Abstract
Ketogenic diets (KD) that are very high in fat and low in carbohydrates are thought to simulate the metabolic effects of starvation. We fed mice with a KD for seven days to assess the underlying mechanisms of muscle wasting induced by chronic starvation. This diet decreased the weight of the gastrocnemius (Ga), tibialis anterior (TA) and soleus (Sol) muscles by 23%, 11% and 16%, respectively. The size of Ga, TA, Sol muscle fibers and the grip strength of four limbs also significantly declined by 20%, 28%, 16% and 22%, respectively. The muscle atrophy-related genes Mafbx, Murf1, Foxo3, Lc3b and Klf15 were upregulated in the skeletal muscles of mice fed with the KD. In accordance with the reduced expression of anabolic genes such as Igf1, surface sensing of translation (SUnSET) analyses of fast-twitch Ga, TA and Sol muscles revealed that the KD suppressed muscle protein synthesis. The mRNA expression of oxidative stress-responsive genes such as Sod1 was significantly increased in all muscles examined. In addition to hypercorticosteronemia, hypoinsulinemia and reduced IGF-1, oxidative stress might also be involved in KD-induced muscle atrophy. Feeding mice with a KD is a novel experimental animal model of muscle-wasting induced by chronic starvation.
Subject terms: Homeostasis, Metabolic diseases
Introduction
Skeletal muscle comprises 40% of the body mass and it functions in locomotion, postural support, glucose uptake and fatty acid oxidation. Skeletal muscle consists of distinct fast-twitch glycolytic and slow-twitch oxidative fibers. Balanced muscle protein synthesis and degradation can retain skeletal muscle mass and muscle performance. Muscle protein metabolism varies according to nutritional and environmental circumstances. It increases in response to food intake, exercise and anabolic hormones such as insulin and insulin-like growth factor 1 (IGF-1), and decreases in response to starvation, aging, muscle disuse, loss of neural input, cancer and catabolic hormones such as glucocorticoid (GC)1.
The physiological and molecular events that occur in rodents deprived of food for 24–48 h have been determined in a study of the mechanism of muscle mass loss2. Total food deprivation suppresses insulin secretion and increases GC production, then activates muscle protein catabolism to release alanine and other amino acids as a source of hepatic gluconeogenesis. Increased fatty acid oxidation leads to the production of ketone bodies. Depriving rodents of food also induces hyperactivity. Impaired insulin signaling and an increase in endogenous GC could trigger the degradation of skeletal muscle proteins by activating the ubiquitin-proteasome (UPS) and autophagy systems3. The fast-twitch fibers in the gastrocnemius (Ga) and tibialis anterior (TA) muscles are more sensitive to atrophy induced by fasting than slow-twitch fibers3 possibly because they are prone to GC-induced muscle atrophy4,5. The stimulation of these proteolytic systems is mediated through increased expression of the muscle-specific ubiquitin ligases, muscle atrophy F-box (MAFbx) and muscle RING finger 1 (MuRF1)6–10, as well as autophagy11. Activation of these muscle atrophy-related genes is regulated by GC-regulated transcription factors such as glucocorticoid receptor (GR)8,10,12, FOXOs11 and KLF1513. However, these molecular events might be transient in rodents that have fasted for 24–48 h and might not accurately reflect the effects of chronically poor nutrition. In fact, the amount of total muscle proteolysis varies daily in humans deprived of food3. Furthermore, Lange et al. sequentially analyzed skeletal muscle in rats after a 48-h fast and identified a rapid, transient starvation signal. The intramuscular AMP/ATP ratio, an indicator of cellular energy status, significantly increased from ~1.5- to 12.5-fold between 6 and 24 h, respectively, then started to decrease at 48 h but remained ~5-fold higher than that of non-fasted mice14. The phosphorylation of AMP-activated protein kinase (AMPK) also transiently increased at 6 and 12 h, then returned to baseline at 48 h. These results suggest that intracellular energy status remarkably varies after a short fast. We consider that muscle-wasting is caused by chronic and mild malnutrition rather than fasting in humans. Thus, experimental food withdrawal is limited as an animal model of the effects of chronically poor nutritional status on skeletal muscle.
Ketogenic diets (KD) comprising high-fat, low-carbohydrate and protein contents have been included in weight loss strategies for both obese and non-obese individuals. Such diets mimic the metabolic status of fasting or caloric restriction and are based on theoretical concepts of the effects of dietary component ratios on energy expenditure15. The present study aimed to determine degrees of muscle atrophy in mice fed with a KD.
Results
Ketogenic diet mimics chronic starvation
We initially measured the body weight (BW) and caloric intake of mice fed with a KD or the AIN93M normal diet (ND). The BW of mice fed with the ND increased by 4.3% over the experimental period (Fig. 1a), but rapidly decreased by 16% in mice given the KD during the first three days, then by 9% during the next four days (Fig. 1a). Caloric intake did not significantly differ between ND and KD mice on day 3 but decreased by 65% on day 7 in those fed with the KD (Fig. 1b).
We measured plasma metabolic parameters to characterize the effects of the KD on metabolism. Plasma albumin levels as an index of nutritional status (Fig. 2a) were lower and plasma glucose levels were 60% decreased in mice fed with the KD, compared with the ND (Fig. 2b). Insulin levels were remarkably decreased at 0.15 ng/mL in mice fed with the KD (Fig. 2c) and they became hypoinsulinemic compared with ND mice. Unlike the early phase of starvation16, plasma alanine levels were lower in mice fed with the KD than the ND (Fig. 2d). Meanwhile, plasma β-hydroxybutyrate (ketone body) levels were about 10-fold higher in mice fed with the KD, than the ND (Fig. 2e). Circulating levels of free fatty acids (FFA) increased to 700% in the mice fed with the KD compared with the ND (Fig. 2f). The KD increased plasma corticosterone levels 2.9-fold (Fig. 2g) and decreased plasma IGF-1 levels by 60% compared with the ND (Fig. 2h). We compared energy metabolism in the skeletal muscles of mice fed with the KD and the ND by measuring activities of pyruvate dehydrogenase (PDH), which catalyzes the oxidative decarboxylation of pyruvate into acetyl-CoA and links glycolysis to the citric acid cycle. The activity of PDH was significantly decreased in the Ga, TA and soleus (Sol) muscles of mice fed with the KD (Fig. 3). The expression of pyruvate dehydrogenase kinase 4 (Pdk4) that contributes to PDH phosphorylation and impaired glucose utilization, was also increased 2.2-, 2.8- and 3.8-fold in the Ga, TA and Sol muscles, respectively, of mice fed with the KD, compared with the ND (Fig. 4a). The mRNA expression of carnitine palmitoyltransferase 1B (Cpt1b) that is involved in the transport of long-chain fatty acyl-CoA from cytoplasm into mitochondria was slightly, but significantly upregulated by the KD in the Ga, TA and Sol muscles (Fig. 4b). These results indicated that the KD shifted the energy substrate from glucose to fat.
Ketogenic diet decreases muscle weight, fiber area and grip strength
We weighed the Ga, TA and Sol muscle tissues of mice fed with ND and KD. The KD tended to decrease fat mass (Fig. 5a), but the difference did not reach significance (p = 0.06), possibly because a large error was associated with this value. The wet weight of the Ga, TA and Sol muscles obviously decreased by 23%, 11% and 16%, respectively, in mice fed with the KD, compared with the ND, although the difference in TA weight between the groups did not reach significance (Fig. 5b–d). We then immunohistochemically analyzed cross-sections of Ga, TA and Sol muscles from mice fed with the ND and KD to determine whether the loss of muscle mass was reflected in a decrease in the size of individual fibers (Fig. 6a). The distribution of fibers in a histogram shifted leftwards and was smaller in mice fed with the KD (Fig. 6b). The distribution of those ranging from 500–1,000 and 3,000–6,000 μm2 was higher and lower, respectively, in mice fed with the KD. Muscle function evaluated by measuring grip strength did not significantly differ between the mice before starting the KD. Grip strength was 22% and 9% decreased in the mice fed with the KD and ND, respectively (Fig. 6c).
Ketogenic diet upregulates muscle atrophy-related and glucocorticoid receptor target genes
We investigated how the loss of muscle weight under a KD correlates with gene expression in the Ga, TA and Sol muscles. The expression of Mafbx and Murf1 that encode muscle atrophy-related ubiquitin ligases in mice fed with KD and ND, was 5.0-, 4.0- and 2.5-fold and 6.3-, 5.3- and 2.9-fold higher in the Ga, TA and Sol muscles, respectively (Fig. 7a,b). The transcription factors for these genes, Foxo3 and Foxo1, were also upregulated by the KD in all muscles we evaluated (Fig. 7c,d). Transcriptional activation of the autophagy gene, Lc3b, was upregulated 3.5-, 2.3- and 2.5-fold in the Ga, TA and Sol muscles, respectively, by the KD compared with the ND (Fig. 7e). The direct GR target gene13, Klf15, was also upregulated about 2-fold in the Ga, TA and Sol muscles of mice fed with the KD compared with the ND (Fig. 7f). We compared autophagy flux in vivo in mice under ND and KD. Colchicine increased the amount of LC3-II in all three muscles in the ND group. The KD increased LC3-II values and KD plus colchicine increased them above that observed with KD alone or with ND plus colchicine in Ga and TA muscles (Fig. 8). The KD alone increased LC3-II values in Sol muscles, but adding colchicine did not increase the intensity of LC3-II band. We found that colchicine increased p62 in the Ga and TA, but not in the Sol muscles of both groups of mice. These results indicated that the KD enhanced autophagy, particularly in the Ga muscles (Fig. 8).
Ketogenic diet upregulates oxidative stress-responsive genes
A high-fat diet increases the production of reactive oxygen species (ROS)17 and the expression of genes associated with muscle atrophy18,19. We examined the expression of the antioxidant genes, superoxide dismutase 1 (Sod1), glutamate-cysteine ligase catalytic subunit (Gclc), heme oxygenase 1 (Hmox1) and catalase (Cat) that are upregulated in response to oxidative stress. All of these antioxidant genes were upregulated 2-fold in the Ga, TA and Sol muscles in mice fed with the KD compared with the ND (Fig. 9).
Ketogenic diet downregulates genes associated with muscle anabolism
We examined the mRNA expression of genes associated with muscle anabolism. Insulin-like growth factor-1 plays a key role in muscle hypertrophy20. In accordance with plasma IGF-1 values (Fig. 2h), the mRNA expression of Igf1 was decreased by 30% in the Ga and Sol muscles, and by 58% in the TA muscles of mice fed with the KD (Fig. 10a). Myogenic differentiation 1 (MyoD1) is a major transcription factor that mediates the transactivation of myofibrillar genes such as myosin heavy chain and skeletal α-actin21–23. The mRNA expression of Myod1 was significantly decreased in the Ga and TA muscles of mice fed with the KD, but essentially identical in the Sol muscles of mice fed with the KD and the ND (Fig. 10b). The KD also decreased the mRNA expression of eukaryotic translation initiation factor 4E (Eif4e) that is involved in the initiation of protein synthesis in the Ga and TA, but not in the Sol (Fig. 10c). The KD decreased the expression of the gene encoding collagen that is an extracellular matrix protein in all muscles examined (Fig. 10d). These results indicated that the synthesis of intracellular and extracellular matrix proteins was generally reduced in the skeletal muscles of mice fed with a KD, and this also occurs in fasting rodents24. Furthermore, surface sensing of translation (SUnSET) analysis using puromycin confirmed that the KD remarkably decreased the amounts of puromycin-labeled peptides, indicating that the KD suppressed muscle protein synthesis in mice (Fig. 11).
Discussion
Chronically poor nutritional status accompanied by anorexia is considered to be a factor that causes muscle atrophy under pathological conditions such as sarcopenia, chronic obstructive pulmonary disease (COPD), cancer cachexia, and anorexia nervosa25,26. Food has been withdrawn from experimental animal models in efforts to elucidate the molecular basis of short-term starvation. However, these studies were more focused on acute and transient responses of skeletal muscles. Here, we created a new experimental model of starvation-induced muscle wasting, by feeding mice with a KD. This model allowed evaluation of the chronic effects of starvation on muscle atrophy, unlike the conventional model in which food is withdrawn for only 24–48 h to ensure the welfare of rodents24. Consuming a KD decreases circulating levels of albumin, glucose and insulin, and increases ketone bodies and FFA, indicating that consuming a KD modeled persistent starvation in which the primary fuel source shifts from glucose to ketones generated by FFA oxidation. The KD caused the loss of muscle mass accompanied by decreased plasma insulin and IGF-1 and increased plasma corticosterone values, then upregulated GR-target ubiquitin ligases and autophagy marker genes in the Ga, TA and Sol muscles. Hu et al. reported that the stimulation of muscle proteolysis requires increased endogenous GC and impaired insulin signaling27. The attenuation of IGF-1 signaling also accelerates muscle atrophy20. In vivo autophagy flux assay revealed that KD mainly activated autophagy in the Ga muscle. Based on these findings, we concluded that hypercorticosteronemia and hypoinsulinemia, along with decreased IGF-1 secretion induced by the KD, resulted in muscle atrophy via autophagy, particularly in the Ga muscle. On the other hand, expression of the antioxidant genes Sod1, Gclc, Hmox1 and Cat was upregulated in the Ga, TA and Sol muscles, suggesting that the KD caused ROS generation; nonetheless, the antioxidant system in skeletal muscles remained relatively intact. Although the molecular mechanism remains unknown, the KD downregulated mRNA expression of the muscle anabolism-related genes, Igf1 and Col1a2, indicating a decline in muscle anabolism. SUnSET analyses confirmed that the KD suppressed muscle protein synthesis in all muscles evaluated. These finding suggest that suppressed protein synthesis contributed to KD-induced muscle atrophy in the TA and Sol, whereas accelerated autophagy and reduced protein synthesis synergistically induced atrophy in the Ga muscle. Along with the loss of muscle mass, immunohistochemical findings revealed smaller myofibers in the Ga, TA and Sol muscles of KD mice. We concluded that feeding rodents with a KD is a useful and practical way to investigate the effects of chronic starvation on skeletal muscle (Fig. 12).
In addition to hypercorticosteronemia, we postulated that oxidative stress contributes to muscle atrophy in mice fed with a KD. The expression of genes encoding antioxidant enzymes was increased by the KD, although whether a KD causes oxidative stress remains controversial28. We measured 4-hydroxy-2-nonenal (HNE)-conjugated cytosolic protein as an indicator of lipid peroxidation and found that 4-HNE levels were essentially identical between ND and KD mice (Supplementary Fig. 1). An activated antioxidant system could improve the mitochondrial redox state after consuming a KD. Further studies are needed to confirm the involvement of ROS production on muscle atrophy caused by a KD.
The weight of the TA did not significantly differ between mice fed with the ND or the KD, although gene expression was similar among all muscles evaluated. We found that hypercorticosteronemia contributes to the induction of muscle atrophy while on a KD. The TA muscles comprise fast twitch-muscle fibers that are sensitive to GC-induced muscle wasting. We speculate that an unidentified mechanism contributes to the maintenance of TA weight, although this awaits confirmation.
The KD increased levels of the circulating ketone, β-hydroxybutyrate. This metabolic substrate works not only to produce energy during prolonged fasting, but also as a signaling molecule. It is an endogenous and specific inhibitor of class I histone deacetylases (HDACs), it promotes the hyperacetylation of histone proteins and contributes to an open chromatin environment that leads to induction of the transcription factor FOXO329. Activated FOXO might accelerate the upregulation of Mafbx and Murf1 mRNA during KD consumption.
Calorie intake could not account for the decrease in BW on day 3. Depleted hepatic and muscle glycogen stores along with associated bound water are thought to decrease BW during the initial phase of extreme carbohydrate restriction15. We postulated that the depletion of glycogen stores decreased the amount of water stored with glycogen, resulting in increased water excretion and a loss of BW at the initial phase of KD consumption in our model mice.
The KD reduced plasma IGF-1 levels in the present study. A growth hormone (GH)-GH receptor cascade positively regulates Igf1 mRNA transcription30. Reports have indicated that GH values are normal31 or elevated32, whereas circulating IGF-1 levels are reduced in rodents fed with a KD31. Our findings were similar to these. The KD might have caused GH resistance33 which could have been responsible for the IGF-1 reduction. Further studies are required to elucidate the underlying mechanism of the IGF-1 reduction in mice fed with a KD.
A KD is of interest to humans because it has been applied as a weight-loss strategy15 and to treat epilepsy34. However, skeletal muscle physiology might be at risk due to hypercorticosteronemia, hypoinsulinemia, decreased IGF-1 secretion and an oxidized redox environment associated with chronic KD consumption. However, little is known about the adverse effects of a KD on skeletal muscle.
Alanine released from skeletal muscle during starvation in response to increased protein degradation for hepatic gluconeogenesis results in a decrease in muscle mass16. Dyar et al. identified increased serum alanine values in mice fed with a high-fat diet for 10 weeks, possibly via muscle proteolysis35. However, they noted that serum creatinine was increased on the high-fat diet, indicating that muscle mass was maintained and that rates of protein turnover increased35. The present study found lower plasma alanine levels in mice fed with the KD, compared with the ND, suggesting the slow release of amino acids from skeletal muscle or accelerated hepatic gluconeogenesis and alanine consumption. Plasma alanine levels are lower in patients with chronically poor nutrition, such as those with COPD36, as well as in aged mice37, although the mechanism remains obscure. A KD might replicate the slower protein degradation associated with chronically poor nutrition. When food is unavailable, experimental animals become hyperactive for food. Mice become hyperactive after one or two days on a KD, whereas chronic continuous KD consumption gradually decreases locomotor activity and body temperature38. Based on these facts, physiological adaptation to a KD might somewhat resemble the chronically poor nutritional status associated with aging and COPD (Table 1). Although poor nutritional status shares some features with acute forms of muscle atrophy caused by food withdrawal, sciatic denervation and synthetic GC administration, food withdrawal from experimental animals is of limited value to understanding the effects of chronic poor nutritional status on skeletal muscle. Feeding experimental animals with a KD is a novel model of starvation, which might more closely resemble the chronically poor nutrition associated with conditions such as COPD and anorexia, as well as aging.
Table 1.
Ketogenic diet | Food deprivation | High-fat diet | Sciatic denervation | Aging | |
---|---|---|---|---|---|
Plasma glucocorticoid | Increase | Increase42 | Unchanged35 | Unchanged43 | Slight increase44 |
Insulin | Decrease | Decrease45 | Increase46 | Unchanged (Insulin binding to muscle)47 | Increase48 |
Alanine release from skeletal muscle | Decrease | Increase45 | Increase35 | Increase49 | Decrease37 |
Muscle atrophy-related gene expression | Increase | Increase24 | Unchanged46 | Increase6 | Unchanged50 |
Physical activity | Decrease38 | Increase51 | Unchanged52,53 | Unchanged54 | Decrease37 |
Body temperature | Decrease38 | Decrease55 | Nighttime decrease; daytime increase53 | Unchanged43,54 | Decrease56 |
Methods
Animal care and handling
All animal experiments proceeded according to the guidelines for animal experiments at the National Institute of Advanced Industrial Science and Technology (AIST). The Animal Care and Use Committees at AIST approved all the experimental protocols described herein (Permission #166).
Six-week-old female Jcl:ICR mice (Japan SLC Inc., Shizuoka, Japan) were housed with access to a standard diet (AIN-93M: Oriental Yeast Co. Ltd., Tokyo, Japan) and water ad libitum for four weeks under 12 h light–12 h dark cycles. The mice were fed with either the AIN-93M (Oriental Yeast Co. Ltd., Tokyo, Japan) normal diet (ND) or the modified AIN-93 ketogenic (KD) diet (73.9% fat, 8.3% protein and 0.73% carbohydrate, w/w; Oriental Yeast Co. Ltd.) for seven days. The caloric contents of the ND and KD were 389 and 702 kcal/100 g diet, respectively The proportions of calories derived from fat, carbohydrate and protein were 10.3%, 75.4% and 14.2%, respectively, in the ND and 94.8%, 0.1% and 4.8%, respectively, in the KD. The mice were sacrificed, then the Ga, TA and Sol, as well as perigonadal white adipose tissues (WAT) were dissected, weighed and frozen in liquid nitrogen.
Real-time reverse transcription-polymerase chain reaction (RT-PCR)
Total RNA was extracted using guanidinium thiocyanate followed by RNAiso Plus (Takara Bio Inc., Otsu, Japan). Single-stranded cDNA was synthesized using PrimeScript™ RT reagent kits with gDNA Eraser (Takara Bio). Real-time RT-PCR proceeded using SYBR® Premix Ex Taq™ II (Takara Bio) and a LightCycler™ (Roche Diagnostics, Mannheim, Germany). The amplification conditions comprised 95 °C for 10 s followed by 45 cycles of 95 °C for 5 s, 57 °C for 10 s and 72 °C for 10 s. Supplemental Table 1 shows the primer sequences. Amounts of target mRNA were normalized relative to that of Actb.
Measurement of plasma metabolic parameters
Blood collected in EDTA-coated tubes was immediately separated by centrifugation for 10 min at 5,800 × g. Plasma was collected and stored at −80 °C. Plasma albumin, glucose, insulin, alanine, β-hydroxybutyrate, free fatty acid (FFA), glucocorticoid, and IGF-1 values were measured using A/G B-Test Wako (Wako Pure Chemical Industries, Osaka, Japan), Glucose CII-test Wako (Wako), Mouse Insulin ELISA kits (Morinaga Institute of Biological Science, Kanagawa, Japan), Alanine Colorimetric/Fluorometric Assay Kits (BioVision, Milpitas, CA, USA), β-Hydroxybutyrate (β-HB) Colorimetric Assay Kits (BioVision), NEFA C-test Wako (Wako), AssayMax corticosterone ELISA kits (AssayPro, St. Charles, MO, USA) and Mouse/Rat IGF-1 Quantikine ELISA kit (R&D Systems, Inc., Minneapolis, MN, USA) respectively.
PDH activity
The skeletal muscles were frozen and homogenized in liquid nitrogen, lysed with ice cold PDH assay buffer (BioVision), and separated by centrifugation for 5 min at 10,000 × g. The protein content in the supernatant was measured using Protein Assay BCA Kits (Wako). The activity of PDH was determined in 300 μg of protein lysate using Pyruvate Dehydrogenase Activity Colorimetric Assay Kit (BioVision).
Immunohistochemistry
Muscle cryosections were incubated with 5% Block Ace Powder (DS Pharma Biomedical Co. Ltd., Osaka, Japan) in PBS, and incubated with 1:500-diluted anti-laminin antibody (SIGMA, St. Louis, MO, USA). The specimens were washed with PBS and incubated with secondary antibodies labeled with 1:500-diluted Alexa Fluor 488 (Thermo Fisher Scientific, Waltham, MA, USA). Immunostained specimens were mounted in Dako Fluorescent Mounting Medium (Agilent Technologies, Santa Clara, CA, USA). The size of muscle fibers was measured using a Biozero BZ-9000 fluorescence microscope (KEYENCE, Osaka, Japan).
In vivo autophagy flux assay
The activity of autophagy was measured as described39. The mice were injected intraperitoneally (i.p.) with 0.4 mg/kg BW of colchicine (SIGMA; dissolved in saline) at 4 h before collecting muscle samples. Control mice received an equal volume of saline i.p.
Puromycin injection
We measured protein synthesis using surface sensing of translation (SUnSET) method40,41. The mice were injected i.p. with 0.04 μmol/g BW of puromycin (Wako; dissolved in PBS) at 30 min before collecting muscle samples. Amounts of puromycin incorporated into total protein were determined by immunoblotting as described below.
Immunoblotting
Proteins were extracted from mouse muscles into RIPA buffer (Wako) supplemented with protease and phosphatase inhibitor tablets (Roche Diagnostics) and 10 μM MG132 (Cayman Chemical, Ann Arbor, MI, USA). Total protein extracts were resolved by SDS-polyacrylamide gel electrophoresis and transferred to polyvinylidene difluoride membranes. Nonspecific binding on membranes was blocked with 4% Block Ace Powder (DS Pharma Biomedical Co. Ltd.) and then the membranes were incubated with primary antibodies at 4 °C overnight. Bound antibodies were detected by chemiluminescence by using Immuno Star LD (Wako) and signals were quantified by densitometry. The primary antibodies were anti-LC3 (SIGMA), anti-puromycin (Merck Millipore, Burlington, MA, USA) and anti-β-tubulin (SIGMA).
Statistical analysis
Values are expressed as means ± SEM and were statistically evaluated by Student t-tests using Excel-Toukei 2015 software (Social Survey Research Information Co. Ltd., Osaka, Japan). Data about BW, calorie intake, grip strength and LC3 band intensity were statistically evaluated using two-way analyses of variance (ANOVA; Supplemental Table 2) and Tukey-Kramer multiple comparison tests using Excel-Toukei 2015 software. Differences were considered significant at P < 0.05.
Supplementary information
Acknowledgements
This study was supported by operational subsidies from AIST and JSPS KAKENHI to K. Oishi (JP16K00940) from the Ministry of Education, Culture, Sports, Science, and Technology (MEXT) of Japan. We thank Mr. Rei Kazama (AIST) for technical assistance.
Author contributions
R.N., T.A., and K.O. designed the study protocol. R.N., T.A., S.Y., and K.O. conducted experiments. R.N., T.A., S.Y., and K.O. analyzed data. R.N., T.A., and K.O. contributed to writing the manuscript. R.N and T.A. contributed equally to this work. All authors read and approved the final version of the manuscript.
Competing interests
This study was funded by Asahi Group Holdings, Ltd. from December 2015 to August 2018. No other conflicts of financial interest are associated with this manuscript. The authors have no non-financial competing interests to declare.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
These authors contributed equally: Reiko Nakao and Tomoki Abe.
Supplementary information
is available for this paper at 10.1038/s41598-019-56166-8.
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