Abstract
Background
Inhibition of Hsp90 has been shown to improve glucose tolerance and insulin sensitivity in mouse models of diabetes. In the present report, the specific isoform Hsp90ab1, was identified as playing a major role in regulating insulin signaling and glucose metabolism.
Methods
In a diet-induced obese (DIO) mouse model of diabetes, expression of various Hsp90 isoforms in skeletal tissue was examined. Subsequent experiments characterized the role of Hsp90ab1 isoform in glucose metabolism and insulin signaling in primary human skeletal muscle myoblasts (HSMM) and a DIO mouse model.
Results
In DIO mice Hsp90ab1 mRNA was upregulated in skeletal muscle compared to lean mice and knockdown using anti-sense oligonucleotide (ASO) resulted in reduced expression in skeletal muscle that was associated with improved glucose tolerance, reduced fed glucose and fed insulin levels compared to DIO mice that were treated with a negative control oligonucleotide. In addition, knockdown of HSP90ab1 in DIO mice was associated with reduced pyruvate dehydrogenase kinase-4 mRNA and phosphorylation of the muscle pyruvate dehydrogenase complex (at serine 232, 293 and 300), but increased phosphofructokinase 1, glycogen synthase 1 and long-chain specific acyl-CoA dehydrogenase mRNA. In HSMM, siRNA knockdown of Hsp90ab1 induced an increase in substrate metabolism, mitochondrial respiration capacity, and insulin sensitivity, providing further evidence for the role of Hsp90ab1 in metabolism.
Conclusions
The data support a novel role for Hsp90ab1 in arbitrating skeletal muscle plasticity via modulation of substrate utilization including glucose and fatty acids in normal and disease conditions. Hsp90ab1 represents a novel target for potential treatment of metabolic disease including diabetes.
Electronic supplementary material
The online version of this article (10.1186/s12986-018-0242-6) contains supplementary material, which is available to authorized users.
Keywords: Heat shock protein 90, Diabetes, Hyperglycemia, Insulin resistance, Glucose metabolism
Background
The heat shock proteins (HSPs) constitute a group of stress proteins typically induced to counteract the deleterious effects of heat on intracellular structure and function [1, 2]. Interestingly, heat shock response can be activated by a temperature increase of a just a few degrees; a generally rapid and transient gene-expression response and the kinetics of this response might vary depending on the HSPs involved [3]. However, it is now recognized that HSPs respond to a multitude of stress signals ranging from that induced by chemical, environmental, and physical to that of physiological origin. Their chaperone function linked to protection of protein structure and function [1, 4] positions HSPs as a central participant in nearly all physiological processes ranging from cell cycle to intracellular signaling and regulation of metabolism.
Prior studies implicate that Hsp90 plays a critical role in metabolism. Specifically, treatment with a pan-Hsp90 inhibitor was shown to improve glucose homeostasis and insulin sensitivity in db/db and diet-induced obese (DIO) mouse models of diabetes, respectively [5]. However, the Hsp90 family consists of multiple isoforms including Hsp90aa1, Hsp90ab1, Hsp90B1, and TRAP1 that are ATP dependent chaperone proteins [6–8]. The more extensively studied Hsp90 isoform, Hsp90aa1, is a major cancer target that has been shown to be upregulated and involved in chaperoning multiple proteins including important proliferative signaling and mitochondrial membrane proteins [9, 10]. In contrast, less is known about Hsp90ab1, but it has been reported to be constitutively expressed at low levels [9, 11]. Thus, given that isoform specific differences in expression and function exist [9, 10], the present study sought to determine if the regulation of Hsp90 on metabolism is isoform specific. The findings presented in this study show that the HSP90ab1 isoform is upregulated in skeletal muscle of DIO mice. Furthermore, isoform specific knockdown of HSP90ab1 by treatment with antisense oligonucleotide (ASO) improved glucose tolerance and was associated with alterations in expression and activity of key metabolic pathway molecules in skeletal muscle of DIO mice. Furthermore, in in vitro studies using primary human skeletal muscle myotubes (HSMM) siRNA knockdown of HSP90ab1 was associated with significant improvement in substrate metabolism, insulin sensitivity and glucose homeostasis. In addition, knockdown of Hsp90ab1 does not affect the expression of proteins within the canonical Hsp90 pathway that includes HSF-1, Hsp47, TRAF1 and Hsp70. Together, these data demonstrate that Hsp90ab1 is a key regulator of skeletal muscle metabolism and represents a viable therapeutic target for management of insulin resistance and metabolic disease.
Methods
Animals
Male C57BL/6 J mice were obtained from Jackson Laboratories (Bar Harbor, ME) and housed 4-5 per cage at 22 °C on a 12:12 h day-night cycle. At 6 weeks of age mice were fed a high-fat diet (Research Diets Cat #: D12492; 60% kcal fat, 20% kcal protein, and 20% kcal carbohydrate). At 8 weeks of age animals received and continued a high fat diet during the entire study period. Lean control mice were also obtained and fed a standard diet (10% kcal fat). Mice were acclimated to the local facility for 1 week before treatment. Antisense oligonucleotides (ASOs) were administered at 10 μg/kg intraperitoneally (i.p.) twice a week for 4 weeks. The procedures for the care and use of experimental animals followed the protocols and regulations set forth by the Animal Care and Use Committee of the University of Miami.
Cell culture
Primary human skeletal muscle myoblasts (HSMM) were purchased from Promocell and maintained in ready to use Promocell Growth Media (Promocell, c-23,060) at 37 °C in a 5% CO2 incubator. Myoblasts were differentiated on petri dishes with differentiation media containing 2% horse serum (Invitrogen, Carlsbad, CA) and grown for 6 days before experiments. Differentiated HSMM were transiently transfected with scrambled control and siRNA targeting human Hsp90ab1 for 48 h using Transit TKO siRNA transfection reagent (Mirus Bio, Madison, WI) according to manufacturer’s recommendations. Knockdown was confirmed using quantitative real time PCR and Western blot.
Quantitative real time polymerase chain reaction (qRT-PCR)
RNA was extracted using RNeasy (QIAGEN). The cDNA was synthesized using 1 μg total RNA using the All Advantage RT-PCR kit. Five microliters of cDNA was used for quantitative PCR using Sybrgreen master mix (Applied Biosystems) on a Biorad thermal cycler. DeltaCt (dCt) values determined after normalization against either 18S ribosomal RNA or cyclophilin A. The dCt values were calculated using absolute Ct values of the normalizer subtracted by Ct values of target genes. Final values were calculated using 2 exponential to the −dCt. Each condition was performed in triplicate.
SDS-PAGE and western blot
Cell lysates were fractionated by 10% SDS-PAGE then transferred to PVDF membranes (Invitrogen). After blocking for 1 h at room temperature, the membranes were incubated overnight at 4 °C in primary antibody. The membranes were incubated with 1:2000–1:10,000 secondary antibodies conjugated with HRP for 1 h at room temperature after washing 3 times for 10 min each. Signals were detected using the Pierce ECL (ThermoFisher) chemiluminescence system and visualized by autoradiography.
Enzyme-linked Immunosorbent assay (ELISA)
Following knockdown of Hsp90ab1, cells were serum-starved for 3 h in serum-free basal media (Promocell, Germany) containing 0.2% BSA prior to stimulation with insulin for 5 min, washed with cold PBS, then lysed with cell lysis buffer provided in the Instant One ELISA kit (eBioscience). Protein concentration was determined using a BCA assay (Thermo Fisher). ELISA for p-Akt and Akt was performed using Instant One ELISA kit. Results are expressed as p-Akt:Akt ratio for each condition.
Fatty acid oxidation (FAO) assay, bioenergetics profiling and glycostress assays
Cellular oxygen consumption rate (OCR) was measured using a Seahorse Bioscience XF96 flux analyzer. Myoblasts seeded at 10,000 cells/well were grown up to 80% confluence before being differentiated with 2% Horse media for 4 days. The cells were then transfected with either scrambled control or Hsp90AB1 siRNA in differentiation media for 48 h prior to analysis. Replicates (3-6) were performed for each experimental condition. For OCR experiments that used palmitate, KHB buffer containing L-carnitine (final concentration 500 μmol/L) (pH 7.4) was added to each well and measurements were performed every 3 min with 2 min inter-measurement mixing. BSA-conjugated palmitate (final concentration 400 μmol/L), CCCP (final concentration 1 μmol/L) and etomoxir (final concentration 50 μmol/L) were injected sequentially. For glycostress experiments, glucose was used as a substrate with sodium carbonate and glucose/pyruvate-free DMEM. Glucose, Oligomycin and 2-DG were injected sequentially at final concentrations of (25 mmol/L, 2 μmol/L and 50 mmol/L respectively) extracellular acidification rate (ECAR) was recorded.
Intraperitoneal glucose tolerance test (IPGTT)
Glucose tolerance test was performed after a 6 h fast in the morning. Initial fasting blood glucose levels were determined followed by intraperitoneal (i.p.) injection of 20% dextrose solution (1.5 g/kg body weight). Blood glucose levels were measured from the tail vein at 15, 30, 60, 90, and 120 min after glucose injection. During the IPGTT experiments, different groups were performed in parallel in the same assay.
Measurements of glucose, insulin and glycogen
Blood glucose levels were measured using an Accu-chek Advantage glucometer (Roche Diagnostics, Indianapolis, IN). Insulin was measured weekly using serum obtained from the tail vein using an insulin ELISA assay kit (Rat/mouse insulin assay kit, Mercordia, Winston-Salem, NC). Body weight and fed blood glucose levels were measured twice weekly, and fed insulin was measured weekly. Glycogen levels were assessed using an ELISA kit (BioVision, San Francisco, CA).
Data analysis
GraphPad Prism was used for calculations of area under the curve (AUC) and for statistical analysis. For comparisons between two groups Student’s t-test were performed. For time-course IPGTT studies repeated measures ANOVA were performed. A p-value < 0.05 was deemed significant.
Results
Diet-induced obesity induces Hsp isoform specific alterations in skeletal muscle
The expression of various isoforms of Hsp90 was examined to determine if Hsp regulation of metabolism is isoform specific. In these studies mRNA expression of Hsp90ab1, Hsp90aa1, Hsp90b1, and TRAP1 were assessed from skeletal muscles of mice fed a high fat diet (diet-induced obesity, DIO) and compared to lean counterparts. In DIO mice Hsp90ab1 was significantly upregulated, while Hsp90aa1 was downregulated (Fig. 1a–p< 0.05). There were no significant changes in Hsp90b1 and TRAP1 mRNA expression in DIO compared to lean mice (Fig. 1c and d). Hsp90aa1 (HSP90α) is known to be inducible, while HSP90ab1 (HSP90β) is traditionally thought to be constitutive [8, 12]. Therefore, it is of interest to further examine whether the nutrition-mediated alteration in HSP90β could be uniquely involved in skeletal muscle metabolism.
HSP90ab1 isoform influences glycolytic and mitochondrial metabolism in vitro
Next, knockdown of Hsp90ab1 expression in HSMM by siRNA was used to establish a working model system to validate its role in metabolic regulation (Fig. 2). Treatment of HSMM with siRNA specific for the Hsp90ab1 isoform (siHsp90ab1) resulted in ~ 80% knockdown of Hsp90ab1 mRNA without affecting other Hsp90 isoforms including Hsp90aa1, Hsp90B1, and TRAP1 compared to treatment with a negative control (NC) siRNA (p < 0.01). Hsp90ab1 siRNA knockdown was then utilized to assess the effect of Hsp90ab1 on cellular substrate metabolism, with metabolic profiling assays (glycostress assay, palmitate oxidation assay and bioenergetics profiling assays). In the glycostress test, compared to NC, Hsp90ab1 knockdown was associated with an increase in the extracellular acidification rate (ECAR) after the addition of glucose (~ 26% increase, p = 0.004, Fig. 3a), indicating an increase in glucose stimulated glycolysis (Fig. 3a and b). The addition of glucose is reflective of the glucose driven glycolytic activity essential to meet the energy needs of the cells. This increase in glycolysis was minimally affected by the presence of oligomycin, an inhibitor of mitochondrial ATP synthesis (Fig. 3a and b), indicative of similar glycolytic capacities between the cell lines.
Oxygen consumption rate (OCR) in the presence of palmitate (400μM) and the mitochondrial uncoupler CCCP (1μM) was used to determine fatty acid oxidation (FAO) capacity. Hsp90ab1 knockdown induced an increase in OCR after successive injection of palmitate and CCCP compared to control (Fig. 3c and d, 11% increase, p = 0.025). The increased uncoupled OCR in the presence of palmitate as an oxidation substrate, suggests that Hsp90ab1 knockdown enhances β-oxidation capacity when mitochondrial respiration reaches maximal capacity. Because glycolysis and lipid oxidation supply essential energetic substrates to mitochondrial oxidative phosphorylation for ATP production, electron transport chain activity was examined to determine mitochondrial oxidative capacity in a non-substrate limiting condition (in the presence of glucose, pyruvate and glutamine). As shown in Fig. 3e and f, there was no significant difference in mitochondrial respiration between Hsp90ab1 knockdown and control in the basal state. Although addition of oligomycin did not induce differences in OCR between siHsp90ab1 and control (Fig. 3e), injection of CCCP resulted in a significant increase in OCR in cells with HSP90ab1 knockdown (Fig. 3e, and f, p < 0.05). This suggests that HSP90ab1 knockdown in skeletal muscle is associated with increase in the maximal respiration capacity in skeletal muscle cells.
Along with substrate metabolism, insulin signaling plays a role in regulating skeletal muscle metabolic activity. Insulin stimulated Akt phosphorylation was greater with siHsp90ab1 compared to control (Fig. 4, p < 0.0001). Together, these results indicate that knockdown of Hsp90ab1 in HSMM increases substrate utilization capacity from glycolytic and fatty acid oxidation pathways.
Antisense oligonucleotide (ASO) mediated Hsp90ab1 knockdown is associated with improved glucose tolerance in DIO mice
An HSP90ab1 specific ASO was used to demonstrate proof-of-principle of the potential therapeutic efficacy of HSP90ab1 knockdown in improving insulin sensitivity and glucose homeostasis in DIO mice. Hsp90ab1 ASO induced a decrease in Hsp90ab1 mRNA expression in skeletal muscle by ~ 35% (Fig. 5a, p = 0.02), without affecting mRNA expression of heat shock factor (HSF)-1 target genes Hspaa1, Hsp90b1 and TRAP1 (Fig. 5a). In addition, there were no changes in body weight between mice treated with Hsp90ab1 ASO and NC (Fig. 5b). Hsp90ab1 ASO was associated with decreases in fed insulin (Figure 5c) and a trending decrease in fed glucose levels (10% decrease, p = 0.056, Fig. 5d). The ASO-induced decrease in Hsp90ab1 was associated with improvement in glucose tolerance compared to control ASO (Fig. 5e and f, p = 0.04). Notably, significant differences between NC and ASO was observed at 60 min and 90 min during the IPGTT, reflective of differences in glucose clearance between treatment groups (Fig. 5e). Interestingly, glycogen content was significantly increased in Hsp90ab1 ASO treated DIO mice (Fig. 5g, p < 0.01). Thus, these data suggest that knockdown of HSP90ab1 in skeletal muscle in DIO mice is associated with improved glucose homeostasis along with overall improvement in key indices underlying onset of insulin resistance and diabetes.
ASO mediated Hsp90ab1 knockdown in DIO mice is associated with altered expression of key genes regulating metabolic substrate utilization
Next, the specific metabolic pathway(s) affected by knockdown of Hsp90ab1 in skeletal muscle was investigated. HSP90ab1 ASO treatment was associated with a significant increase in mRNA expression of skeletal muscle specific forms of phosphofructokinase (PFKM, ~ 100%; p = 0.002), glycogen synthase 1 (GYS1, ~ 60%; p = 0.013) and acyl-CoA dehydrogenase, long chain (ACADL, ~ 70%; p = 0.045) (Fig. 6a) compared to control ASO. Furthermore, mRNA expression of acetyl-CoA carboxylase alpha (ACCA) was decreased (Fig. 6a, p = 0.018), while expression of lipase hormone-sensitive (HSL) and carnitine palmitoyltransferase 1B (CPT1B) were not affected. Notably, a 10-fold increase in patatin-like phospholipase domain containing 2 (PNPLA2, also known as adipocyte triglyceride lipase: ATGL) (Fig. 6b) was observed in the Hsp90ab1 ASO treated group compared to control (p < 0.0001). In contrast, HSP90ab1 ASO was associated with ~ 40% decrease in expression of pyruvate dehydrogenase kinase isozymes (PDK4) (Fig. 6c, p < 0.05). Together, the alterations in expression of genes regulating glycolysis and lipid oxidation suggest that HSP90ab1 knockdown in DIO mice results in metabolic rewiring that appears to influence glucose and lipid homeostasis pathways.
Given the established role of PDK4 in influencing pyruvate dehydrogenase (PDH) activity [13], phosphorylation of the PDH catalytic subunit PDH E1α, a substrate of PDK4 was investigated. In the skeletal muscle of DIO mice treated with Hsp90ab1 ASO levels of phosphorylated PDH E1α at serine residues S232, S293 and S300 were reduced by ~ 80%, p = 0.021; ~ 55%, p = 0.055; ~ 50%, p = 0.011, respectively (Fig. 6d and e). More importantly, these changes were independent of total PDH E1α protein, demonstrating a bona fide regulation of PDH E1α phosphorylation and activity as a consequence of decreased PDK4 expression with Hsp90ab1 knockdown (Fig. 6d and e). These results suggest that the enhanced pyruvate dehydrogenase complex activity is associated with increased glucose oxidation in skeletal muscles, which may potentially be contributing to improved glucose homeostasis. Furthermore, recapitulation of the effects of siHsp90ab1 on PDH E1α phosphorylation status in HSMM confirms the underlying cell autonomous effects of Hsp90ab1 knockdown in orchestrating substrate utilization in skeletal muscle (Additional file 1: Figure S1). Taken together, the data demonstrates that knock-down of HSP90ab1 in skeletal muscle of DIO mice is associated with changes in gene expression patterns with ability to influence substrate utilization.
Discussion
Type 2 diabetes mellitus is a multifactorial disease caused by genetic and environmental factors that is characterized by insulin resistance and hyperglycemia [14]. Inhibition of Hsp90 has been shown to improve insulin resistance in mouse models of diabetes [5]. In this study, the data presented here demonstrate that Hsp90ab1 is a major isoform that plays a role in regulating metabolism. Most notably, in these studies knockdown of Hsp90ab1 by ASO improved glucose tolerance, altered expression of key metabolic genes, and enhanced pyruvate dehydrogenase complex activity in a DIO mouse model. Thus, HSP90ab1 represents an actionable target that could translate into potential therapeutic benefit for diabetes.
Hsp90ab1 belongs to the family of Hsp90 proteins including Hsp90aa1, Hsp90ab1, Hsp90B1, and TRAP-1. Hsp90 proteins have been the focus of active research for multiple diseases and studies indicate that Hsp90 plays a role in biological and physiological processes [15]. It is generally accepted that Hsp90aa1 is the inducible isoform while Hsp90ab1 is constitutively expressed and typically does not respond to stress stimuli [11]. This is the first report to demonstrate that Hsp90ab1 could be induced by an environmental factor such as diet.
Skeletal muscle is a major metabolically active tissue that encompasses vital motor and metabolic functions including post-prandial glucose homeostasis and lipid metabolism. Metabolic plasticity of skeletal muscle is an essential characteristic for maintaining balance of physiological functions based on the availability of substrate within the system during the switch between fed and fasting states to dictate optimized substrate utilization [16]. Impaired skeletal muscle glucose homeostasis and lipid oxidation capacity is associated with insulin resistance, type 2 diabetes, and metabolic disease [17], suggesting the molecular mediators of these pathways may be viable therapeutic targets for metabolic disease and type 2 diabetes. The observed induction in Hsp90ab1 expression in response to a high fat diet in skeletal muscle, but not liver (Additional file 2: Figure S2), of DIO mice, suggests that HSP90ab1 could potentially influence pathways regulating insulin resistance and dysregulation of glucose homeostasis. In the present study, the HSP90ab1 isoform was demonstrated to be a contributor to the pathophysiology of metabolic disease. Knockdown of HPS90ab1 in DIO mice improved glucose tolerance, hyperinsulinemia, and was associated with significant lowering of PDK4 expression. PDK4 is a muscle specific serine kinase that phosphorylates the catalytic subunit of the pyruvate dehydrogenase complex (PDC), PDH E1α, resulting in the inactivation of the complex and preventing the entry of pyruvate generated from glycolysis into mitochondrial Krebs cycle [18]. PDK4 has been reported to act as a cellular homeostat and its activation by the high mitochondrial acetyl-CoA/CoA and NADH/NAD(+) concentration ratios, reflected by high rates of long chain fatty acid (LCFA) oxidation, has been proposed to induce glucose oxidation inhibition by fatty acid oxidation in skeletal muscle [19]. Furthermore, inhibition of PDK4 has been shown to activate the PDC complex and lower elevated blood glucose in insulin resistant animals [20, 21]. Herein, knockdown of HSP90ab1 was associated with a decrease in phosphorylation of three key serine residues in PDH E1α indicative of activation of PDC complex. Consistent with others, these data support that the improved glucose tolerance with Hsp90ab1 knockdown is most likely a consequence of decreased PDK4 expression and concomitant activation of the PDC complex, supporting glucose oxidation. In addition, knockdown of HSP90ab1 significantly reduced fed insulin and glucose and increased skeletal muscle glycogen content, which suggests improvement in skeletal muscle insulin sensitivity and glucose homeostasis in DIO mice.
The data in this study suggests that HSP90ab1 is potentially involved in influencing metabolic plasticity in skeletal muscle by its ability to arbitrate substrate utilization including glucose and fatty acid. In addition to its ability to influence PDK4 expression and activity as described above, knock-down of HSP90ab1 was associated with alterations in expression several genes regulating fatty acid metabolism including ACADL, ACCA and ATGL, supporting a role in potentially influencing fatty acid utilization. This is further substantiated by the observed increase in skeletal muscle oxygen consumption rate in the presence of palmitate as a metabolic substrate. In the present study knockdown of Hsp90ab1 reduced expression in the skeletal muscle and this was associated with improvement in metabolic flexibility, as systemic administration of ASO to Hsp90ab1 significantly improved impaired glucose tolerance in DIO mice. It must be noted that given the systemic administration of ASO, we cannot exclude the possibility that alterations in other tissues may contribute to the observed findings. In addition, HSP90ab1 may have different functions in other tissues. Future studies are needed to assess whether HSP90ab1 expression in different tissues/organs is affected and/or whether HSP90ab1 may function differently in other tissues/organs.
Conclusions
The present study demonstrates that Hsp90ab1 is a regulator of skeletal muscle metabolism and suppression of Hsp90ab1 is a valid therapeutic clinically relevant strategy in the management of dysregulated metabolic disease and insulin resistance.
Additional files
Acknowledgements
The authors would like to thank Drs Khampaseuth Thapa for data analysis and scientific writing, Kim Wilkinson for scientific writing, and Eric Grund for help in preparation of this manuscript.
Funding
This study was funded in its entirety by BERG. LLC.
Availability of data and materials
N/A
Abbreviations
- ACADL
Acyl-CoA dehydrogenase, long chain
- ACCA
Acetyle-CoA carboxylase alpha
- ANOVA
Analysis of variance
- ASO
Antisense oligonucleotide
- ATP
Adenosine triphosphate
- AUV
Area under the curve
- CCCP
Carbonyl cyanide m-chlorophenyl hydrazone
- CPT1B
Carnitine palmitoyltransferase 1B
- DIO
Diet-induced obesity
- ECAR
Extracellular acidification rate (ECAR)
- ELISA
Enzyme-linked immunoabsorbent assay
- FAO
Fatty acid oxidation
- GYS1
Glycogen synthase 1
- HSF1
Heat shock factor
- HSL
Lipase hormone-sensitive
- HSP
Heat shock protein
- HSSM
Human skeletal muscle myotubes
- i.p.
Intraperitoneal
- IPGTT
Intraperitoneal glucose tolerance test
- LCFA
Long chain fatty acid
- OCR
Oxygen consumption rate
- PDC
Pyruvate dehydrogenase complex
- PDH
Pyruvate dehydrogenase
- PDK4
Pyruvate dehydrogenase kinase isozymes
- PFKM
Phosphofructokinase
- PNPLA2
Patatin-like phospholipase domain containing 2
Authors’ contributions
EJ and SG conceived and designed the study. EJ, PS, SH, SF, and AS carried out the experiments. EJ carried out the experiments, analyzed the data, and wrote the paper. AM, SG, VV, RS, and NN oversaw and directed the study. All authors read and approved the final manuscript.
Ethics approval and consent to participate
The procedures for the care and use of experimental animals followed the protocols and regulations set forth by the Animal Care and Use Committee of the University of Miami.
Consent for publication
N/A
Competing interests
EJ, PS, IM, SH, SF, SG, VV, RS and NN are current or former employees of BERG, LLC and have stock options. RS and NN are co-founders of BERG, LLC.
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Footnotes
Electronic supplementary material
The online version of this article (10.1186/s12986-018-0242-6) contains supplementary material, which is available to authorized users.
Contributor Information
Enxuan Jing, Email: enxuan.jing@berghealth.com.
Pragalath Sundararajan, Email: pragalath.sundararajan@berghealth.com.
Ishita Deb Majumdar, Email: ishita.majumdar@berghealth.com.
Suwagmani Hazarika, Email: suwagmani.hazarika@berghealth.com.
Samantha Fowler, Email: Samantha.fowler@berghealth.com.
Angela Szeto, Email: aszeto@umail.miami.edu.
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Armando J. Mendez, Email: amendez2@umail.miami.edu
Vivek K. Vishnudas, Email: vivek.vishnudas@berghealth.com
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