adipose tissue
iWAT
inguinal white adipose tissue
KO
knockout
CCCP
carbonyl cyanide m-chlorophenyl hydrazone
FCCP
carbonyl cyanide p-trifluoromethoxyphenylhydrazone
OCR
oxygen consumption rate
IB
immunoblotting
ICC
immunocytochemistry
ROI
region of interest
PS
phosphatidylserine
PE
phosphatidylethanolamine
qRT-PCR
quantitative RT-PCR
Etn
ethanolamine
CHO
Chinese hamster ovary
Ch.
Channel
TRITC
tetramethylrhodamine isothiocyanate.
and brown adipose tissue (BAT). WAT is the greatest storage unit; white adipocytes harbor large unilocular lipid droplets and release fatty acids as an energy source when energy demand becomes higher than energy intake. Meanwhile, BAT actively gives off energy in the form of heat in response to cold stress or energy excess, and this process is referred to as adaptive thermogenesis (
3- Lowell B.B.
- Spiegelman B.M.
Towards a molecular understanding of adaptive thermogenesis.
). BAT has small, multilocular lipid droplets; however, it is rich in mitochondria that specifically express UCP1, which is predominantly responsible for the thermogenic function (
4Brown and beige fat in humans: thermogenic adipocytes that control energy and glucose homeostasis.
). Activated UCP1 consumes the proton gradient produced by the mitochondrial electron transport chain, and this proton pump-and-leak cycle reduces mitochondrial membrane potential, which results in high levels of substrate oxidation and heat generation (
3- Lowell B.B.
- Spiegelman B.M.
Towards a molecular understanding of adaptive thermogenesis.
,
4Brown and beige fat in humans: thermogenic adipocytes that control energy and glucose homeostasis.
,
5Brown adipose tissue: function and physiological significance.
). The molecular basis of the transcriptional induction mechanisms for
Ucp1 has been widely studied. For instance, the mitogen-activated protein kinase cascade and the cAMP-dependent protein kinase–cAMP-responsive element-binding protein axis induce
Ucp1 expression (
6- Villarroya F.
- Peyrou M.
- Giralt M.
Transcriptional regulation of the uncoupling protein-1 gene.
). However, mechanisms driving the negative regulation of
Ucp1 are poorly understood, except for some reports regarding RIP140 (receptor-interacting protein 140) and liver X receptor (
7- Leonardsson G.
- Steel J.H.
- Christian M.
- Pocock V.
- Milligan S.
- Bell J.
- So P.-W.
- Medina-Gomez G.
- Vidal-Puig A.
- White R.
- Parker M.G.
Nuclear receptor corepressor RIP140 regulates fat accumulation.
,
8- Kiskinis E.
- Hallberg M.
- Christian M.
- Olofsson M.
- Dilworth S.M.
- White R.
- Parker M.G.
RIP140 directs histone and DNA methylation to silence Ucp1 expression in white adipocytes.
,
9- Wang H.
- Zhang Y.
- Yehuda-Shnaidman E.
- Medvedev A.V.
- Kumar N.
- Daniel K.W.
- Robidoux J.
- Czech M.P.
- Mangelsdorf D.J.
- Collins S.
Liver X receptor α is a transcriptional repressor of the uncoupling protein 1 gene and the brown fat phenotype.
). Although boosting energy expenditure by activating UCP1 is a promising strategy for obesity, maintaining an appropriate amount of UCP1 is also important because highly active UCP1 can exacerbate atherosclerosis in mice (
10- Dong M.
- Yang X.
- Lim S.
- Cao Z.
- Honek J.
- Lu H.
- Zhang C.
- Seki T.
- Hosaka K.
- Wahlberg E.
- Yang J.
- Zhang L.
- Länne T.
- Sun B.
- Li X.
- Liu Y.
- Zhang Y.
- Cao Y.
Cold exposure promotes atherosclerotic plaque growth and instability via UCP1-dependent lipolysis.
), and, conversely,
Ucp1 deficiency leads to obesity in mice (
11- Feldmann H.M.
- Golozoubova V.
- Cannon B.
- Nedergaard J.
UCP1 ablation induces obesity and abolishes diet-induced thermogenesis in mice exempt from thermal stress by living at thermoneutrality.
). BAT was once thought to be active only in rodents and human infants, but a growing body of evidence indicates that adult humans can also have an active form of BAT (
12- Cypess A.M.
- Lehman S.
- Williams G.
- Tal I.
- Rodman D.
- Goldfine A.B.
- Kuo F.C.
- Palmer E.L.
- Tseng Y.-H.
- Doria A.
- Kolodny G.M.
- Kahn C.R.
Identification and importance of brown adipose tissue in adult humans.
,
13- Finlin B.S.
- Memetimin H.
- Confides A.L.
- Kasza I.
- Zhu B.
- Vekaria H.J.
- Harfmann B.
- Jones K.A.
- Johnson Z.R.
- Westgate P.M.
- Alexander C.M.
- Sullivan P.G.
- Dupont-Versteegden E.E.
- Kern P.A.
Human adipose beiging in response to cold and mirabegron.
,
14- Porter C.
- Herndon D.N.
- Chondronikola M.
- Chao T.
- Annamalai P.
- Bhattarai N.
- Saraf M.K.
- Capek K.D.
- Reidy P.T.
- Daquinag A.C.
- Kolonin M.G.
- Rasmussen B.B.
- Borsheim E.
- Toliver-Kinsky T.
- Sidossis L.S.
Human and mouse brown adipose tissue mitochondria have comparable UCP1 function.
,
15- Saito M.
- Okamatsu-Ogura Y.
- Matsushita M.
- Watanabe K.
- Yoneshiro T.
- Nio-Kobayashi J.
- Iwanaga T.
- Miyagawa M.
- Kameya T.
- Nakada K.
- Kawai Y.
- Tsujisaki M.
High incidence of metabolically active brown adipose tissue in healthy adult humans.
). Hence, BAT is a potential therapeutic target for the treatment of obesity and its related serious complications.
Phosphoglycerate mutase family member 5 (PGAM5) is a protein phosphatase that is localized to mitochondria via its N terminus (
16PGAM5 tethers a ternary complex containing Keap1 and Nrf2 to mitochondria.
,
17- Takeda K.
- Komuro Y.
- Hayakawa T.
- Oguchi H.
- Ishida Y.
- Murakami S.
- Noguchi T.
- Kinoshita H.
- Sekine Y.
- Iemura S.
- Natsume T.
- Ichijo H.
Mitochondrial phosphoglycerate mutase 5 uses alternate catalytic activity as a protein serine/threonine phosphatase to activate ASK1.
); through its phosphatase activity, PGAM5 is involved in many biological processes, such as cell death, mitophagy, and immune responses (
18- Wang Z.
- Jiang H.
- Chen S.
- Du F.
- Wang X.
The mitochondrial phosphatase PGAM5 functions at the convergence point of multiple necrotic death pathways.
,
19- Zhuang M.
- Guan S.
- Wang H.
- Burlingame A.L.
- Wells J.A.
Substrates of IAP ubiquitin ligases identified with a designed orthogonal E3 ligase, the NEDDylator.
,
20- Chen G.
- Han Z.
- Feng D.
- Chen Y.
- Chen L.
- Wu H.
- Huang L.
- Zhou C.
- Cai X.
- Fu C.
- Duan L.
- Wang X.
- Liu L.
- Liu X.
- Shen Y.
- Zhu Y.
- Chen Q.
A Regulatory signaling loop comprising the PGAM5 phosphatase and CK2 controls receptor-mediated mitophagy.
,
21- Panda S.
- Srivastava S.
- Li Z.
- Vaeth M.
- Fuhs S.R.
- Hunter T.
- Skolnik E.Y.
Identification of PGAM5 as a mammalian protein histidine phosphatase that plays a central role to negatively regulate CD4+ T cells.
,
22- Holze C.
- Michaudel C.
- Mackowiak C.
- Haas D.A.
- Benda C.
- Hubel P.
- Pennemann F.L.
- Schnepf D.
- Wettmarshausen J.
- Braun M.
- Leung D.W.
- Amarasinghe G.K.
- Perocchi F.
- Staeheli P.
- Ryffel B.
- Pichlmair A.
Oxeiptosis, a ROS-induced caspase-independent apoptosis-like cell-death pathway.
). We previously revealed that PGAM5 is mainly localized at the inner mitochondrial membrane (IMM) because of its N-terminal transmembrane (TM) domain, and it is cleaved within the TM domain by presenilin-associated rhomboid-like (PARL), an IMM-resident protease, in response to mitochondrial membrane potential loss (
23- Sekine S.
- Kanamaru Y.
- Koike M.
- Nishihara A.
- Okada M.
- Kinoshita H.
- Kamiyama M.
- Maruyama J.
- Uchiyama Y.
- Ishihara N.
- Takeda K.
- Ichijo H.
Rhomboid protease PARL mediates the mitochondrial membrane potential loss-induced cleavage of PGAM5.
). Additionally, another group and our group reported that OMA1, a zinc metalloprotease, is also responsible for the cleavage of PGAM5 (
23- Sekine S.
- Kanamaru Y.
- Koike M.
- Nishihara A.
- Okada M.
- Kinoshita H.
- Kamiyama M.
- Maruyama J.
- Uchiyama Y.
- Ishihara N.
- Takeda K.
- Ichijo H.
Rhomboid protease PARL mediates the mitochondrial membrane potential loss-induced cleavage of PGAM5.
,
24- Wai T.
- Saita S.
- Nolte H.
- Müller S.
- König T.
- Richter-Dennerlein R.
- Sprenger H.-G.
- Madrenas J.
- Mühlmeister M.
- Brandt U.
- Krüger M.
- Langer T.
The membrane scaffold SLP2 anchors a proteolytic hub in mitochondria containing PARL and the i-AAA protease YME1L.
). A recent study showed that cytosolic PGAM5 dephosphorylates and stabilizes β-catenin, resulting in mitochondrial biogenesis (
25- Bernkopf D.B.
- Jalal K.
- Brückner M.
- Knaup K.X.
- Gentzel M.
- Schambony A.
- Behrens J.
Pgam5 released from damaged mitochondria induces mitochondrial biogenesis via Wnt signaling.
). Further, another study revealed that the cleaved form of PGAM5 sensitizes cells to apoptosis induced by staurosporine (
19- Zhuang M.
- Guan S.
- Wang H.
- Burlingame A.L.
- Wells J.A.
Substrates of IAP ubiquitin ligases identified with a designed orthogonal E3 ligase, the NEDDylator.
). Although these results suggest the physiological reasons behind PGAM5 cleavage, the precise mechanisms of cleavage remain unclear.
With respect to the physiological functions of PGAM5, PGAM5-knockout (KO) mice show Parkinson's-like movement disorder, suggesting the role of PGAM5 in brain (
26- Lu W.
- Karuppagounder S.S.
- Springer D.A.
- Allen M.D.
- Zheng L.
- Chao B.
- Zhang Y.
- Dawson V.L.
- Dawson T.M.
- Lenardo M.
Genetic deficiency of the mitochondrial protein PGAM5 causes a Parkinson's-like movement disorder.
). Another report demonstrated that PGAM5-KO mice show resistance to concanavalin A-induced liver injury (
27- He G.-W.
- Günther C.
- Kremer A.E.
- Thonn V.
- Amann K.
- Poremba C.
- Neurath M.F.
- Wirtz S.
- Becker C.
PGAM5-mediated programmed necrosis of hepatocytes drives acute liver injury.
). However, there have been no reports on the energy metabolism-related functions of PGAM5. Because BAT is a mitochondria-rich organ, we assessed the physiological functions of PGAM5 by analyzing PGAM5-KO mice and revealed that these mice are resistant to severe metabolic stress (
28- Sekine S.
- Yao A.
- Hattori K.
- Sugawara S.
- Naguro I.
- Koike M.
- Uchiyama Y.
- Takeda K.
- Ichijo H.
The ablation of mitochondrial protein phosphatase Pgam5 confers resistance against metabolic stress.
). Importantly, the accumulation of lipids in BAT was dramatically suppressed even in nonstimulated conditions, raising the possibility that lipid consumption is increased in the absence of PGAM5 (
28- Sekine S.
- Yao A.
- Hattori K.
- Sugawara S.
- Naguro I.
- Koike M.
- Uchiyama Y.
- Takeda K.
- Ichijo H.
The ablation of mitochondrial protein phosphatase Pgam5 confers resistance against metabolic stress.
). However, the underlying mechanisms by which PGAM5 regulates lipid homeostasis in BAT are not fully known.
Here, we show that mitochondria-resident phosphatase PGAM5 acts as a negative regulator of energy expenditure in brown adipocytes, and this regulation is achieved at least in part by suppressing Ucp1 expression. Both phosphatase activity and intramembrane cleavage are required for the suppressive effects of PGAM5 on Ucp1 expression. Additionally, we utilized an image-based genome-wide siRNA screen system to identify PGAM5 cleavage regulators, and we identified a set of candidate genes, including phosphatidylserine decarboxylase (PISD).
Discussion
In this study, we assessed UCP1 expression in both iBAT and iWAT from PGAM5-KO mice (
Fig. 1B and
Fig. S1B). There are two types of adipocytes that express UCP1 in mice: classical brown adipocytes in BAT and beige/brite adipocytes in WAT. Beige adipocytes are the inducible form of thermogenic adipocytes, which sporadically exist in WAT, possess multilocular lipid droplets, and have cristae-dense mitochondria that express UCP1 (
29- Ikeda K.
- Maretich P.
- Kajimura S.
The common and distinct features of brown and beige adipocytes.
). According to our iWAT results, UCP1 expression is also induced in iWAT from PGAM5-KO mice (
Fig. S1, B and C), suggesting that PGAM5 is a negative regulator of
Ucp1 expression even in beige adipocytes. Taken together, these results suggest that the phenotypes of PGAM5-KO mice, such as high-fat diet resistance and a decrease in lipid accumulation in iBAT (
28- Sekine S.
- Yao A.
- Hattori K.
- Sugawara S.
- Naguro I.
- Koike M.
- Uchiyama Y.
- Takeda K.
- Ichijo H.
The ablation of mitochondrial protein phosphatase Pgam5 confers resistance against metabolic stress.
), might be due to the increase in energy expenditure in both adipose tissues. However, it is still unclear whether up-regulated UCP1 is responsible for the phenotypes of PGAM5-KO mice. To answer this question, further investigations using adipocyte-specific PGAM5-KO mice and PGAM5 and UCP1 double-KO mice will be needed.
Consistent with the results in iBAT from mice (
Fig. 1,
B and
C), primary cultured brown adipocytes lacking PGAM5 also showed an increase in UCP1 expression (
Fig. 1,
E and
F). Conversely, despite the decrease in lipid accumulation in PGAM5-KO iBAT (
28- Sekine S.
- Yao A.
- Hattori K.
- Sugawara S.
- Naguro I.
- Koike M.
- Uchiyama Y.
- Takeda K.
- Ichijo H.
The ablation of mitochondrial protein phosphatase Pgam5 confers resistance against metabolic stress.
), lipid accumulation levels were comparable between WT and PGAM5-KO brown adipocytes. This discrepancy raises the possibility that PGAM5 deficiency in other tissues is the cause of lipid loss in iBAT, but it is potentially due to the difference in the surrounding environment of the cultured adipocytes. In iBAT, brown adipocytes are located near capillary blood vessels and are innervated by the sympathetic nervous system (
38Brown and beige adipose tissues in health and disease.
). Thus, experiments using adipocyte-specific PGAM5-KO mice will be important to answering these questions.
Because the mechanisms of PGAM5 cleavage are not fully understood, we performed a genome-wide siRNA screen to identify new regulators of PGAM5 cleavage. As a result, we identified a set of candidate PGAM5 cleavage regulators, including PISD, which is an enzyme that catalyzes the conversion of PS to PE (
Fig. 3). However, the underlying mechanisms regulating PGAM5 cleavage via PISD are still unclear. We showed with a rescue experiment that the enzymatic activity of PISD is required for PGAM5 cleavage (
Fig. 3E). Thus, it is possible that PE produced by PISD is important for the protease activity of PARL or OMA1. The rhomboid protease family, to which PARL belongs, is a member of the intramembrane cleaving protease (I-CLiP) family, which is a group of evolutionarily conserved multipass membrane proteins that catalyze the cleavage of TM domains within lipid bilayers (
39Rhomboid proteases and their biological functions.
,
40- Rawlings N.D.
- Barrett A.J.
Families of serine peptidases.
). As they are located within membranes, I-CLiP family members can be affected by their surrounding membrane environment. For example, after exiting the ER, the γ-secretase complex is reported to exhibit protease activity in addition to its constitutive secretory pathway role (
41Protein trafficking and maturation regulate intramembrane proteolysis.
); the protease activity is especially present in specific membrane microdomains, such as cholesterol-rich lipid rafts (
42- Vetrivel K.S.
- Thinakaran G.
Membrane rafts in Alzheimer's disease β-amyloid production.
). In a previous study, rhomboid-mediated substrate proteolysis was also found to be modulated by phospholipids, although it is unclear whether this is the case for PARL (
43Reconstitution of intramembrane proteolysis in vitro reveals that pure rhomboid is sufficient for catalysis and specificity.
).
A previous report demonstrated that PISD-KO mice have an embryonic lethal phenotype (
44- Steenbergen R.
- Nanowski T.S.
- Beigneux A.
- Kulinski A.
- Young S.G.
- Vance J.E.
Disruption of the phosphatidylserine decarboxylase gene in mice causes embryonic lethality and mitochondrial defects.
). Mouse embryonic fibroblasts isolated from PISD-KO mouse embryos showed fragmented and dispersed mitochondria, suggesting impaired mitochondrial function (
44- Steenbergen R.
- Nanowski T.S.
- Beigneux A.
- Kulinski A.
- Young S.G.
- Vance J.E.
Disruption of the phosphatidylserine decarboxylase gene in mice causes embryonic lethality and mitochondrial defects.
). Recently, it was reported that heterozygous PISD mutations cause skeletal dysplasia in humans (
45- Zhao T.
- Goedhart C.M.
- Sam P.N.
- Sabouny R.
- Lingrell S.
- Cornish A.J.
- Lamont R.E.
- Bernier F.P.
- Sinasac D.
- Parboosingh J.S.
- Care4Rare Canada Consortium
- Vance J.E.
- Claypool S.M.
- Innes A.M.
- Shutt T.E.
PISD is a mitochondrial disease gene causing skeletal dysplasia, cataracts, and white matter changes.
). Importantly, patient-derived fibroblasts showed decreased levels of OMA1 and the cleaved form of PGAM5, suggesting decreased IMM protease activity (
45- Zhao T.
- Goedhart C.M.
- Sam P.N.
- Sabouny R.
- Lingrell S.
- Cornish A.J.
- Lamont R.E.
- Bernier F.P.
- Sinasac D.
- Parboosingh J.S.
- Care4Rare Canada Consortium
- Vance J.E.
- Claypool S.M.
- Innes A.M.
- Shutt T.E.
PISD is a mitochondrial disease gene causing skeletal dysplasia, cataracts, and white matter changes.
). These results are consistent with our finding that PISD activity is required for PGAM5 cleavage (
Fig. 3), which supports the idea that PISD and its product PE are important for mitochondrial protein homeostasis in cells.
To make cleavage-resistant mutants, we mutated serine 24 in PGAM5 and found that S24F, S24M, and S24W mutants are resistant to cleavage induced by CCCP (
Fig. 4B,
lanes 7,
16, and
19). Unexpectedly, S24E and S24K mutants were susceptible to cleavage (
Fig. 4B,
lanes 10 and
13). These results are inconsistent with the previous report demonstrating that the charged residues inhibit the cleavage in a cell-free assay using a pair of bacterial rhomboid and substrate (
37- Strisovsky K.
- Sharpe H.J.
- Freeman M.
Sequence-specific intramembrane proteolysis: identification of a recognition motif in rhomboid substrates.
). Although the detailed mechanism is unknown, charges may have an impact on the insertion into the inner mitochondrial membrane and/or the accessibility to proteases.
Using PGAM5 mutants, we showed that PGAM5 suppresses UCP1 expression via its phosphatase activity and intramembrane cleavage (
Fig. 4C). In terms of phosphatase activity, several responsible substrates (
e.g. transcription factors) should regulate
Ucp1 expression. Although the physiological reason is still elusive, a recent report suggested that Lipin1 is a substrate of PGAM5 (
46- Okuno H.
- Okuzono H.
- Hayase A.
- Kumagai F.
- Tanii S.
- Hino N.
- Okada Y.
- Tachibana K.
- Doi T.
- Ishimoto K.
Lipin-1 is a novel substrate of protein phosphatase PGAM5.
). Another report showed that Lipin1 is required for brown adipocyte development and function (
47- Nadra K.
- Médard J.-J.
- Mul J.D.
- Han G.-S.
- Grès S.
- Pende M.
- Metzger D.
- Chambon P.
- Cuppen E.
- Saulnier-Blache J.-S.
- Carman G.M.
- Desvergne B.
- Chrast R.
Cell autonomous Lipin 1 function is essential for development and maintenance of white and brown adipose tissue.
). Thus, Lipin1 might play a key role in PGAM5-mediated suppression of UCP1. Regarding intramembrane cleavage, a recent report suggested that cleaved PGAM5 gains the potential to be released from the mitochondria (
48- Yamaguchi A.
- Ishikawa H.
- Furuoka M.
- Yokozeki M.
- Matsuda N.
- Tanimura S.
- Takeda K.
Cleaved PGAM5 is released from mitochondria depending on proteasome-mediated rupture of the outer mitochondrial membrane during mitophagy.
). It has recently been reported that the cleaved form of PGAM5 dephosphorylates and stabilizes β-catenin in the cytosol, leading to intrinsic activation of Wnt signaling (
25- Bernkopf D.B.
- Jalal K.
- Brückner M.
- Knaup K.X.
- Gentzel M.
- Schambony A.
- Behrens J.
Pgam5 released from damaged mitochondria induces mitochondrial biogenesis via Wnt signaling.
). Considering the study showing that active-Wnt signaling suppresses UCP1 expression
in vitro and
in vivo (
49- Kang S.
- Bajnok L.
- Longo K.A.
- Petersen R.K.
- Hansen J.B.
- Kristiansen K.
- MacDougald O.A.
Effects of Wnt signaling on brown adipocyte differentiation and metabolism mediated by PGC-1α.
), Wnt/β-catenin signaling is a potential central player in PGAM5-mediated UCP1 suppression.
Finally, we performed knockdowns of
Parl,
Oma1, or
Pisd in primary brown adipocytes to verify the importance of PGAM5 cleavage on UCP1 expression. However, we could not observe any difference in UCP1 abundance (
Fig. S3B), presumably due to experimental limitations such as knockdown efficiency; indeed, qRT-PCR results revealed low knockdown efficiencies (
Fig. S3C). Moreover, the cleaved form of PGAM5 is still observed even after knockdown of
Parl,
Oma1, or
Pisd in primary brown adipocytes (
Fig. S3B), suggesting an insufficient suppression of cleavage. According to a previous report,
Parl silencing aborts adipogenesis by inhibiting PPARγ expression in 3T3-L1 cells (
50- Shiau M.-Y.
- Lee P.-S.
- Huang Y.-J.
- Yang C.-P.
- Hsiao C.-W.
- Chang K.-Y.
- Chen H.-W.
- Chang Y.-H.
Role of PARL-PINK1-Parkin pathway in adipocyte differentiation.
). If this phenomenon also occurs even in brown adipocytes, then
Parl knockdown in brown adipocytes should also inhibit adipogenesis, which we did not observe. For these reasons, we believe that the results shown in
Fig. S3B do not conflict with the model that PGAM5 cleavage is important for the suppression of UCP1 expression.
In iBAT from mouse and primary cultured brown adipocytes, most of the PGAM5 was in the cleaved form (
Fig. 1,
C and
E). We also confirmed that the bands of PGAM5 in
Fig. 1E were detected by an AVAV antibody, which specifically recognizes the cleaved form (data not shown). Because PGAM5 is cleaved following loss of mitochondrial membrane potential, mitochondrial membrane potential levels might be decreased in differentiated brown adipocytes. It has been reported that stimulation of brown adipocytes by norepinephrine and fatty acids, which activate UCP1 and accelerate proton leakage, induces mitochondrial depolarization (
51- Wikstrom J.D.
- Mahdaviani K.
- Liesa M.
- Sereda S.B.
- Si Y.
- Las G.
- Twig G.
- Petrovic N.
- Zingaretti C.
- Graham A.
- Cinti S.
- Corkey B.E.
- Cannon B.
- Nedergaard J.
- Shirihai O.S.
Hormone-induced mitochondrial fission is utilized by brown adipocytes as an amplification pathway for energy expenditure.
), suggesting that UCP1 activity may correlate with mitochondrial depolarization. In light of abundant UCP1 expression in differentiated brown adipocytes, the mitochondrial membrane potential may be relatively low, triggered by UCP1 activity, which may result in PGAM5 cleavage and
Ucp1 suppression. Thus, PGAM5 may play a central role in negative feedback–mediated regulation of UCP1 expression. In addition, a recent study using high-resolution MS showed that brown and beige/brite adipocytes have higher amounts of PE compared with white adipocytes (
52- Schweizer S.
- Liebisch G.
- Oeckl J.
- Hoering M.
- Seeliger C.
- Schiebel C.
- Klingenspor M.
- Ecker J.
The lipidome of primary murine white, brite, and brown adipocytes—impact of β-adrenergic stimulation.
). Hence, the abundant PE may support a negative feedback mechanism by facilitating PGAM5 cleavage.
Our findings shed light on the poorly understood function of PGAM5 in energy metabolism and provide a potential therapeutic target against obesity through brown adipocyte activation. Additionally, we hope that our screening system will provide researchers with a useful strategy for future studies attempting to identify novel protease regulators.
Experimental procedures
Antibodies and reagents
A rabbit polyclonal anti-PGAM5 antibody (RTL) was generated and has been extensively validated (
17- Takeda K.
- Komuro Y.
- Hayakawa T.
- Oguchi H.
- Ishida Y.
- Murakami S.
- Noguchi T.
- Kinoshita H.
- Sekine Y.
- Iemura S.
- Natsume T.
- Ichijo H.
Mitochondrial phosphoglycerate mutase 5 uses alternate catalytic activity as a protein serine/threonine phosphatase to activate ASK1.
,
23- Sekine S.
- Kanamaru Y.
- Koike M.
- Nishihara A.
- Okada M.
- Kinoshita H.
- Kamiyama M.
- Maruyama J.
- Uchiyama Y.
- Ishihara N.
- Takeda K.
- Ichijo H.
Rhomboid protease PARL mediates the mitochondrial membrane potential loss-induced cleavage of PGAM5.
,
28- Sekine S.
- Yao A.
- Hattori K.
- Sugawara S.
- Naguro I.
- Koike M.
- Uchiyama Y.
- Takeda K.
- Ichijo H.
The ablation of mitochondrial protein phosphatase Pgam5 confers resistance against metabolic stress.
). The antibodies against FLAG tag (1E6) and HA tag (3F10) were purchased from Wako and Roche Applied Science, respectively. An antibody against UCP1 (ab10983) was purchased from Abcam. Antibodies against α-tubulin (sc-53029), HSP60 (sc-1052), OMA1 (sc-515788), and AIF (sc-13116) were purchased from Santa Cruz Biotechnology; an anti-UQCRC I antibody (#459140) was purchased from Invitrogen; an anti-OPA1 antibody (#612606) was purchased from BD Biosciences; an anti-actin antibody (A3853) was purchased from Sigma; Alexa Fluor 594 anti-mouse IgG (A11032) and Alexa Fluor 488 anti-rabbit IgG (A11034) were purchased from Molecular Probes; and the anti-AVAV antibody was newly generated by the following method. A pool of hybridoma cells secreting antibodies that recognize cleaved PGAM5 was generated in our previous study (K15 polyclonal antibodies (
23- Sekine S.
- Kanamaru Y.
- Koike M.
- Nishihara A.
- Okada M.
- Kinoshita H.
- Kamiyama M.
- Maruyama J.
- Uchiyama Y.
- Ishihara N.
- Takeda K.
- Ichijo H.
Rhomboid protease PARL mediates the mitochondrial membrane potential loss-induced cleavage of PGAM5.
)). In this study, we generated monoclonal hybridomas. Expansion of monoclonal hybridomas and mAb purification were performed by MBL. Briefly, after a mouse was injected with monoclonal hybridomas, the fluid in its abdomen was collected and subjected to Protein G purification. The flow-through fractions were collected and used as an AVAV mAb that specifically recognizes cleaved PGAM5. Antibodies to TOM70 and TIM23 (used in
Fig. S3A) were kind gifts from Prof. Ishihara (Kurume University).
CL316,243 (sc-203895) was purchased from Santa Cruz Biotechnology. Oil Red O (O0625), CCCP (C2759), oligomycin A (#75351), rotenone (R8875), and antimycin A (A8674) were purchased from Sigma. FCCP (#12518) was purchased from Cayman Chemical. Hoechst 33342 (#346-07951) was purchased from Dojindo.
Cell culture and transfection
Isolation, culture, and differentiation methods of primary brown adipocytes were described previously (
53- Hattori K.
- Naguro I.
- Okabe K.
- Funatsu T.
- Furutani S.
- Takeda K.
- Ichijo H.
ASK1 signalling regulates brown and beige adipocyte function.
). HeLa cells were cultured in Dulbecco's modified Eagle's medium with low glucose (Sigma, D6046) containing 10% fetal bovine serum in a 5% CO
2 atmosphere at 37 °C. HeLa cells stably expressing PGAM5 with a C-terminal FLAG tag (PGAM5-FLAG stable HeLa cells) were generated in our previous study (
23- Sekine S.
- Kanamaru Y.
- Koike M.
- Nishihara A.
- Okada M.
- Kinoshita H.
- Kamiyama M.
- Maruyama J.
- Uchiyama Y.
- Ishihara N.
- Takeda K.
- Ichijo H.
Rhomboid protease PARL mediates the mitochondrial membrane potential loss-induced cleavage of PGAM5.
). CHO cells, a kind gift from Dr. Kono and Prof. Arai (University of Tokyo), were cultured in Ham's F-12 medium (Wako, #087-08335) containing 10% fetal bovine serum in a 5% CO
2 atmosphere at 37 °C. The transfection of expression plasmids was performed using Polyethylenimine Max (Polysciences, #24765). Adenoviruses were produced by cloning Venus, PGAM5, PGAM5 (H105A), and PGAM5 (S24W) into pAd/CMV/V5 as described by the manufacturer (Invitrogen). For RNAi, cells were transfected with siRNAs (Dharmacon or Invitrogen) using Lipofectamine RNAiMAX transfection reagent (Invitrogen, #13778500) according to the manufacturer's instructions. Details of the siRNAs used in this work can be found in
Table S2A.
Immunoblot analysis and immunocytochemistry
Tissues or cells were lysed with IP lysis buffer (20 mm Tris-HCl, 150 mm NaCl, 10 mm EDTA, 1% sodium deoxycholate, 1% Triton X-100) with protease inhibitors (1 mm phenylmethylsulfonyl fluoride, 5 mg/ml leupeptin). Lysates were resolved by SDS-PAGE and transferred onto polyvinylidene difluoride membranes (Millipore, IVPH00010). The membranes were blocked with 5% skim milk (Yukijirushi) in TBS-T (50 mm Tris-HCl, 150 mm NaCl, 0.05% Tween 20) and then probed with appropriate antibodies. Antibody-antigen complexes were detected using an enhanced chemiluminescence system. For immunocytochemistry, cultured cells were fixed with 2% formaldehyde in PBS and permeabilized with 0.2% Triton X-100. After 30 min of blocking with 2% BSA in PBS, the cells were stained with the appropriate antibodies. Images were captured on a Leica TCS SP5 confocal microscope.
Expression plasmids and mutagenesis
Expression plasmids for this study were constructed by standard molecular biology techniques, and all constructs were verified by sequencing. A human PGAM5 and its H105A and S24F mutant cDNAs were previously cloned and subcloned into the vector pcDNA3/GW (Invitrogen), which has a C-terminal HA tag (
17- Takeda K.
- Komuro Y.
- Hayakawa T.
- Oguchi H.
- Ishida Y.
- Murakami S.
- Noguchi T.
- Kinoshita H.
- Sekine Y.
- Iemura S.
- Natsume T.
- Ichijo H.
Mitochondrial phosphoglycerate mutase 5 uses alternate catalytic activity as a protein serine/threonine phosphatase to activate ASK1.
,
23- Sekine S.
- Kanamaru Y.
- Koike M.
- Nishihara A.
- Okada M.
- Kinoshita H.
- Kamiyama M.
- Maruyama J.
- Uchiyama Y.
- Ishihara N.
- Takeda K.
- Ichijo H.
Rhomboid protease PARL mediates the mitochondrial membrane potential loss-induced cleavage of PGAM5.
). Site-directed mutagenesis of human PGAM5 was performed using the following primer and its complementary sequence primer: S24E, 5′-GCCGCCGTGCTCTTCGAGGCCGTGGCGGTAGGG-3′; S24K, 5′-GCCGCCGTGCTCTTCAAGGCCGTGGCGGTAGGG-3′; S24M, 5′-GCCGCCGTGCTCTTCATGGCCGTGGCGGTAGGG-3′; S24W, 5′-GCCGCCGTGCTCTTCTGGGCCGTGGCGGTAGGG-3′. A human
PISD cDNA was amplified by RT-PCR from total RNA isolated from HEK293A cells, and then it was subcloned into pcDNA3/GW. cDNA encoding human PISD amino acids 1–377 (PISD Δα) was generated by PCR using human
PISD plasmid as a template. Site-directed mutagenesis of human PISD (LAAT; Gly-377 and Ser-378 were substituted with Ala) was performed using the following primer and its complementary sequence primer: 5′-TTCAACCTGGCCGCCACCATCGT-3′.
Quantitative PCR analysis
Total RNA was isolated from tissues or cells using Isogen (Wako, #319-90211), and the RNA was reverse-transcribed with ReverTra Ace qPCR RT Master Mix with gDNA Remover (Toyobo, FSQ-301). Primers were designed using the Universal Probe Library Assay Design Center (Roche Applied Science). Quantitative RT-PCR was carried out by a LightCycler 96 (Roche Applied Science) using SYBR Green PCR Master Mix. Data were normalized to Rps18 expression. Primer sequences are listed in
Table S2B.
Assays of crude mitochondria
Cells were collected and suspended with isotonic buffer (10 mm HEPES-KOH, 0.22 m mannitol, and 0.07 m sucrose, pH 7.4). The cell suspension was homogenized with a 27-gauge needle syringe on ice. The cell homogenate was centrifuged at 500 × g for 10 min at 4 °C. Supernatant was further centrifuged at 8,000 × g for 10 min at 4 °C. This pellet containing mitochondria was regarded as “crude mitochondria.” For trypsin digestion, crude mitochondria were resuspended in the following buffers with various concentrations of trypsin (Sigma, T4799) for 30 min on ice: isotonic buffer, hypotonic buffer (10 mm HEPES-KOH, pH 7.4), or Triton X-100 buffer (1% Triton X-100, 10 mm HEPES-KOH, 0.22 m mannitol, and 0.07 m sucrose, pH 7.4).
Oil Red O staining
Mature adipocytes were washed with PBS and fixed in 10% formalin for 10 min. Cells were washed with PBS and rinsed with 60% isopropyl alcohol and were then stained with freshly prepared Oil Red O solution. After rinsing with 60% isopropyl alcohol and PBS, images were collected.
Oxygen consumption assay
OCR was measured at 37 °C using a Seahorse XF24 extracellular flux analyzer (Seahorse Biosciences). One hour before the first measurement, the cell culture medium was exchanged with Dulbecco's modified Eagle's medium (Sigma, D5030) containing 1.5 mg/liter phenol red, 2 mm sodium pyruvate, 25 mm glucose, 1 mm glutamine, and 143 mm NaCl (pH 7.4). The OCR was measured under basal conditions and during the successive addition of 4 μm oligomycin, 1 μm CL316,243, 1 μm FCCP, and a mixture of 1 μm rotenone and 1 μm antimycin A. For protein assays and genotyping, another plate was prepared. The data presented are the mean values ± S.D. of 10 replicate wells of a representative experiment. Similar results were obtained more than three times.
CL-dependent oxygen consumption was determined by calculating the area under the curve in each well from measurement #6 (just before the CL treatment) to #9 (just before the FCCP treatment) and subtracting CL-independent oxygen consumption, which was determined by multiplying the OCR of measurement #6 by time (min).
Genome-wide siRNA screen
Primary screening
Prior to primary screening, siGENOME siRNA SMARTpool reagents were prepared on assay plates as described previously; the pools consisted of four unique siRNA duplexes per gene, and they targeted 18,104 human genes (Dharmacon; Human Genome (G-005005-02), Human Drug Targets (G-004655-02), and Human Druggable Subsets (G-004675-02)) (
54- Watanabe K.
- Umeda T.
- Niwa K.
- Naguro I.
- Ichijo H.
A PP6-ASK3 module coordinates the bidirectional cell volume regulation under osmotic stress.
). Negative-control siRNA (Dharmacon siGENOME Non-Targeting siRNA Pool #1, catalog #D-001206-13) was added to 38 wells in columns 1, 2, 23, and 24 of each plate (4 μl, 1.5 pmol/well). Positive-control siRNA (Dharmacon siGENOME Human PARL siRNA SMARTpool, catalog #M-021387-01-0005) was added to 16 wells in columns 2 and 23 of each plate (4 μl, 1.5 pmol/well) (see detailed plate layout in
Table S3). The negative-control siRNA and PARL siRNA were used for plate-level quality control. Six microliters of Opti-MEM containing Lipofectamine RNAiMAX (Invitrogen) (final dilution: 1:500) was added to each well of every plate using a Multidrop Combi Reagent Dispenser (Thermo Scientific). After 20 min, HeLa cells stably expressing PGAM5-FLAG were suspended in 40 μl of medium (4.0 × 10
4 cells) and were dispensed into the wells using the above dispenser and subjected to reverse transfection (final siRNA concentration: 30 n
m). After 48 h, ∼80% of the medium in each well of every plate was aspirated using an AquaMax2000 plate washer (Molecular Devices) and replaced with 40 μl of medium containing CCCP (final concentration: 30 μ
m) using a Multidrop Combi Reagent Dispenser. After 3 h, ∼80% of the medium from each well of every plate was aspirated, and the cells were fixed with 4% formaldehyde in PBS for 10 min. Then the plates underwent six washes with PBS using an AquaMax2000 plate washer (∼80% of the liquid was aspirated per wash, and 40 μl of PBS was added to each well). The cells were subsequently permeabilized with 0.2% Triton X-100 in PBS for 10 min and subjected to nine washes with PBS. After 30 min of blocking with 2% BSA in PBS, the cells were incubated with the following primary antibodies for 12 h at 4 °C: anti-FLAG antibody (PA1-984B) (1:600, rabbit) and AVAV antibody (1:400, mouse). After nine washes with PBS, the samples were incubated with the following secondary antibodies for 1 h at room temperature: Alexa Fluor 594 anti-mouse IgG (Molecular Probes; A11032) (1:300) and Alexa Fluor 488 anti-rabbit IgG (Molecular Probes; A11034) (1:500). After nine washes with PBS, all plates were subjected to cell nuclei staining with Hoechst 33342 (DOJINDO; 0.5 μg/ml) in PBS for 10 min at room temperature. Image acquisition and subsequent analyses of the immunostained cells in each well of every plate were performed using a Cellomics ArrayScan VTI automated image analyzer (Thermo Scientific) (see below for details).
Image acquisition and high-content image analysis
Image acquisition and quantitative analysis were optimized using a Colocalization BioApplication equipped with a Cellomics ArrayScan VTI automated image analyzer (Thermo Scientific). The following four image sets per field were acquired with an XF93 filter set: Channel 1 (Ch. 1) with XF93-Hoechst for visualizing nuclear staining, Channel 2 (Ch. 2) with XF93-FITC for visualizing PGAM5-FLAG signal, Channel 3 (Ch. 3) with XF93-TRITC for visualizing AVAV signal, and Channel 4 (Ch. 4) with XF93-FITC for visualizing PGAM5-FLAG signal. The image sets were obtained from four fields per well with a 10× objective, which facilitates the analysis of ∼1,000 cells/well. The exposure times were 50 ms for Ch. 1, 100 ms for Ch. 2, and 200 ms for both Ch. 3 and Ch. 4. The fluorescent nuclear signals in Ch. 1 were used to automatically define the focal planes and mark cells. Based on the nuclear regions of the target cells, the mitochondrial regions and the region of interest (ROI) for each cell were identified using the region containing a fluorescent signal derived from PGAM5-FLAG in Ch. 4, whose overlap with the nuclear region defined in Ch. 1 was excluded. To quantify PGAM5 cleavage efficiency, the ratio of average fluorescence intensity per pixel in the ROI of Ch. 3 (AVAV) to that in the ROI of Ch. 2 (PGAM5-FLAG) was calculated for each cell. The mean of this calculated value was subsequently defined as the overall PGAM5 cleavage efficiency in the well (
Fig. S3C).
Statistical analysis of screening results
To control for screening assay quality between plates, the
Z′ factor was calculated for each plate using the following formula,
(Eq. 1)
where σ
p and μ
p represent the mean and S.D. of the positive (p) control population on each plate, and σ
n and μ
n are the mean and S.D. of the negative (n) control population on each plate.
In general, when the
Z′ factor of an assay system is greater than 0.2, it is considered a suitable assay for high-throughput screening (
55- Zhang J.-H.
- Chung T.D.Y.
- Oldenburg K.R.
A simple statistical parameter for use in evaluation and validation of high throughput screening assays.
). Therefore, assay plates with
Z′ factors lower than 0.2 were discarded and resampled. For comparisons of sample data across assay plates, wells containing sample siRNAs, not wells containing control siRNAs, were considered to be
de facto negative references because almost all of their genes could be irrelevant to specific biological events, such as PGAM5 cleavage (
30- Birmingham A.
- Selfors L.M.
- Forster T.
- Wrobel D.
- Kennedy C.J.
- Shanks E.
- Santoyo-Lopez J.
- Dunican D.J.
- Long A.
- Kelleher D.
- Smith Q.
- Beijersbergen R.L.
- Ghazal P.
- Shamu C.E.
Statistical methods for analysis of high-throughput RNA interference screens.
). In this sample-based normalization, robust
Z scores were calculated for each well using the following formula,
(Eq. 2)
where
Xi is the summary value of PGAM5 cleavage efficiency in well i, median
sample is the median
X value in all of the sample wells on the plate, and MAD
sample is the median absolute deviation of
X in all of the sample wells on the plate.
In addition to the aforementioned robust
Z scores,
B scores, another normalization method, were calculated to minimize positional effects within each plate (
30- Birmingham A.
- Selfors L.M.
- Forster T.
- Wrobel D.
- Kennedy C.J.
- Shanks E.
- Santoyo-Lopez J.
- Dunican D.J.
- Long A.
- Kelleher D.
- Smith Q.
- Beijersbergen R.L.
- Ghazal P.
- Shamu C.E.
Statistical methods for analysis of high-throughput RNA interference screens.
,
31- Malo N.
- Hanley J.A.
- Cerquozzi S.
- Pelletier J.
- Nadon R.
Statistical practice in high-throughput screening data analysis.
) because the cleavage efficiency in the outer rows and columns tended to be greater than it was in the interior wells, although
B scores exhibited lower sensitivities than robust
Z scores in some cases. Robust
Z scores or
B scores < −2.57 (
p < 0.01) were considered positive hits. According to these criteria, 93 and 485 genes were considered robust
Z score–positive hits and
B score–positive hits, respectively. Consequently, 465 candidate genes were identified via primary screening (
Fig. 3A and
Fig. S2 (E–G)).
Database analysis
Because large numbers of gene candidates were identified via primary screening, we performed database analysis to identify genes whose protein products are likely to target the mitochondria. First, using the intersection of robust
Z score–positive hits and
B score–positive hits, we excluded 86 genes encoding proteins with low probabilities of mitochondrial localization based on the gene functional classifications (cellular components and molecular functions) annotated in the following databases: DAVID (
RRID:SCR_001881) (
56- Huang da W.
- Sherman B.T.
- Lempicki R.A.
Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources.
,
57- Huang D.W.
- Sherman B.T.
- Zheng X.
- Yang J.
- Imamichi T.
- Stephens R.
- Lempicki R.A.
Extracting biological meaning from large gene lists with DAVID.
), PANTHER (
RRID:SCR_004869) (
58- Mi H.
- Muruganujan A.
- Casagrande J.T.
- Thomas P.D.
Large-scale gene function analysis with the PANTHER classification system.
,
59- Mi H.
- Poudel S.
- Muruganujan A.
- Casagrande J.T.
- Thomas P.D.
PANTHER version 10: expanded protein families and functions, and analysis tools.
), and LOCATE (
RRID:SCR_007763) (
60- Fink J.L.
- Aturaliya R.N.
- Davis M.J.
- Zhang F.
- Hanson K.
- Teasdale M.S.
- Kai C.
- Kawai J.
- Carninci P.
- Hayashizaki Y.
- Teasdale R.D.
LOCATE: a mouse protein subcellular localization database.
,
61- Sprenger J.
- Lynn Fink J.
- Karunaratne S.
- Hanson K.
- Hamilton N.A.
- Teasdale R.D.
LOCATE: a mammalian protein subcellular localization database.
). Then 10 genes encoding secreted proteins or cell membrane proteins were excluded; thus, 76 genes were selected from the intersection of robust
Z score–positive hits and
B score–positive hits. Next, based on the combination of robust
Z score–positive hits and
B score–positive hits, but not the intersection of these hits, we identified 379 genes encoding proteins with a strong possibility of mitochondrial localization. We employed two databases, MitoMiner (
RRID:SCR_001368) (
62MitoMiner v3.1, an update on the mitochondrial proteomics database.
) and MitoCarta (
RRID:SCR_018165) (
63- Calvo S.E.
- Clauser K.R.
- Mootha V.K.
MitoCarta2.0: an updated inventory of mammalian mitochondrial proteins.
,
64- Pagliarini D.J.
- Calvo S.E.
- Chang B.
- Sheth S.A.
- Vafai S.B.
- Ong S.-E.
- Walford G.A.
- Sugiana C.
- Boneh A.
- Chen W.K.
- Hill D.E.
- Vidal M.
- Evans J.G.
- Thorburn D.R.
- Carr S.A.
- Mootha V.K.
A mitochondrial protein compendium elucidates complex I disease biology.
), because these databases provide information regarding mitochondrial localization of genes of interest based on experimental data, such as comprehensive mass spectrometric analysis of isolated mitochondria or large-scale cellular image analysis. Ultimately, 24 of the 379 genes were identified as genes whose protein products had a high probability of mitochondrial localization. Overall, our database analysis identified 100 candidate genes.
Secondary screening
Two individual Silencer Select siRNAs (Ambion) for each of the above 100 genes were spotted into a Nunc 384-well Optical Bottom Plate (Thermo Scientific). Stealth siRNA negative-control Hi GC Duplex #3 (Ambion) and positive-control stealth human PARL siRNA (described under “Cell culture and transfection”) were also used. ICC was performed using the procedure that is described under “Primary screening,” although a different siRNA concentration was used (final concentration: 40 n
m). To verify the image-based screening results, we also performed IB analysis during the second screening. Eight microliters of Opti-MEM containing each siRNA was spotted onto a 96-well plate (BD falcon) (final concentration: 40 n
m), and 12 μl of Opti-MEM containing Lipofectamine RNAiMAX (Invitrogen) (final dilution: 1:500) was added using a Multidrop Combi Reagent Dispenser. After 20 min, HeLa cells suspended in 80 μl of medium (1.5 × 10
4 cells) were dispensed into each well with a Multidrop Combi Reagent Dispenser for reverse transfection. After 72 h, the media from all wells in the plate were replaced with 100 μl of medium containing CCCP (final concentration: 10 μ
m), and the plate was incubated at 37 °C in 5% CO
2 for 1.5 h. IB analysis was performed using the same procedure as described above. Cleavage efficiency was calculated from the band intensity of cleaved PGAM5 (upper band) relative to total PGAM5 (upper and lower band). Band intensity was measured using ImageJ software (
65- Schneider C.A.
- Rasband W.S.
- Eliceiri K.W.
NIH Image to ImageJ: 25 years of image analysis.
). During the secondary screening, each experiment was repeated to determine data reproducibility (ICC was performed three times, and IB analysis was performed twice). Among the two individual siRNAs tested for each gene, final candidate genes were selected when at least one of these siRNAs was effective in all of the ICC or IB experiments (
i.e. cleavage efficiency was lower under siRNA-treated conditions than under negative-control siRNA-treated conditions). Using the above selection criteria, 56 genes were selected as positive hits via IB, whereas 39 genes were selected as positive hits via ICC. We subsequently defined the union of these positive hits (in total, 69 genes) as the final candidate genes.
Prioritization
Prioritization of the final 69 candidate genes was performed via immunoblotting. The same procedures were used as described under “Secondary screening,” although the HeLa cells were treated with 100 μm CCCP and O.R.A. (1 μm oligomycin, 5 μm rotenone, and 5 μm antimycin) for 1 h.
Animals
Ten-week-old C57BL/6J male mice that were bred in our facility were used in all experiments. The establishment of PGAM5-deficient mice has been described previously (
28- Sekine S.
- Yao A.
- Hattori K.
- Sugawara S.
- Naguro I.
- Koike M.
- Uchiyama Y.
- Takeda K.
- Ichijo H.
The ablation of mitochondrial protein phosphatase Pgam5 confers resistance against metabolic stress.
). Animal experiments were performed according to the procedures approved by the Graduate School of Pharmaceutical Sciences, University of Tokyo.
RNA-Seq and data analysis
Total RNA (100 ng) was used for RNA-Seq library preparation with a TruSeq Stranded mRNA Library Prep Kit for NeoPrep (Illumina, NP-202-1001). This method uses a poly(A)-oligo(dT)–based purification of mRNA, which we performed according to the manufacturer's protocol with minor modification and optimization as follows. Custom dual index adaptors were ligated to the 5′- and 3′-ends of the library, and PCR was performed for 11 cycles. Then 150-bp paired-end RNA-Seq was performed with a Hiseq 3000/4000 PE Cluster Kit (Illumina, PE-410–1001) and a Hiseq 3000/4000 SBS Kit (300 cycles) (Illumina, FC-410-1003) on a Hiseq 4000 (Illumina), according to the manufacturer's protocol. Raw paired-end 150-bp reads were aligned to the reference genome (mm10) using HISAT2 (version 2.1.0) (
66- Kim D.
- Langmead B.
- Salzberg S.L.
HISAT: a fast spliced aligner with low memory requirements.
). The number of reads mapped to each gene was determined by featureCounts (version 1.6.2) (
67- Liao Y.
- Smyth G.K.
- Shi W.
featureCounts: an efficient general purpose program for assigning sequence reads to genomic features.
). Differential gene expression analysis was performed with the R package DESeq2 (
68- Love M.I.
- Huber W.
- Anders S.
Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2.
) in R (version 3.5.2). Cluster analysis was performed using the package MBCluster.Seq (version 1.0) (
69- Si Y.
- Liu P.
- Li P.
- Brutnell T.P.
Model-based clustering for RNA-seq data.
). In this study, we removed one PGAM5-KO sample (ko4) from subsequent analyses because this sample was strongly suspected of muscle tissue contamination (data not shown).
Statistics
The results are represented as individual values and the mean ± S.E. unless otherwise indicated in the figure legends. Unpaired two-tailed Student's t test, Dunnett's multiple-comparison test, Tukey's multiple-comparison test, or Bonferroni's multiple-comparison test were used. Statistical analyses were performed using GraphPad Prism (version 7.0c).
Data and software availability
All software programs used in this study are listed in
Table S2C. All raw sequencing reads and raw count matrices generated in this study are available online at NCBI GEO (
GSE138782). All of the rest of the data are contained within the paper.
Author contributions
S. Sugawara, Y. K., S. Sekine, L. M., A. T., T. F., and K. H. data curation; S. Sugawara, Y. K., S. Sekine, A. T., T. F., and K. H. investigation; S. Sugawara and K. W. methodology; S. Sugawara, Y. K., S. Sekine, K. H., and H. I. writing-original draft; S. Sekine, K. H., and H. I. conceptualization; S. Sekine, T. Y., K. H., and H. I. supervision; K. H. and H. I. funding acquisition.
Article info
Publication history
Published online: March 06, 2020
Received in revised form:
March 4,
2020
Received:
October 17,
2019
Edited by Qi-Qun Tang
Footnotes
This work was supported by a Grant-in-Aid for Scientific Research (KAKENHI) from the Japan Society for the Promotion of Science (JSPS; Grants JP25221302, JP18H03995, JP16K15115, JP16K18872, and JP17K15086), the Project for Elucidating and Controlling Mechanisms of Aging and Longevity from the Japan Agency for Medical Research and Development (AMED; Grant JP19gm5010001), and Kowa Life Science Foundation Grant 2016 A-2. The authors declare that they have no conflicts of interest with the contents of this article.
This article contains Tables S1–S3 and Figs. S1–S3.
Copyright
© 2020 Sugawara et al.