Abstract
The mechanisms that allow cancer cells to adapt to the typical tumor microenvironment of low oxygen and glucose and high lactate are not well understood. GPR81 is a lactate receptor recently identified in adipose and muscle cells that has not been investigated in cancer. In the current study, we examined GPR81 expression and function in cancer cells. We found that GPR81 was present in colon, breast, lung, hepatocellular, salivary gland, cervical, and pancreatic carcinoma cell lines. Examination of tumors resected from patients with pancreatic cancer indicated that 94% (148 of 158) expressed high levels of GPR81. Functionally, we observed that the reduction of GPR81 levels using shRNA-mediated silencing had little effect on pancreatic cancer cells cultured in high glucose, but led to the rapid death of cancer cells cultured in conditions of low glucose supplemented with lactate. We also observed that lactate addition to culture media induced the expression of genes involved in lactate metabolism, including monocarboxylase transporters in control, but not in GPR81-silenced cells. In vivo, GPR81 expression levels correlated with the rate of pancreatic cancer tumor growth and metastasis. Cells in which GPR81 was silenced showed a dramatic decrease in growth and metastasis. Implantation of cancer cells in vivo was also observed to lead to greatly elevated levels of GPR81. These data support that GPR81 is important for cancer cell regulation of lactate transport mechanisms. Furthermore, lactate transport is important for the survival of cancer cells in the tumor microenvironment. Cancer Res; 74(18); 5301–10. ©2014 AACR.
Introduction
The increased energy demands required for the chronic and uncontrolled proliferation of malignant cells within the hypoxic and glucose-poor environment of a solid tumor requires alterations in cellular metabolism (1, 2). In tumors, where oxygen availability is limited and fluctuating, cells undergo metabolic adaptations, including a switch to aerobic glycolysis, termed the “Warburg effect” (3), which results in higher rates of glycolysis, reduced pyruvate oxidation, and increased lactate production (4–6). Elevated lactate concentrations in the tumor microenvironment, ranging from 5 to 20 mmol/L (7–9), may under some circumstances provide an alternate metabolic fuel (5, 6, 10, 11). Elevated levels of lactate within cancer cells have also been shown to disable glycolysis and glutathione synthesis (12). Thus, lactate levels are carefully maintained by way of specific transporters, termed monocarboxylase transporters (MCT; refs. 6, 13, 14). MCT1 has a high affinity for lactate and is primarily responsible for lactate influx. Its expression is regulated, in part, by PPARγ co-activator (PGC)-1α (15). PGC-1α has a broad range of biologic activities, including mitochondrial biogenesis and glucose/fatty acid metabolism (16). Conversely, MCT4, a hypoxia-inducible MCT, has a low affinity for lactate and is adapted to release lactate from cells (13, 14). Proper targeting of MCT1 and MCT4 to the plasma membrane requires association with the chaperone, CD147 (17). In tumors, PGC-1α, MCT1, MCT4, and CD147 expression is common, and preclinical studies of MCT1 and CD147 inhibition have validated their use as potential therapeutic targets (10, 18).
Previously, lactate has generally been regarded as a waste product of metabolism. However, in skeletal muscle, lactate has been shown to act as a signaling molecule (19). Skeletal muscle cells stimulated with increasing concentrations of lactate have increased mRNA levels of MCT1 and PGC-1α (19). However, the mechanism of lactate regulation of MCTs in skeletal muscle is still unknown. To our knowledge, a similar regulation of the lactate transporters by lactate has not been reported in cancer cells. However, lactate has been shown to indirectly impact several biologically significant activities in tumors (20), such as hypoxia-independent regulation of HIF-1α (21–24), and lactate uptake–dependent NF-κB/IL8 activity in endothelial cells (25).
Recently, a receptor for lactate has been described, termed GPR81 (26, 27). This Gi-coupled receptor is expressed mainly in adipocytes (28–30) but has also been found in skeletal muscle (27, 31) and in brain (32). In adipocytes, high glucose levels result in increased insulin-dependent glucose uptake and increased conversion of glucose to lactate. Lactate was found to activate GPR81, which reduced the conversion of ATP to cAMP and reduced lipolysis (27–30). However, the expression of GPR81 and its role in lactate regulation of MCTs have not previously been reported in cancer.
In this study, we demonstrate that GPR81 is highly expressed in multiple cancer cell types, including pancreatic ductal adenocarcinoma (PDAC). Silencing of GPR81 rendered cells insensitive to lactate levels that increased MCTs and PGC-1α in control cells. Reduction of GPR81 levels in xenografted cancer cells reduced tumor growth and metastasis in vivo. Silencing of GPR81 also decreased tumor cell mitochondrial activity and decreased tumor cell proliferation when lactate was the only available energy source. These data confirm the importance of lactate metabolism in cancer and identify GPR81 as an important regulator.
Materials and Methods
Cell culture
MiaPaca-2, HPAF II, HPAC, Capan-I, Capan-II, BxPc3, ASPC1, CFPAC-1, Panc-3, SU 86.86, SW48, HCT116, LoVo, SK-Hep-1, Hep G2, A549, H3118, A253, NCI-H292, and MCF7 were from ATCC. The immortalized normal human pancreatic ductal epithelial (HPDE) cell line was kindly provided by Dr. M.S. Tsao (University of Toronto, Toronto, ON, Canada). L36.pl cells were provided by Dr. Isaiah Fidler (MD Anderson Cancer Center, Houston, TX) and Panc-28 and Panc-48 cells were provided by Dr. Paul Chiao (MD Anderson Cancer Center). MOH cells were provided by Dr. R. Mohammad (Wayne State University, Detroit, MI) and SiHa cervical cancer cell line provided by Dr. Anil Sood (MD Anderson Cancer Center). MD Anderson pancreatic adenocarcinoma tumor cells 1 and 3 (MDA-PATC1 and MDA-PATC3) cells were derived from primary tumorgrafts. Cell lines were authenticated using DNA fingerprinting upon receipt and passaged for fewer than 6 months before experiments (data not shown). Cells were routinely cultured in recommended media. All cells were maintained at 37°C in a humidified atmosphere of 5% CO2
Tissue specimens
The primary tumors analyzed in this study were derived from the University of Texas MD Anderson Cancer Center and conformed to the policies and practices of the MD Anderson Cancer Center Internal Review Board. The tissue microarrays used in this study were constructed using formalin-fixed, paraffin-embedded archival tissue blocks from the pancreatectomy specimens from 133 patients with stage II PDAC. The matched hematoxylin and eosin (H&E)-stained slides were reviewed to identify the representative areas for tumor and benign pancreas. For each patient, 2 cores of tumor and 1 core of paired benign pancreatic tissue were sampled from representative areas using a 1.0-mm punch. The tissue microarrays were constructed using a tissue microarrayer (Beecher Instruments) as described previously (33).
Real-time PCR
RNA was prepared using TRIzol (Invitrogen) according to the manufacturer's instructions. The quality of RNA was evaluated using spectrophotometry. The cDNA used for subsequent PCR was made using iScript (Bio-Rad Laboratories) and SensiMix real-time PCR kit was used for real-time PCR (Bioline). 18s rRNA was used as an internal reference gene to normalize input cDNA. Primer sequences used are listed in Supplementary Table S1. We used the comparative cycle threshold method to compute relative expression values (34).
Immunocytochemistry
Cells were plated on chamber slides and maintained overnight at 37°C in a mixture of 5% CO2 and 95% air in DMEM supplemented with 10% FBS. Cells were fixed in acetone and blocked with 4% fish gelatin for 20 minutes. Rabbit anti-GPR81 (Abnova) was used at 1:120 dilution and incubated overnight at 4°C. Negative controls were done using isotype control antibodies (Jackson ImmunoResearch). Following washes, the appropriate fluorophore-conjugated secondary antibody was added (Jackson ImmunoResearch), nuclei stained with Hoescht (1 μg/mL), and slides covered using VECTASHIELD mounting medium (Vector Laboratories). Sections were examined on a Zeiss Axioplan2 microscope and images captured with a Hamamatsu ORCA-ER camera with Image-Pro Plus software (Media Cybernetics) and analyzed using Simple PCI software (Hamamatsu Corporation).
Immunohistochemistry
Tissues were either fixed in 4% formalin and then embedded in paraffin or snap-frozen in liquid nitrogen and embedded in ornithine carbamyl transferase medium and sectioned. Paraffin-embedded sections were deparaffinized with xylene and rehydrated with ethanol. Antigen retrieval was performed with diva decloaker (Biocare Medical) in a steamer for 20 minutes. Endogenous peroxidase was blocked with 4% H2O2 and protein blocked with 4% fish gelatin. Frozen sections were fixed in acetone, briefly air dried, and blocked with 4% fish gelatin for 30 minutes. Primary antibodies were incubated overnight at 4°C and included: rabbit anti-GPR81 (Abnova), 1:50 dilution; rabbit anti-MCT1 (Santa Cruz Biotechnology), 1:50 dilution; rabbit anti-PGC-1α (Novus Biologicals), 1:50 dilution; anti-Ki67 (Thermo Fischer Scientific). Negative controls were done using isotype control antibodies (Jackson ImmunoResearch). Following washes, VECTASTAIN ABC systems (Vector laboratories) was added to paraffin sections per manufacturer protocol, developed with 3,3′-diaminobenzidine (DAB) substrate, counterstained with hematoxylin, and mounted with water-soluble mounting media. Frozen sections were developed with fluorophore-conjugated secondary antibody, as described above.
Transient transfection of siRNA
BxPC3 cells were plated on 100-mm dishes and transiently transfected with prevalidated FlexiTube GeneSolution siRNAs (siControl and siGPR81) at a final concentration of 5 nmol/L (Qiagen, Inc.) with Hiperfect transfection reagent (Qiagen, Inc.), and lysates were prepared for RT-PCR after 24 hours as described above.
Stable knockdown of shRNA and overexpression plasmid
Capan-II cells were infected with recombinant nonreplicative lentiviral plasmid from Sigma containing human shGPR81 [transfected with two different shRNA constructs for GPR81 (shGPR81) or with a control plasmid (pLKO.1-puro)] obtained from Sigma. Each construct was co-transfected with packaging constructs PMD.2 and psPAX2 from Addgene. Lentivirus was produced in 293FT cells using LipofectAMINE 2000 reagent (Invitrogen). Cells were infected with lentivirus (500 μL supernatant/mL medium) mixed with polybrene (4 μg/mL). Stable expression of shControl, shGPR81–1, and shGPR81–2 were established in Capan-II cells by selecting for puromycin resistance (1 mg/mL). For GPR81 gain-of-function studies, control pcDNA and pcDNA-expressing GPR81 (Origene) were stably transfected into ASPC1 cells. Silencing or overexpression of GPR81 were confirmed using quantitative PCR (qPCR) and immunocytochemistry as described above (Supplementary Fig S1).
Lactate stimulation assays
Capan-II shControl and shGPR81 cells or ASPC1-low and ASPC1-high cells grown in DMEM without glucose, glutamine, and pyruvate (Gibco) with 20 mmol/L lactate and 2% FBS were added to a 6-well plate. Cells were maintained at 37°C in a humidified, 5% CO2 atmosphere. At 1 and 6 hours after lactate stimulation, culture media were aspirated and RNA harvested using TRIzol as above.
Mitochondrial metabolism and cell death assay
shControl and shGPR81 cells or ASPC1-low and ASPC1-high cells in DMEM supplemented with 5% FBS ± lactate or DMEM without glucose or glutamine with 20 mmol/L lactate and 2% FBS were added to the wells of a 96-well plate. Metabolic activity of mitochondria was assayed using a modified MTT assay kit, (Promega). MTS solution was added and the absorbance at 490 nm was recorded after incubation for 1 hour. Cell death was determined using the Hoescht uptake method. shControl or shGPR81 cells were plated in 24-well plates. Media were changed twice daily × 48 hours to maintain low lactate levels. Media were replaced with DMEM without glucose, glutamine, or pyruvate with 20 mmol/L lactate and 2% FBS, and cell death was determined after 24-hour incubation. Stained nuclei (dead cells) were visualized under a fluorescence microscope. The total dead cell area/total cell area was calculated using Simple PCI software.
Quantitation of lactate
Cell culture supernatants were harvested for lactate quantitation, according to the experimental conditions described above. Lactate concentration was determined using the YSI 2900 Biochemistry Analyzer (YSI Incorporated). All assays were performed in triplicate with results normalized to the l-lactate Calibrator Standard (YSI Incorporated). % change lactate uptake was calculated as follows: (lactate − 1 hour)/(lactate − 6 hour) and graphed.
In vivo studies
Capan-II stably silenced GPR81 cells or ASPC1 cells stably overexpressing GPR81 were also transfected stably with luciferase gene by lentivirus transfection (35, 36). A total of 1.8 × 105/50 μL cells were injected into the tail of the pancreas. Tumor growth was assessed every week by bioluminescence imaging for 6 weeks using a cryogenically cooled imaging system coupled to a data acquisition computer running LivingImage software (Xenogen Corp). Before imaging, animals were injected subcutaneously with 40 mg/mL of luciferin potassium salt in PBS at a dose of 150 mg/kg body weight. Signal intensity was quantified as the sum of all detected photons within the region of interest per second. Tumor volume, peritoneal dissemination, and metastasis were assessed. Tissues were also fixed with formaldehyde or snap frozen in liquid nitrogen and examined histologically. For the survival study, assessment of animals was done by an experienced observer blinded to the treatment group. Animals were sacrificed for humane purposes if weight loss was >15% of body weight or if they had ascites and weight gain of >10%.
Statistics and study approval
Data were analyzed using GraphPad software (GraphPad Prism version 6.0 for Windows). Results are expressed as mean ± SEM and analyzed by a t test or ANOVA and results are considered significant at P < 0.05. Human cell lines were used without access to identifiers and approved by the MD Anderson Institutional Review Board. Animal studies were conducted with the approval and following the recommendations of the MD Anderson Institutional Animal Use Committee.
Results
GPR81 is expressed in cancer
To determine whether GPR81 was present in cancer cells of solid tumors, we analyzed its mRNA levels in various cancer cell lines. GPR81 was expressed in colon, breast, lung, hepatocellular, cervical, and salivary gland carcinoma cells growing in vitro (Fig. 1A). Pancreatic tumors exist within a microenvironment known to be particularly high in lactic acid and low in oxygen (37), so this tumor type was selected for further study. GPR81 mRNA was detected in 10 of 17 (59%) PDAC cell lines (Fig. 1B). These mRNA levels corresponded with levels of GPR81 protein as indicated by immunofluorescence (Fig. 1C). Higher levels of GPR81 protein were noted in BxPC3 cells (higher levels of GPR81 mRNA) and lower levels were found in MDA-PATC3 primary PDAC cells (lower levels of mRNA; Fig. 1C). When tumors resected from patients with PDAC were examined using immunohistochemistry, nearly all (148 of 158, 94%) highly expressed GPR81, whereas normal pancreas had only low levels of expression (Fig. 1D). These results demonstrate that GPR81 is expressed in many cancer cell types and in nearly all human PDAC tumors.
GPR81 regulates expression of genes involved in lactate uptake and metabolism
Lactate regulates expression of MCTs in skeletal muscle cells through as yet unknown mechanisms (19). To determine the relationship between GPR81 and genes involved in lactate metabolism, GPR81 levels were manipulated in both directions and the effects of lactate on MCTs, mitochondrial activity and cell viability were analyzed. Capan-II and BxPC3 PDAC cells, which have high basal levels of GPR81 in vitro, were stably silenced using siRNA (BxPC3) or shRNA (Capan-II, Supplementary Fig. S1A–S1D). ASPC1 cells, which express low levels of GPR81 in vitro (Fig. 1A), were transfected with lentiviral control plasmid (ASPC1-low) or a GPR81-expressing plasmid (ASPC1-high; Supplementary Fig. S1E and S1F). Under standard culture conditions, GPR81-silenced Capan-II and BxPC3 cells had reduced levels of MCTs and PGC-1α compared with the control cells (Fig. 2A–B; Supplementary Fig. S2). In addition, GPR81-silenced cells higher levels of lactate in the culture media, indicating reduced lactate uptake or increased lactate production compared with shControl cells (Fig. 2C). In conditions simulating the tumor microenvironment (low glucose, glutamine, and pyruvate), lactate treatment of parental Capan-II cells expressing GPR81 led to increased levels of MCT1, MCT4, CD147 and PGC-1α mRNA after 6 hours (Fig. 2D). In contrast, after GPR81 silencing, lactate treatment had no effect on the mRNA levels of these molecules (Fig. 2D). In addition, GPR81-silenced cells had reduced levels of lactate uptake at 6 hours compared with control cells at 6 hours (Fig 2E). Increased levels of GPR81 expression in transfected ASPC1 cells was associated with increased elevation of MCT1 and PGC-1α mRNA following lactate stimulation as well as increased lactate uptake (Fig. 2F & G). Taken together, these data support a role for GPR81 in the regulation of genes involved in lactate uptake and metabolism.
Loss of GPR81 alters mitochondrial activity when lactate is the primary fuel source
Lactate has been previously suggested as an alternative energy source for cancer cells. To determine whether GPR81 was required for cancer cells to use lactate as an energy source, we measured mitochondrial activity in cells with manipulated levels of GPR81 expression. When Capan-II cells were cultured in the presence of glucose, minimal differences were observed in mitochondrial activity between cells with high or low levels of GPR81 cells (Fig. 3A). However, when the cells were grown in media lacking glucose, glutamine, and pyruvate and with 20 mmol/L lactate as the main available energy source, silencing of GPR81 led to about 50% reduction in mitochondrial activity within 24 hours (Fig. 3B). In concert, there was no difference in mitochondrial activity of ASPC1 cells with high or low levels of GPR81 when cultured in the presence of glucose (Fig. 3C). In addition, elevated expression of GRP81 rescued ASPC1 cells from the decrease in mitochondrial activity observed in media where lactate was the primary fuel source (Fig. 3D). Cell death was also greatly elevated (500% increase) in Capan-II cells lacking GPR81 at 24 hours (Fig. 3E). These data indicated that GPR81 was required for tumor cell survival when lactate was the major available fuel source.
GPR81 is required for rapid tumor growth and metastasis and silencing leads to reduced survival
We next performed in vivo studies to evaluate the role of GPR81 in tumor growth. For these studies, GPR81 levels were manipulated in both directions and the effects on tumor growth were compared with control cells. Capan-II shControl and shGPR81 cells were implanted orthotopically in nude mice and tumor growth was monitored using noninvasive bioluminescence imaging. Tumors from Capan-II shGPR81 cells with reduced GPR81 levels grew at a significantly slower rate than those in shControl animals (Fig. 4A). Animals possessing Capan-II shGPR81 tumors also had significantly longer median survival (70 days) than animals with tumors formed with shControl cells (42 days; Fig. 4B). Low levels of GPR81 were also associated with decreased metastatic burden (Fig. 4C) and decreased cancer cell proliferation, as evidenced by Ki67 localization (Fig. 4D). MCT1 levels were found to be greatly reduced in tumors formed from cells lacking GPR81 (Fig. 4E and F). Of interest, GPR81 protein levels were found to be variable and to correlate with tumor size in the Capan-II shGPR81 xenografts. Small shGPR81 tumors had minimal levels of GPR81 expression whereas larger tumors expressed levels similar to shControl tumors (Fig. 4G). As the cell population used in this experiment was not clonal, this observation suggests that cells with lower levels of GPR81 expression were selected against in vivo.
In contrast to the diminished tumor growth observed after reducing GPR81 levels in Capan II cells, we found no difference in tumor growth (Fig. 5A) or metastatic disease (Fig. 5B) between ASPC1-low GPR81 and ASPC1-high GPR81 cells. However, examination of tumors taken from these animals at the end of the experiment surprisingly showed no difference in GPR81 levels between ASPC1-low and ASPC1-high tumors in vivo, both of which had elevated expression of GPR81 (Fig. 5C). These data support the hypothesis that higher levels of GPR81 expression are favored in vivo.
Discussion
In this study, we sought to determine the presence and function of GPR81 in cancer. GPR81 is a Gi-coupled receptor, which is expressed mainly in adipocytes, but is also present at low levels in a variety of normal cells (30). Altered cellular metabolism is a hallmark of cancer and lactate metabolism has increasingly been recognized to have a critical role for tumor cell survival (1, 2, 6, 10). In this study, we demonstrated that several cancer cell types, including colon, breast, lung, cervical, and pancreatic, express GPR81. In contrast, normal pancreatic duct cells express very low levels of GPR81. This aberrant expression pattern of GPR81 suggests a potential broad role of GPR81 in tumorigenesis. Functional studies indicated that GPR81 is important for lactate regulation of genes involved in lactate uptake and metabolism. GPR81 was not critical for cancer cell survival when glucose was abundant, as is found in typical tissue culture conditions. However, in the absence of glucose and the presence of lactate, GPR81 was critical for cancer cell survival. Moreover, GPR81 levels correlated with rates of cancer cell proliferation and metastasis in vivo. GPR81 levels were also elevated in xenografted cells. These data suggest that expression of GPR81 is fundamental for cancer cells within the microenvironment of tumors.
Tumors contain both oxygenated and hypoxic regions. Therefore, it is not surprising that there is a heterogeneous population of tumor cells with different metabolic profiles, depending on the availability of oxygen, glucose, and lactate (10). The expression of MCTs involved in lactate transport has previously been shown to be regulated by a variety of factors, including oxygen levels via HIF-1, cytokines, p53, and PGC-1α (6, 38). Hypoxic tumor cells depend on anaerobic glycolysis to produce ATP, which leads to the production of lactate. This lactate is exported primarily by MCT4. Oxidative tumor cells can import lactate through MCT1, where it is oxidized to pyruvate by LDH-1, incorporated into the tricarboxylic acid cycle to yield up to 18 ATP per molecule of lactate (5, 6, 10, 11, 13, 14). Thus, a symbiotic relationship between hypoxic and oxidative cancer cells has been proposed that relies on the activity of the MCTs (10). Furthermore, MCT1 and MCT4 require expression of the plasma membrane glycoprotein CD147 for proper cell membrane insertion (17). Support for the importance of these processes has recently come from preclinical data demonstrating that inhibition or reduction of MCTs holds promise for cancer therapeutics (10, 18, 25, 39, 40). For example, MCT1 inhibition with α-cyano-4-hydroxycinnamate delays tumor growth, induces tumor core necrosis, and decreases tumor hypoxia in Lewis Lung carcinoma and WiDr human colorectal adenocarcinoma xenografts. Furthermore, inhibition of CD147, the MCT chaperone, by RNAi inhibits PDAC cell growth and MCT1 and MCT4 expression (31). These data support the idea that inhibition of lactate metabolism represents a potential therapeutic approach to cancer.
Our data indicate that GPR81 acts as a lactate sensor and signaling molecule in cancer. The addition of lactate resulted in increased levels of PGC-1α, MCT1 and MCT4 and CD147 in PDAC cells expressing GPR81, but not in those in which it was silenced. GPR81-silenced cells had reduced levels of lactate uptake, whereas there was increased lactate uptake in cells expressing higher levels of GPR81. These data demonstrate for the first time the presence of lactate-sensitive regulation of MCT expression in cancer cells and indicate that it is dependent on the presence of GPR81. GPR81-knockdown cells displayed a greatly exaggerated reduction in mitochondrial activity when lactate was the only available energy source. Thus, GPR81-mediated induction of MCTs is necessary for lactate uptake as an alternative energy source. Whether GPR81-mediated regulation of MCTs is necessary for the efflux of lactate under circumstances where cellular levels were above those of the environment is unknown. We observed that the loss of GPR81 reduced MCT levels and diminished the ability of the cancer cells to grow as tumors and to undergo metastasis in vivo. Whether this was primarily due to increased uptake or efflux of lactate is not yet understood. We also observed that levels of GPR81 were increased in cells when they were placed within the environment of orthotopic xenograft tumors. The specific mechanisms that regulate GPR81 expression in vivo have not yet been determined. However, the induction of GPR81 expression by factors within the tumor microenvironment offers an explanation for the observation that although >90% of human PDAC tumor samples expressed high levels of GPR81, only about 60% of PDAC cells lines expressed GPR81 in vitro.
In conclusion, we have shown that GPR81 is highly expressed in cancer and is critical for sensing extracellular lactate. Activation of GPR81 by lactate leads to increased expression of MCTs, CD147 and PGC-1α, which are critical for lactate transport and metabolism. These data demonstrate for the first time the presence of GPR81 and its role in the lactate-sensitive regulation of cancer cell metabolism.
Disclosure of Potential Conflicts of Interest
No potential conflicts of interest were disclosed.
Authors' Contributions
Conception and design: C.L. Roland, T. Arumugam, V. Ramachandran, Z. Cruz-Monserrate, C.D. Logsdon
Development of methodology: C.L. Roland, D. Deng, S.H. Liu, V. Ramachandran, Z. Cruz-Monserrate, C.D. Logsdon
Acquisition of data (provided animals, acquired and managed patients, provided facilities, etc.): C.L. Roland, D. Deng, S.H. Liu, B. Philip, S. Gomez, W.R. Burns, V. Ramachandran, H. Wang, Z. Cruz-Monserrate
Analysis and interpretation of data (e.g., statistical analysis, biostatistics, computational analysis): C.L. Roland, S.H. Liu, W.R. Burns, V. Ramachandran, H. Wang, Z. Cruz-Monserrate, C.D. Logsdon
Writing, review, and/or revision of the manuscript: C.L. Roland, S. Gomez, V. Ramachandran, H. Wang, Z. Cruz-Monserrate, C.D. Logsdon
Administrative, technical, or material support (i.e., reporting or organizing data, constructing databases): C.L. Roland, S.H. Liu, V. Ramachandran, Z. Cruz-Monserrate, C.D. Logsdon
Study supervision: T. Arumugam, S.H. Liu, V. Ramachandran, C.D. Logsdon
Acknowledgments
The authors thank members of the Logsdon laboratory for their support and insightful discussion.
Grant Support
This work was supported by the Lockton Endowment (C.D. Logsdon), NIH DK052067 (C.D. Logsdon), Cancer Center Support Core grant CA016672, and the NIH T32 CA009599 Ruth L. Kirschstein National Research Service Award (C.L. Roland and W.R. Burns).
The costs of publication of this article were defrayed in part by the payment of page charges. This article must therefore be hereby marked advertisement in accordance with 18 U.S.C. Section 1734 solely to indicate this fact.