Main

The advance of diagnostic imaging and interventional radiology has attracted growing interest in the biological effects of low-dose (0.1 Gy) ionizing radiation (IR).1 Because of a lack of means for the direct assessment of such low-dose IR exposure, however, there are great uncertainties about its health risk.1 Currently, a linear no-threshold (LNT) dose model is used to predict low-dose IR-induced biological effects,2 which assumes that the underlying biological processes induced by low-dose IR are essentially the same as those triggered by higher-dose IR, and thus extrapolates the effects from high-dose to low-dose radiation.3 Based on this model, any amount of radiation could cause harm no matter how small the dose. Studies have shown, however, the existence of adaptive dose–response relationships with low doses being protective and high doses causing detrimental effects, contradicting the LNT model.4, 5 This adaptive response is in fact part of a general cellular response to stress that is evolutionally conserved.6 Hence, many have argued that the use of the LNT model has led to unfounded levels of public fear regarding low levels of radiation exposure, and misunderstandings about the safety of diagnostic imaging for medical use.1 However, the controversy remains unresolved due to a lack of understanding of the molecular mechanisms underlying the adaptive stress response,7, 8 and there is insufficient scientific evidence to warrant a change from the LNT model.

Biological tissues consist of 75% water by weight. A major fraction of IR exposure induces hydrolysis resulting in different types of reactive oxygen species (ROS).9 IR induces the production of ROS proportional to its dose. High-dose IR induces an excess amount of ROS that can overwhelm the cellular antioxidant capacity causing oxidative stress and damages.9 When mildly increased, ROS, however, can function as signal molecules modulating cellular physiology.10, 11 ROS act through oxidation of reactive cysteine residues in specific target proteins controlling various signaling cascades. A prototype of the ROS-susceptible proteins is phosphatases.12, 13 The hypoxia-inducible factor 1(HIF-1), a master transcription factor that controls cellular metabolism, is markedly induced by hypoxia.14, 15 Under certain normoxic conditions, however, HIF-1α expression can also be increased. For instance, the NFκB pathway stimulates transcription of HIF-1α,16, 17 the PI3K/AKT/mTOR pathway promotes HIF-1α mRNA translation18 and ROS inhibits HIF-1α degradation.10 Upon induction, HIF-1α stimulates transcription of genes encoding glucose transporters and enzymes of glycolysis and the pentose phosphate pathway (PPP).19, 20 HIF-1α also negatively regulates TCA cycle enzymes, indirectly through inducing miR120.21, 22

In this report, we describe a previously unrecognized metabolic response to low-dose radiation. By using an integrated approach, we demonstrate that low-dose radiation induces a metabolic shift from oxidative phosphorylation to aerobic glycolysis leading to increased radiation resistance in both cell and animal models. Low-dose radiation-induced metabolic changes are mediated by HIF-1α. Our work provides novel mechanistic insights into the low-dose radiation-induced adaptive response.

Results

Radioadaptive response is sensitive to oxygen concentration

Since the direct biological consequences of low-dose irradiation are relatively subtle and difficult to measure,7, 8 we opted to study the radioadaptive response model to investigate the effects of low-dose radiation because animal studies have demonstrated such adaptive response.6 We define doses at or below 0.1 Gy as low-dose radiation,7 equivalent to the upper limit dose from a full-body spiral CT scan8 and 2–4 Gy as high-dose radiation that causes substantial DNA damage to cells,9, 23 4 Gy is close to the LD50 for human whole-body exposure.24 Using γH2AX as a surrogate marker of DNA damage,23 we examined whether 0.1 Gy pretreatment of human fibroblasts could modulate cell sensitivity to a subsequent 4 Gy irradiation. Unexpectedly, despite repeated attempts, we failed to detect any adaptive response. 4 Gy irradiation induced comparable extents of γH2AX in cells with or without 0.1 Gy pretreatment (Figures 1a and b). Human lymphocytes, which are very sensitive to IR-induced apoptosis,23 also did not show differences in 4 Gy-induced apoptosis regardless of cells pre-exposed to 0.1 Gy irradiation or not (Supplementary Figure 1A). The inability to reproduce the radioadaptive response seen previously in mice prompted us to ask whether the super-physiological oxygen concentration (20–21% O2) under typical tissue culture conditions might mask the effects of low-dose IR. Indeed, cell cultures maintained at a relatively physiological oxygen concentration (5% O2)25 recapitulated the cellular radioadaptive response, as reflected by that 0.1 Gy pretreatment markedly diminished γH2AX induced by subsequent 4 Gy exposure (Figure 1c). Quantitative analysis of the γH2AX-positive cells indicated a very significant increase of resistance induced by 0.1 Gy irradiation (Figure 1d). Similarly, 0.1 Gy pretreatment of human lymphocytes also markedly attenuated 4 Gy-induced apoptosis under physiological oxygen concentrations (Supplementary Figure 1B). This observed sensitivity to oxygen concentration suggests an involvement of ROS. We tested this prediction with N-acetyl-cysteine (NAC), a commonly used antioxidant. Using a ROS-sensitive fluorescent probe, H2DCFDA, we confirmed ROS induction by 0.1 Gy irradiation, which was blocked by NAC (Figure 1e). Importantly, NAC also blocked 0.1 Gy induced reduction of γH2AX in 4 Gy-treated cells (Figures 1f and g). The requirement for ROS in the radioadaptive response was also seen with human lymphocytes (Supplementary Figure 1C). A dose course experiment of NAC was curried out to eliminate a potential off-target effect. The result indicates that 0.25 mM of NAC was adequate to block 0.1 Gy-induced resistance (Figure 1h). Moreover, cells overexpressing superoxide dismutase (SOD) were defective in the radioadaptive response (Supplementary Figure 1D), indicative of the necessity of ROS. Interestingly, pretreatment of fibroblasts with 0.1 Gy-IR also reduced bleomycin-induced DNA damage (Supplementary Figure 1E), implicating that low-dose IR-induced resistance is not limited to radiation-induced damage. Together, the results indicate that pretreatment with low-dose IR increases cellular radiation resistance via inducing ROS, and such radioadaptive response is very sensitive to the environmental oxygen concentration. Therefore, all subsequent experiments are performed under physiological oxygen concentrations.

Figure 1
figure 1

Cellular radioadaptive response is very sensitive to environmental oxygen concentration. (a) Human fibroblasts were cultured under conventional condition (20–21% O2). For assessing the effect of 0.1Gy on 4.0 Gy-induced DNA damage, cells were pretreated with a dose of 0.1 Gy or sham treated, after 12 h, followed by a 0 or 4.0 Gy treatment. The cells were harvested 1 h after the 4 Gy treatment and subjected to immunostaining with γH2AX (red) and DAPI (blue). (b) Quantification of γH2AX-positive cells shown in a. Bars represent mean±S.D. of (100 cells per sample) three independent experiments. *<0.05, **<0.01. (c). Human fibroblasts were maintained at 5% O2 for at least 12 h before being irradiated and analyzed as described in a. (d) Quantitative analysis of γH2AX-positive cells shown in c was carried out as in b. (e) Human fibroblasts were pretreated with or without 10 mM NAC for 1 h. The cells were either sham or 0.1 Gy irradiated and harvested 1 h after for immunostaining with carboxy-H2DCFDA (#C400, Invitrogen/Molecular probes, green) and DAPI (blue). (f) Fibroblasts were treated with 10 mM NAC (+NAC) for 1 h and then subjected to the treatment and analysis as in a. (g) Quantitative analysis of γH2AX-positive cells shown in f was carried out as in b

Low-dose radiation induces a metabolic shift to glycolysis

Following exposure to low-dose radiation, a marked acidification of the culture media was observed within 12 h, as indicated by color change (Supplementary Figure 2A). We asked whether this color change was caused by altered cellular metabolism by measuring metabolites in media. Indeed, 0.1 Gy-treated cells secreted more lactate than controls and this effect was specific to low-dose IR, as 4 Gy treatment did not induce lactate production (Figure 2a). We examined the expression of monocarboxylate transporters (MCT), which transport lactate across membranes26 and found that among 7 MCTs, the MCT1 transcript was significantly induced by 0.1 Gy treatment (Figure 2b). As lactate can be produced as the end product of glycolysis,19, 20 we measured glucose levels and detected an increase in glucose consumption induced by 0.1 Gy but not 4 Gy irradiation (Figure 2c). Together with an elevated extracellular acidification rate (ECAR) in 0.1 Gy-treated cells, measured with a Seahorse XF Analyzer (Figure 2d), the results suggest an induction of glycolysis specific to low-dose IR.

Figure 2
figure 2

Low-dose radiation induces a metabolic shift. Human fibroblasts were either sham treated (S) or irradiated at 0.1 Gy and 12 h after the treatment; (a) culture media from an equal number of fibroblasts (1 × 106) were collected for lactate measurement. The numbers are mean±S.D. from three independent experiments. *<0.05, **<0.01. (b) An aliquot of cells were harvested and mRNA were isolated for qRT-PCR analysis of MCT expression with 18 s as an internal standard. The numbers are fold change of MCT mRNA levels in 0.1 Gy relative to sham-treated cells as mean±S.D. from three independent experiments. (c) Glucose consumption was determined in cells as in a and the numbers are mean±S.D. from three independent experiments. (d) Fibroblasts were treated as in a and subjected to analysis using the XF Analyzer according to the manufacture’s protocol (Seahorse Bioscience). The numbers are mean±S.D. from three independent experiments. (eg). Fibroblasts treated as in a and the cells were incubated with [1,2-13C]-glucose for 15 min prior to metabolite extraction and targeted LC-MS/MS analysis. The ratio of 13C labeled to unlabeled (12C) metabolites was measured by LC-MS/MS are presented as mean±S.D. over three independent samples, *<0.05, **<0.01. Metabolites with P-values for pair-wise comparisons <0.05 are shown. (h) mRNAs as in b were analyzed with qRT-PCR for the expression of the indicated genes. The numbers are mean±S.D. from three independent experiments. (i) Cell lysates were analyzed by western blot with the indicated antibody. Human fibroblasts treated as in a were harvested 12 h after the treatment and analyzed by either qRT-PCR (j) or immunostaining (k) of GLUT-1 or 3

To further characterize the metabolic changes induced by low-dose radiation, we performed a stable isotope metabolic flux analysis using [1,2-13C]-glucose.27, 28 An increase in 13C-labeled glycolytic intermediates in 0.1 Gy irradiated cells was detected (Figure 2e), accompanied by a decrease in labeling of TCA cycle intermediates (Figure 2f), suggesting a metabolic switch from oxidative phosphorylation to glycolysis. In addition, increased labeling of 6-phospho-D-gluconate, a metabolite specific to the oxidative PPP, was detected following 0.1 Gy irradiation (Figure 2g). To substantiate the metabolomics results, we measured the expression of key enzymes in these metabolic pathways. Indeed, 0.1 Gy treatment induced a number of glycolytic enzymes and glucose-6-phosphate dehydrogenase (G6PD), the rate-limiting enzyme in the oxidative PPP, which was coupled with downregulated expression of TCA cycle enzymes (Figure 2h). Increased levels of these metabolic enzymes upon 0.1 Gy treatment were also observed at the protein level (Figure 2i). Moreover, 0.1 Gy treatment of human fibroblasts also induced an increase in GLUT-1 and GLUT-3 at both the mRNA (Figure 2j) and the protein levels (Figure 2k), consistent with increased glucose flux.20

The glycolytic switch is necessary for low-dose IR-induced resistance

The low-dose IR-induced glycolytic shift under normoxic conditions is similar to the ‘Warburg effect’, which has been shown to have an important role in promoting cancer cell proliferation and survival.19 We asked whether the glycolytic shift might contribute to the low-dose IR-induced radiation resistance. Interestingly, the 0.1 Gy-induced radiation resistance detected in normal culture medium (25 mM glucose) (Figure 3a) was nearly abolished when glucose levels were reduced to 2 mM (Figure 3b) or cells were treated with 2-deoxyglucose (2-DG), a glucose analog that inhibits glycolysis and the PPP19 (Figure 3c). The importance of glucose uptake and glycolysis in low-dose radiation-induced resistance was also observed in human lymphocytes (Supplementary Figure 2B–D). siRNA-mediated knockdown of LDHα, an enzyme critical to maintaining glycolytic flux29 had a similar effect to that of 2-DG on the level of γH2AX induction (Figure 3d), further demonstrating that the 0.1 Gy-induced radiation resistance depends on the glycolytic shift. Knockdown of G6PD expression similarly resulted in loss of 0.1 Gy-induced resistance (Figure 3e), indicating that the oxidative PPP is also indispensable. A critical contribution of these two metabolic enzymes to low-dose IR-induced resistance was also evident in cell survival assays. In contrast to the control siRNA (Figure 3f), 0.1 Gy-induced resistance was diminished in cells deficient in LDHα (Figure 3g) or G6PD (Figure 3h). Together, these data indicate that the 0.1 Gy-induced increase in flux through glycolysis and the oxidative PPP induces radiation resistance.

Figure 3
figure 3

The glucose metabolism is necessary for low-dose IR-induced resistance. Human fibroblasts cultured in normal media (a) low glucose (2 mM) media (b) were pretreated with a dose of 0.1 Gy or sham treated, followed after 12 h by a 0 or 4.0 Gy treatment. The cells were fixed 1 h post 4 Gy treatment and co-immunostained with γH2AX (red) and DAPI (blue). (c) Fibroblasts were treated with 2-DG (5 mM) 2 h before 4 Gy treatment and subject to the treatment and analysis as in a. (d) Human fibroblasts were transfected with either siLDHα or siG6PD (e). The knockdown efficiency was determined by qRT-PCR analysis of mRNA levels (Supplementary Figure 2D). The cells were subjected to the treatment at 48 h post transfection, treated and analyzed as in a. The fibroblasts along with siControl (siGL2, a siRNA sequence targeting Luciferase gene) expressing cells (f) were also subjected to colony survival assays (g and h). The numbers are mean±S.D. from three independent experiments, *<0.05, **<0.01

HIF–1α mediates the metabolic switch upon exposure to low-dose IR

Given that multiple metabolic enzymes were induced by 0.1 Gy treatment (Figure 2) and many of these metabolic genes are the known targets of HIF1α,14, 15 we explored a potential role for this transcription factor. Immunostaining and immunoblotting analyses indicated that 0.1 Gy treatment induced a considerable increase in HIF1α protein levels (Figures 4a and b),without effects on its transcript levels (Figure 4c), indicating a post-transcriptional mechanism of regulation. To access the effectiveness of 0.1 Gy-IR in HIF1α induction, we compared low-dose irradiation with hypoxia (0.5% O2). Relative to hypoxia, 0.1 Gy IR induced a comparable, if not more, increase in HIF1α and its target gene GLUT-3 (Supplementary Figure 3). To understand the mechanism of this induction, we explored a role for ROS, which have been shown to stabilize HIF1α.10, 18 Treatment of cells with NAC confirmed a critical role for ROS, as this antioxidant completely blocked 0.1 Gy-induced increase of HIF1α (Figure 4d). A requirement of HIF1α in 0.1 Gy-induced expression of glycolytic genes (Figure 4e), and GLUT-1 and 3 (Figure 4f) was demonstrated by HIF1α knockdown. Interestingly, the expression of TCA cycle genes was no longer downregulated by 0.1 Gy treatment upon HIF1α depletion (Figure 4e). Furthermore, HIF1α-depleted cells lost the radioadaptive response, as shown in cell survival assay (Figure 4g), indicating that HIF1α is necessary for low-dose IR-induced resistance.

Figure 4
figure 4

Low-dose IR-induced metabolic changes and radiation resistance are mediated by HIF-1α. Human fibroblasts were treated with a dose of 0.1 Gy or sham treated. The cells were harvested 12 h later and subjected to HIF-1α (red) and DAPI (blue) immunostaining (a), western blot (b) or mRNA measurement by qRT-PCR (c). (d) Fibroblasts were treated with DMSO (-NAC) or 10 mM NAC (+NAC) for 1 h and then subjected to the treatment as in a. The cells were immunostained with HIF-1α. Fibroblasts were transfected with control (siGL2) or siHIF-1α. The HIF-1α knockdown efficiency is shown in Supplementary Figure 4B. The cells were treated as in a and mRNAs were extracted for qRT-PCR for the expression of the indicated metabolic genes (e) or GLUT1 and 3 (f). The numbers are fold change of the mRNA levels in 0.1 Gy-treated cells relative to sham-treated cells as mean±S.D. from three independent experiments. (g) siGL2 or siHIF-1α expressing cells were treated and subjected to the colony survival assay as described in Figure 3f. The numbers are mean±S.D. from three independent experiments, *<0.05, **<0.01

Having observed that IR-induced glycolysis was specific to low-dose treatment, (Figures 2 and 3) we examined whether HIF1α responded to IR in a dose-dependent manner by performing a detailed radiation dose course experiment. We included p53 as a control because it is readily activated by IR-induced DNA damage.30, 31, 32 By monitoring the expression of p21 and GLUT-3, as markers for p53 and HIF1α activity, respectively, we detected a clear dose-dependent response. IR-induced GLUT-3 expression was restricted to the dose range of 0.05–0.175 Gy (Figure 5a), doses that failed to induce p53 (Figure 5b). When the IR doses were beyond 0.2 Gy, p21 expression was induced as a function of dose with little induction of GLUT-3 expression (Figures 5a and b). Cell viability was not detectably affected by IR treatment within the low-dose range (Supplementary Figure 4A). The IR dose-dependent reciprocal regulation of GLUT-3 and p21 was further confirmed by immunostaining (Figure 5c). Together, the results indicate that IR-induced HIF1α is specific to the dose range of 0.05–0.175 Gy where there is little p53 activity. Once the IR dose increases beyond 0.2 Gy, the activity of p53 become dominant with little activity of HIF1α and glycolysis.

Figure 5
figure 5

Distinct dose response of p53 and HIF-1α to irradiation. (a). Fibroblasts were irradiated with the indicated dose and harvested 12 h later. GLUT-3 mRNA was measured. (b) Fibroblasts were irradiated with the indicated dose and harvested 3 h later. Cellular mRNA was extracted for qRT-PCR for the expression of p21. The numbers are fold change of the mRNA levels in irradiated cells relative to sham-treated cells as mean±S.D. from three independent experiments. (c). Fibroblasts treated as in a or b were analyzed by immunostaining of p21 or GLUT-3 and counterstaining with DAPI

Low-dose IR-induced metabolic changes underlie the radioadaptive response in mouse tissues

To determine whether a similar low-dose radiation-induced metabolic response is observed in vivo, we extended our study to mice. Indeed, exposure of whole animals to 0.1 Gy radiation resulted in a robust induction of HIF1α and GLUT-3 expression in the small intestine (Figure 6a), a tissue that is particularly susceptible to the damaging effects of radiation.33 Imaging of live animals with FDG-PET demonstrated a clear increase in glucose uptake specific to mice irradiated with 0.1 Gy or 0.1 Gy followed by 2 Gy, but not in sham-treated or 2 Gy-treated mice (Figures 6b and c). To determine whether these metabolic changes correlated with radiation sensitivity in mice, TUNEL assays were performed to assess cell death in the spleen and small intestine, two radiosensitive tissues.33 Treatment with 2 Gy irradiation induced massive apoptosis in the spleen and small intestine, which was markedly reduced by a proceeding dose of 0.1 Gy (Figures 6d and e). Importantly, treatment of mice with 2-DG (200 mg/kg) largely abolished the 0.1 Gy-induced resistance to high-dose irradiation in these tissues (Figures 6d and e). These mouse studies provide in vivo evidence of low-dose irradiation-induced glucose flux associated with a considerable increase of radiation resistance in sensitive tissues.

Figure 6
figure 6

Low-dose irradiation induces glucose flux and radiation resistance in vivo. (a) BALB/C mice (4–6 weeks) were either sham-treated or 0.1 Gy irradiated. The expression of HIF1α or GLUT-3 in the small intestine was examined 12 h post treatment by immunohistochemical staining. (b) Mice were treated with a 12-h interval between a 0.1 Gy low-dose and 2 Gy high dose. Live animal imaging was performed 1 h after the 2 Gy irradiation using a procedure described in Materials and Methods to monitor the update of labeled glucose. The representative optical images are shown. (c) The quantitative data were acquired, analyzed using the manufacturer’s Living Image 3.2 software and presented as means ±S.D. (d). Mice (6 mice per group) were irradiated as described in b and treated with 100 μl saline or 2-DG (200mg/kg body weight) for 2 h prior to the 2 Gy radiation treatment. The animals were harvested 12 h post-2 Gy irradiation. The spleen and small intestines were harvested and subjected to TUNEL assays. The representative images are shown. (e) The numbers of TUNEL positive cells were quantified using the J program and presented as mean ±S.D. of six mice. P<0.005. For the quantification in the GI track, the TUNEL positive cells from 5 villas permouse were counted

Discussion

Despite abundant data from epidemiological and animal studies supporting the radioadaptive response model, controversies surrounding the cellular effects of low-dose radiation persist.7, 8 While many factors may influence the cellular response to low-dose radiation exposure, our studies demonstrated that the environmental oxygen concentration is an element of critical importance. Considering the fact that the principle mode of IR action is through induction of ROS,9 it is not surprising that the effects of low-dose IR, mediated by a moderate level of ROS, can be profoundly affected by oxygen concentration. Consistent with this notion is our finding that maintaining cell cultures at 5% O2 was necessary to capture the radioadaptive response. Such a strong influence of oxygen concentration on ROS-mediated responses has important implications in cell-based stress response research, considering that studies have implicated ROS in various stress responses.11 Of note is the observation that low-dose IR-induced resistance seems not limited to irradiation, implicating an induction of a general cellular stress tolerance.6

Under physiological conditions, the majority of differentiated cells use primarily mitochondrial oxidative phosphorylation to fully catabolize glucose for energy production.20 Using a combined genetic, biochemical and metabolomics approaches, we demonstrate that low-dose radiation induces a metabolic switch from oxidative phosphorylation to aerobic glycolysis. This metabolic reprogramming is underscored by upregulation of genes encoding glucose transporters and enzymes of glycolysis and the oxidative PPP, concomitant with downregulated expression of TCA cycle enzymes. This metabolic change represents a previously unknown cellular response to low-dose radiation.

The low-dose radiation-induced glycolysis is reminiscent of the metabolic response of immune cells, which, upon activation, similarly switch the metabolic pathway from oxidative phosphorylation to aerobic glycolysis.34 This metabolic shift appears to be essential for immune cell proliferation and survival and for mounting an appropriate immune defense response.35 We show that the stimulation of glycolysis underpins low-dose radiation-induced radiation resistance, offering mechanistic insight into the radioadaptive response. The glycolytic pathway provides key intermediates for de novo synthesis of nucleotides, amino acids and lipids, and oxidative PPP produces NADPH to counter oxidative stress.20 Thus, by engaging glycolytic metabolism, cells may acquire fitness and stress tolerance.19, 20 However, further studies are necessary to investigate how glycolysis renders cells resistant to IR-induced DNA damage.

This low-dose radiation-induced HIF1α activation was in sharp contrast with the high-dose IR-induced p53 activation and HIF1α inhibition. HIF1α and p53 seem to have distinct roles in mediating the radiation dose-dependent metabolic response. The induction of HIF1α-mediated glycolysis is restricted to a low-dose range of radiation, which may have important implications in assessing the level of radiation exposure and its potential health risk. Our results support a dose-dependent metabolic response to IR. When IR doses are below the threshold of causing detectable DNA damage (<0.2 Gy) and thus little p53 activation, HIF1α is induced resulting in induction of glycolysis and increased radiation resistance. When the radiation dose reaches levels eliciting DNA damage, p53 is activated and diminishes the activity of HIF1α and glycolysis, leading to the induction of cell death. Our work challenges the LNT model of radiation exposure risk and provides a metabolic mechanism of radioadaptive response. The study supports a need for determining the p53 and HIF1α activity as a potential reliable biological readout of radiation exposure in humans. The exquisite sensitivity of cellular metabolism to low doses of radiation could also serve as a valuable biomarker for estimating the health effects of low-level radiation exposure.

Materials and Methods

Cell culture and irradiation treatment

All cell-based experiments were carried out under the physiological oxygen pressure (5%). Human normal B-cell lymphocytes (GM03798, Coriell, Camden, NJ, USA) were maintained in RPMI-1640 supplemented with 10% FBS, L-glutamine, HEPES buffer and sodium pyruvate. Human fibroblasts (GM08680, Coriell) were cultured in Dulbecco's modified Eagle's medium (DMEM) supplemented with 10% FBS, L-glutamine and streptomycin. For irradiation, the Faxitron X-ray System (Faxitron X-Ray Corporation, Lincolnshire, IL, USA) was used. 0.1Gy was administered at a dose rate of 0.08 Gy/min. Two or 4 Gy was administered at a dose rate of 1 Gy/min.

Preparation of whole-cell lysates and western blotting

Westerns were performed as previously described36 with antibodies – Cell Signaling Technology (Danvers, MA, USA): HK1, PKM2, Enol1, LDHA, G6PD; BD Biosciences (San Jose, CA, USA): HIF1α; Sigma-Aldrich (St. Louis, MO, USA): β-actin.

Immunofluorescence analysis

Immunofluorescence assays were performed as previously described.36 Antibodies were from Cell Signaling Technology: phospho-Ser139 H2AX, p21; Novus Biologicals (Littleton, CO, USA): HIF1α; Santa Cruz Biotechnology (Santa Cruz, CA, USA): DAPI, mouse Alexa Flour (AF) 488, rabbit AF 488, mouse AF 594 and Rabbit AF 594; Abcam (Cambridge, MA, USA): GLUT-1, GLUT-3. Nikon TE2000 (Melville, NY, USA) microscope and NIS elements software were used for imaging analysis of the cells.

siRNA-mediated gene knockdown

All siRNAs and primers were purchased from Sigma-Aldrich. Multiple sequences against each gene were used. siGL2, which targets the luciferase gene in pGL2 construct, was used as a control. siRNAs were reverse transfected at 25 nM using Lipofectamine RNAiMAX (Invitrogen, Grand Island, NY, USA). The knockdown efficiency of each gene was determined with qRT-PCR and shown in Supplementary Figure 4.

Metabolic assays

Extracellular lactate was measured in cell culture media with a lactate assay kit (BioVision, Milpitas, CA, USA). Glucose levels were determined by the use of a glucose assay kit (BioVision) and glucose consumption was calculated as the difference of glucose concentrations between the original media and media from cell cultures. Glycolysis was determined by measuring ECAR using the XF Analyzer (Seahorse Bioscience, North Billerica, MA, USA). For the metabolic flux analysis, cells were washed once with glucose-free medium at 12 h post IR and then incubated in medium containing a 10 mM 1:1 mixture of D-[1,2-13C]-glucose and unlabeled D-glucose for 15 min. Metabolites were extracted on dry ice with 5 ml 80% methanol. The extracts were dried under nitrogen and re-suspended in 80 μl water for LC-MS analysis using the procedures previously described.27 Briefly, 1,2-C13 glucose labeled samples were re-suspended using 20 μl HPLC grade water and 7 μl were injected and analyzed with a hybrid 5500 QTRAP triple quadrupole mass spectrometer (AB/SCIEX) coupled to a Prominence UFLC HPLC system (Shimadzu, Columbia, MD, USA) via selected reaction monitoring (SRM). Seventy-five endogenous metabolites including unlabeled, 1-carbon and 2-carbon labeling were targeted using positive/negative ion polarity switching (218 SRM transitions). Peak areas from the total ion current for each metabolite SRM transition were integrated using MultiQuant v2.0 software (Framingham, MA, USA) (AB/SCIEX).

Cell viability and FACs analysis

Cell viability and cell sorting analysis was performed as previously described.37

Animal study

All animal procedures were conducted in accordance with the Guidelines for the Care and Use of Laboratory Animals and were approved by the Institutional Animal Care and Use Committee at UTHSCSA. BALB/c mice 4–6 weeks old were purchased from Harlan Laboratories. Mice were housed under pathogen-free conditions and maintained on a 12 h light/12 h dark cycle, with food and water supplied ad libitum. Individual mice were treated with total body irradiation in a closed plastic box (of size 100 mm diameters × 50 mm height) with a small opening for aeration. The animals were injected intravenously through the tail vein with 100 μl of IR Dye 800CW 2-DG (10 nmol) 1 h after the 2 Gy radiation treatment. For optical imaging, a caliper IVIS Spectrum system (Caliper, Alameda, CA, USA) was used to capture images for the experiments. The images were acquired with mice in supine position at 1 h and 4 h time points after the injection, using the epi-illumination method at excitation wavelength of 745 nm and emission wavelength of 800 nm. Camera settings were kept constant at 1 s exposure time, 4 × 4 binning, 12.6 cm field of view and f/stop of 1/2. The data were acquired and analyzed using Living Image 3.2 software (Waltham, MA, USA). For comparison purpose, all the images were thresholded on a minimum–maximum scale of 1.7e9–1.7e10 photons/s/cm2/steradian. Photon intensities (photons/seconds) were calculated from each animal by placing a region of interest (ROI) around the animal.

Histology/Immunohistochemistry

Histology and immunohistology were performed as previously described.36

Statistical analysis

Values are shown as mean±S.D. Comparison of mean values was evaluated by one-way ANOVA followed by t-test. A P-value less than 0.05 was considered significant.