Abstract
Natural Killer (NK) cells acquire memory-like properties following a brief stimulation with IL-12, IL-15 and IL-18. These IL-12/15/18-preactivated NK cells, also known as cytokine-induced memory-like (CIML) NK cells, have been revealed as a powerful tool in cancer immunotherapy due to their persistence in the host and their increased effector functions. Several studies have shown that NK cells modulate their metabolism in response to cytokine-stimulation and other stimuli, suggesting that there is a link between metabolism and cellular functions. In this paper, we have analyzed metabolic changes associated to IL-12/15/18-stimulation and the relevance of glycolytic pathway for NK cell effector functions. We have found CIML NK cells are able to retain a metabolic profile shifted towards glycolysis seven days after cytokine withdrawal. Furthermore, we found that treatment with 2-DG differently affects distinct NK cell effector functions and is stimuli-dependent. These findings may have implications in the design of NK cell-based cancer immunotherapies.
Subject terms: NK cells, Interleukins, Innate lymphoid cells
Introduction
Natural Killer (NK) cells have the ability to directly kill tumor and virus-infected cells without prior sensitization. They can also release a wide variety of cytokines and chemokines that promote an adaptive immune response against target cells. Thus, NK cells represent a valuable tool in cancer immunotherapy, and several strategies have been proposed to exploit and improve their anti-tumor mechanisms in different cancers1–5. Among them, a promising therapeutic approach is to stimulate NK cells with interleukins (ILs). For instance, IL-15 and superagonists, such as ALT-803, administration has been proven to be relatively safe and to effectively promote NK cell expansion in cancer patients6–9. Alternatively, cells could be activated ex vivo prior to infusion. For example, IL-15-stimulated NK cells have been used in adoptive cell therapy protocols to treat different malignancies10, 11. Moreover, NK cells could be stimulated with combinations of ILs to enhance multiple effector functions. An example of a successful therapy following this strategy is the administration of IL-12/15/18-preactivated NK cells, also known as cytokine-induced memory-like (CIML) NK cells. These cells have been proven to be useful in mouse and rat models of several malignancies, including acute myeloid leukemia, T-cell acute lymphoblastic leukemia, multiple myeloma, lymphoma, melanoma, ovarian cancer and hepatocellular carcinoma12–18. Regarding to humans, CIML NK cells have shown their safety and efficacy in the treatment of acute myeloid leukemia patients12, 19, and are currently being tested in several clinical trials (NCT01898793, NCT02782546, NCT03068819, NCT04024761, NCT04290546, NCT04354025 and NCT04634435, from clinicaltrials.gov).
NK cells have been traditionally defined as innate lymphocytes, although this classification has become more challenging since adaptive NK cells were described in mice, non-human primates and humans20. Unlike adaptive NK cells, CIML NK cells have not shown responses to specific antigens, although they share some features of immunological memory. These IL-12/15/18-preactivated NK cells were initially described in mice and were defined by their increased interferon gamma (IFNγ) production in response to a restimulation after a resting period21. Moreover, these cells exhibited enhanced persistence in vivo and could be detected up to three months after adoptive transfer13, 16. Further studies revealed similar behavior of human IL-12/15/18-stimulated NK cells, showing an enhanced cytokine production following restimulation12, 14, 22–26, and increased proliferation12, 14, 22. After IL-12/15/18-stimulation, the phenotype of NK cells includes changes in the expression of activating and inhibitory receptors, and chemokine and cytokine receptors12, 14, 22, 24, 27–29. Interestingly, it has been also demonstrated that cytokine-stimulation modifies the metabolic activity of NK cells30, 31, although this aspect has been poorly explored in human IL-12/15/18-stimulated NK cells.
Immune responses often involve changes in cellular metabolism, which is necessary to fulfill the different energetic demands of each cell function. Specifically related to NK cells, there is mounting evidence that the metabolic profile is modified during cell development, viral infection, and activation. This metabolic reprogramming is necessary to support processes such as IFNγ production32, and includes changes in the activity of metabolic regulators, expression of nutrient transporters, and reconfiguration of the metabolic pathways33. In this sense, it has been demonstrated that glucose metabolism is crucial for NK cell-mediated control of mouse cytomegalovirus infection34. Glycolytic pathway is also essential in mouse NK cells for IFNγ and granzyme B production, although the mechanisms that regulate each function could be different35. Certain pathologies such as obesity and cancer lead to altered metabolic activity, which has been linked to dysfunctional NK cells36–38. Therefore, current knowledge suggests that there is a close relationship between NK cell metabolism and their effector functions.
Here, we have studied how human NK cell metabolism is modulated following IL-12/15/18-stimulation. Furthermore, considering that these preactivated NK cells have memory-like properties, and that they are being successfully used in clinical trials, we asked if the metabolic changes found immediately after the stimulation persisted for a long time. Since IL-15 and IL-2 have been previously used to promote NK cell survival and expansion, we tested the effect of both ILs after the preactivation with IL-12/15/18. Moreover, we have explored the different glycolytic requirements of several effector functions of IL-12/15/18-preactivated NK cells in response to different stimuli.
Results
IL-12/15/18-stimulated and CIML NK cells exhibit increased expression of nutrient transporters
Previous studies have shown that NK cells can modify the expression of nutrient transporters following cytokine-stimulation32, 39–46. In accordance, we have found that NK cells increase the expression of the transferrin receptor CD71, the heavy subunit of multiple heterodimeric amino acid transporters CD98, and the glucose transporters GLUT1 and GLUT3, following stimulation with IL-12, IL-15 and IL-18 (hereinafter referred to as activated NK cells) for 16–18 h, i.e. at day 0 (Fig. 1, left column). In accordance with other reports32, 46, 47, we found that CD56bright and CD56dim NK cell subsets exhibit different expression of nutrient transporters. Interestingly, we found that among activated NK cells, CD56bright subset express higher levels of CD71, CD98 and GLUT1 (Supplementary Fig. 1). Of note, GLUT3 is expressed at very low levels and, although statistically significant, very modest increment was detected and may probably not be biologically relevant.
We next asked if the increased expression of nutrient transporters returned to resting levels after cytokine withdrawal, or if it was maintained when cells returned to a less activated state. We cultured control and activated NK cells with low doses of IL-15 (1 ng/mL) for seven days, as others have previously done12, 26, to support their survival without inducing a strong activation. By doing so, we expected that cells could return to a resting situation. Furthermore, IL-12/15/18-preactivated NK cells have an increased expression of alpha chain of the IL-2 receptor (IL-2Rα, also known as CD25), which conforms the high-affinity IL-2 receptor12–14, 22, 24, 27, 28. This feature allows IL-12/15/18-preactivated NK cells to proliferate in response to low doses of IL-2, as we and others have previously described13, 22, 24. Therefore, we washed control and activated NK cells, cultured them for a period of seven days with low concentrations of IL-15 or IL-2 (Supplementary Fig. 2), and then analyzed again the expression of nutrient transporters. Hereinafter, activated NK cells that have been cultured for 7 days will be referred to as CIML NK cells. Our results showed that CIML NK cells express higher levels of CD98 and GLUT1 than control NK cells at day 7 (Fig. 1, right column). On the other hand, no significant differences were found in the expression of CD71 and GLUT3 between control and CIML NK cells (Fig. 1, right column). Of note, CD71 is not (or very low) expressed in resting NK cells at day 0, but culturing them for seven days with low doses of IL-15 was enough to induce CD71 expression (Fig. 1 and Supplementary Fig. 3). Altogether, these results show that NK cells increase the expression of nutrient transporters following stimulation with IL-12, IL-15 and IL-18, and that CIML NK cells preserve an elevated expression of amino acid and glucose transporters when they are maintained in culture with very low concentrations of IL-2 or IL-15.
CIML NK cells retain a metabolic profile shifted towards glycolysis
Considering that CIML NK cells have an increased GLUT1 expression, and that glycolysis supports multiple NK cell functions33, 38, we next analyzed changes in this metabolic pathway. Experiments with the glucose analogue 2-NBDG revealed that 2-NBDG uptake is higher in activated and CIML NK cells at days 0 and 7, respectively (Fig. 2A). We further studied glycolytic activity of NK cells with the extracellular flux analyzer Seahorse XF. Our results showed that activated NK cells tended to increase the glycolytic rate, measured as extracellular acidification rate (ECAR) (Fig. 2B, left panel, and Supplementary Fig. 4). These results support the hypothesis that NK cells increase glycolytic activity following stimulation33. Interestingly, CIML NK cells tend to show a higher glycolytic rate than control NK cells at day 7, especially when cultured with low doses of IL-2 (Fig. 2B, right panel, and Supplementary Fig. 4). Oxidative phosphorylation (OXPHOS) levels, measured as oxygen consumption rate (OCR), also tended to increase in activated NK cells. However, the differences on OXPHOS levels between control and CIML NK cells were negligible at day 7 (Fig. 2C). Then, we calculated the ratio between OXPHOS and glycolytic rates, which has been previously used to detect shifts in fuel utilization48. Our results showed that activated NK cells tended to have a lower OCR:ECAR ratio, although the difference is better observed after seven days, indicating that CIML NK cells undergo a metabolic switch towards glycolysis that is not stopped following cytokine withdrawal (Fig. 2D). Altogether, these results suggest that IL-12/15/18-stimulated NK cells increase their glycolytic machinery, and that they can retain somehow the metabolic profile towards glycolysis for at least seven days when cultured with low concentrations of IL-15 or IL-2.
Increased mitochondrial activity is not sustained for long periods
OXPHOS activity tended to increase following IL-12/15/18-stimulation, but it returned to basal levels after a week in the absence of strong stimuli (Fig. 2C). We decided to further explore the mitochondrial activity by analyzing the spare respiratory capacity (SRC), defined as the difference between the maximal and basal respiration (Supplementary Fig. 5). In accordance with OXPHOS levels, activated NK cells showed increased SRC at day 0, but no significant differences were found between control and CIML NK cells at day 7 (Fig. 3A and 3B). Similarly, levels of ATP-linked respiration and non-mitochondrial oxygen consumption were significantly higher in activated NK cells at day 0, but similar between control and CIML NK cells at day 7 (Supplementary Fig. 6). To examine if the differences in the mitochondrial activity were due to changes in the cellular mitochondrial content, we next analyzed mitochondrial mass using MitoTracker staining. In contrast to other publications where 18 h of IL-2/12-stimulation increased mitochondrial mass40, we did not find differences in the mitochondrial mass between control and activated NK cells at day 0 (Fig. 3C, left panel). These results are in line with recent data published by Surace et al., showing that IL-12/15/18-stimulation does not induce an increment in mitochondrial mass46. Surprisingly, we found significant differences between control and CIML NK cells after 7 days of culture (Fig. 3C, right panel). We dismissed the hypothesis that increased mitochondrial mass was due to a higher cellular size since we found that activated and CIML NK cells were larger than control NK cells at day 0 and day 7, respectively (Supplementary Fig. 7A). These data suggest that IL-12/15/18-stimulation does not rapidly induce mitochondrial biogenesis of NK cells. Instead, mitochondrial mass is progressively increased during the following seven days of culture (Supplementary Fig. 7B). Also, our data demonstrate that increased mitochondrial mass does not necessarily correlate with augmented OXPHOS activity, since CIML NK cells show higher mitochondrial mass than control NK cells at day 7 (Fig. 3C, right panel) but similar OXPHOS and SRC rates (Fig. 2C and 3B).
2-DG treatment differently affects distinct NK cell effector functions and is stimuli-dependent
Elevated rates of glycolysis are required for maximal IFNγ production in mouse NK cells35, 45. Similarly, inhibiting the glycolytic pathway by using galactose as an alternative carbon fuel decreased IFNγ production of human IL-12/15-stimulated CD56bright NK cells, but not of IL-2-stimulated NK cells32. Interestingly, some authors have reported that inhibiting glycolysis had minimal inhibitory effects on cytokine-stimulated NK cell degranulation32, 34, suggesting that sensitivity to glycolytic inhibition may be different among distinct effector functions, but that also depends on the stimuli. Considering that IL-12/15/18-stimulated NK cells have elevated rates of glycolysis, we decided to explore the effect of the glycolysis inhibitor 2-DG on their different effector functions using distinct stimuli. Once 2-DG is taken up into cells, it is phosphorylated by hexokinase to 2-deoxy-D-glucose-6-phosphate, which cannot be further metabolized, resulting in its cellular accumulation and thus inducing competitive and non-competitive inhibition of glucose-6-phosphate isomerase and hexokinase, respectively49. Hence, activated NK cells were co-incubated with K562 target cells for 7 h in the presence and absence of 2-DG. Cytokine and chemokine production (IFNγ, TNF and MIP-1β) and degranulation (CD107a) were measured, and the percentage of specific responding cells was calculated by subtracting the percentage of positive cells, for each studied function, in the absence of stimulus. This calculation was especially relevant after the 16–18 h of cytokine-stimulation, which increased cytokine and chemokine production, and degranulation, of activated NK cells (Supplementary Fig. 8). Results showed that all the studied effector functions of both, control and activated NK cells, were reduced in the presence of 2-DG. However, IFNγ and MIP-1β production was drastically reduced, while TNF production and degranulation were only partially inhibited (Fig. 4A). We further studied the effect of glycolytic inhibition over NK cell effector functions by analyzing their cytotoxic activity against K562 target cells in the presence of 2-DG. Interestingly, our results showed that the specific lysis of K562 cells was reduced, but not completely inhibited. Notably, activated NK cells showed higher cytokine production, degranulation and cytotoxic activity than control NK cells, even in the presence of 2-DG (Fig. 4B, and Supplementary Fig. 8).
As previously described, we also cultured NK cells for 7 days with low concentrations of IL-15 or IL-2, and then analyzed their effector functions. In previous experiments, activated NK cells showed increased effector functions due to cytokine-stimulation. In contrast, after seven days of culture with low cytokine concentrations, control and CIML NK cells showed no differences in cytokine and chemokine production, and degranulation, in the absence of additional stimuli (Supplementary Fig. 9). Considering that CIML NK cells were characterized by a higher IFNγ production after cytokine-restimulation21, we decided to restimulate CIML NK cells either with K562 target cells or with IL-12, IL-15 and IL-18. Our results showed that IFNγ production was inhibited by 2-DG in both control and CIML NK cells, although there was a higher percentage of responding cells in the latter group, even in the presence of 2-DG (Fig. 5, and Supplementary Fig. 9). MIP-1β production was again strongly inhibited in both control and CIML NK cells (Fig. 5). Interestingly, TNF production was inhibited when NK cells were stimulated with ILs, but not when they were co-cultured with K562 target cells (Fig. 5). Of note, it should be considered that TNF production in response to cytokine-stimulation was very low in comparison with K562-stimulation. Similarly, degranulation of NK cells tended to be more inhibited by 2-DG when cells were stimulated with ILs, in comparison with K562-stimulation, although no significant differences were observed (Fig. 5). Moreover, we also analyzed cytotoxic activity of control and CIML NK cells against K562 cells at day 7. We found that their cytotoxicity was reduced but not completely inhibited by 2-DG in all the studied E:T ratios (Fig. 6).
Altogether, our results showed that effector functions of NK cells were differently affected by 2-DG. Our data suggest that IFNγ and MIP-1β production are very sensitive to glycolysis inhibition, while TNF production, degranulation and cytotoxic activity are reduced but not entirely inhibited when glycolysis is blocked. Moreover, our data suggests that 2-DG-mediated glycolysis inhibition could be dependent on the stimuli, i.e. target cells vs. cytokine-stimulation.
Discussion
IL-12/15/18-preactivated NK cells have emerged as a powerful tool to treat leukemia12, 19, and their potential is also being explored in therapies against other malignancies14–16, 18. One of the characteristics of CIML NK cells that exemplify an advantage in cancer treatment is their persistence in the host. Ni et al. demonstrated that IL-12/15/18-preactivated NK cells were detectable 3 months after adoptive transfer in RMA-S tumor-bearing mice13. The long-term benefits of CIML NK cells have been proven in a mouse model of multiple myeloma, in which IL-12/15/18-stimulated NK cells were able to reduce tumor burden in bone marrow after 7 days, while the treatment with IL-15-stimulated NK cells failed16. Similarly, in a xenogeneic mouse model of ovarian cancer, tumor suppression was maintained after 20 days only in mice treated with CIML NK cells, but not with IL-15-stimulated NK cells14. Considering the long-term effects of these cells, we decided to analyze the metabolic features of IL-12/15/18-stimulated NK cells both before and after a culture period of 7 days. Current therapeutic approaches include the in vivo administration of IL-15, IL-2 or modified versions of these cytokines after cell infusion to promote survival and expansion of CIML NK cells in the host (NCT01898793, NCT02782546, NCT04024761, NCT04290546, NCT04354025, and NCT04634435, from clinicaltrials.gov). In our experimental settings, we sought to induce NK cell survival while avoiding excessive stimulation, so we cultured both control and activated NK cells with very low doses of IL-15 for one week, as others have previously done12, 26. Additionally, we tried to mimic the conditions in which infused CIML NK cells in clinical trials are helped to expand12, by culturing them with IL-2. Although we used low doses of IL-2 (20 IU/mL), we have previously described that this concentration is enough to promote proliferation of IL-12/15/18-preactivated NK cells22. Therefore, our experimental design allowed us to in vitro study the metabolism and effector functions of resting and proliferating CIML NK cells, in a somehow comparable manner as it may be happening after their administration in patients.
We first decided to analyze the expression of nutrient transporters. Our data is in accordance with results published by others, confirming that the expression of nutrient transporters in NK cells can be upregulated in response to different stimuli32, 35, 39–46, 50. Interestingly, our results showed that 7 days after cytokine-preactivation, CIML NK cells retain increased expression of CD98 and GLUT1, although the relevance of these transporters in the tumor context is still unknown. Inhibition of CD98 activity with D-phenylalanine has been found to completely abolish NKG2D-induced IFNγ production and degranulation of NK cells44. Similarly, inhibition of amino acid transport through CD98/LAT1 complex with 2-aminobicyclo-(2,2,1)-heptane-2-carboxylic acid (BCH) inhibited IFNγ and granzyme B production of IL-2/18- and IL-2/12-stimulated NK cells40, 41. Overall, these reports showed that blocking CD98 activity limits NK cells effector functions, but to our knowledge, an elevated expression of CD98 has not been linked to improved functionality. Nonetheless, it may represent an advantage in an amino acid-depleted environment such as the tumor microenvironment (TME), where there is a competition for nutrients between tumor cells, myeloid-derived suppressor cells and lymphocytes38, 51. Likewise, experiments in which glucose has been substituted with galactose revealed that glycolytic rates and effector functions of IL-2/12- or IL-12/15-stimulated NK cells decreased32, 35, thus highlighting the relevance of glucose availability. Indeed, in a mouse model, NK cells from lung cancer microenvironment showed lower levels of glycolysis and reduced effector functions37. Moreover, the authors found that inhibition of FBP1 partially restored glycolytic activity and effector functions of lung NK cells37. Although there are multiple factors that could modulate glycolysis and functionality of NK cells in the TME38, an increased GLUT1 expression may mitigate the tumor-induced decrease of glycolytic activity due to a higher glucose uptake and thus be beneficial for NK cell functions. Therefore, a higher CD98 and GLUT1 expression could be helpful to support the functionality of CIML NK cells in nutrient-restricted environments. Of note, some of the metabolic changes appreciated in IL-12/15/18-stimulated NK cells tend to be more exacerbated when cultured with IL-2, suggesting that IL-2 may support some of the metabolic changes of CIML NK cells. Also, it is interesting to note that different NK cell subsets showed different expression of nutrient transporters. We found differences between CD56bright and CD56dim NK cell subsets at day 0, but CD56 expression is modulated during the following culture period, so these subsets could not be identified at day 7. Different expression of nutrient transporters has been also reported in other subsets. For instance, KIR-educated NK cells showed increased GLUT1 expression compared to NKG2A-educated NK cells52. It would be worth to explore whether these educated NK cell subsets respond also differently to IL-12/15/18-stimulation, and to evaluate if the metabolic changes are maintained when cells return to a resting state.
Current knowledge indicates that there are several differences between non-preactivated and CIML NK cells at phenotypic and functional levels12–17, 21–25, 27–29, 53, 54. Considering that metabolism supports cellular functions, we hypothesized that CIML NK cells may also differ in their metabolic profile. Others have previously reported that NK cell stimulation induced an increase in the glycolytic activity32, 34, 35, 39, 41, 45, 50, 55. In accordance, our results showed that NK cells have a higher glycolysis levels following IL-12/15/18-stimulation for 16–18 h. Of note, even though 2-NBDG assay has been widely used to measure glucose uptake, recent findings suggested that this assay should be carefully interpreted56. Remarkably, we found that the increase in the glycolytic machinery is not a transient event, and that CIML NK cells retain a metabolic profile shifted towards glycolysis for at least one week after IL-12/15/18-preactivation. It would be interesting to study if other stimuli could also induce a sustained metabolic switch. For instance, it has been reported that adaptive NK cells from patients infected with cytomegalovirus (CMV) showed higher glycolytic metabolism than canonical NK cells57, suggesting that viral infection could induce this glycolytic profile. Nonetheless, adaptive and CIML NK cells differ in other metabolic features. Adaptive NK cells from CMV + individuals showed increased OXPHOS activity and higher SRC than canonical NK cells57. IL-12/15/18-stimulated NK cells share the increment in OXPHOS and SRC rates, but these parameters return to basal levels after seven days. Nevertheless, in our experimental settings, CIML NK cells are not exposed to activating stimuli (e.g. viral infected cells) during the culture period of seven days, which may explain why OXPHOS activity returns to basal levels. Furthermore, mitochondrial mass of mouse NK cells did not show significant changes one week after CMV infection, and then decreased during the following days in the contraction-to-memory phase58. Contrary to adaptive NK cells, CIML NK cells showed a progressive increase in the mitochondrial mass. Hence, adaptive and CIML NK cells exhibit different metabolic changes. A recent report revealed that, following IL-12/15/18-stimulation, mitochondrial membrane potential is increased in CD56bright but decreased in CD56dim NK cells46. It would be possible that CIML NK cells accumulate dysfunctional mitochondria during the resting period that led to differences in mitochondrial mass found at day 7. Of note, CMV + and CMV- donors were not segregated in our experiments, but it would be worth to explore if CMV status could have an effect in the response to IL-12/15/18-stimulation, and if different metabolic changes are induced in adaptive or canonical NK cells. Nonetheless, considering the differences in the mitochondrial content of control and CIML NK cells, it would be interesting to study in future works if CIML NK cells are prone to increase more rapidly OXPHOS activity than canonical NK cells when restimulated after a resting period, or if the superior mitochondrial mass belongs to dysfunctional mitochondria.
Our experiments were performed in a system with optimal conditions for NK cells. However, in the tumor context NK cells have to face a suppressive microenvironment that negatively affects to both metabolism and effector functions38. In a recent report, control and CIML NK cells were cultured for seven days with ascites supernatant from patients with ovarian cancer, and then their effector functions were measured by co-culturing with ovarian cancer cell lines. Interestingly, the authors found that IL-12/15/18-preactivated NK cells showed a higher IFNγ production than control NK cells, suggesting that CIML NK cells may have the ability to overcome the suppressive soluble microenvironment14. To further explore this idea, we decided to study effector functions of CIML NK cells in metabolically restricting conditions. Considering that NK cells showed reduced glycolytic activity in the TME37 and to assess the relevance of this metabolic pathway for NK cell functions, we stimulated NK cells with either target cells or cytokines in the presence of the glycolysis inhibitor 2-DG. Previous works have shown that low doses (1 mM) of this metabolic inhibitor reduced IFNγ and/or granzyme B production of murine NK cells in vitro following stimulation with IL-15, IL-2/12 or anti-NK1.1 plus IL-234, 35, 45. Remarkably, in vivo administration of 2-DG reduced IFNγ production but not TNF production of NK cells following poly(I:C)-mediated activation35. Human NK cells are more resistant to 2-DG than murine NK cells34, so direct comparisons should be carefully considered. Nonetheless, our data confirmed that distinct effector functions of human NK cells also have different sensitivity to 2-DG-induced glycolytic inhibition. Also, it would be interesting to explore if these differential effects could be due to off-target effects of 2-DG.
In agreement with the initial definition of CIML NK cells21, increased production of IFNγ was detected when CIML NK cells were restimulated with either IL-12/15/18 or K562 cells. However, these differences were not detected in the rest of the studied parameters. Interestingly, our results revealed that CIML NK cells restimulated with IL-12/15/18 at day 7 showed reduced TNF production and degranulation in the presence of 2-DG. Contrarily, those effector functions were not affected by 2-DG when NK cells were co-cultured with the K562 tumor cell line. It may be possible that K562 target cells hijacked 2-DG from media and thus NK cells were less exposed to this inhibitor. However, we have excluded this possibility because IFNγ and MIP-1β production were severely inhibited when 2-DG was added, so NK cells are also presumably exposed to this inhibitor. It has been previously described that IFNγ production is reduced by the combination of 2-DG and other metabolic inhibitors in murine NK cells stimulated through NK1.1, but no negative effects were found following IL-12/18 stimulation59. Therefore, our results support the idea that metabolic requirements for a specific function could be different depending on the stimuli.
The effect of 2-DG on NK cell cytotoxic activity is still unclear. NK cells from CMV-infected mice receiving 2-DG treatment showed reduced target clearance34. The same authors described that human NK cell cytotoxic activity against K562 cells was reduced when IL-15-stimulated NK cells were exposed to 2-DG for 24 h prior to co-culturing NK and K562 cells34. Contrarily, NK cells pretreated with 2-DG for 4 h prior to the co-culture with K562 cells did not show defects in the killing of target cells, both in the presence and absence of 2-DG during the co-culture55. Similar results were obtained by pretreating expanded human NK cells with 2-DG for 3 h and co-culturing them with 721.221 target cells60. However, the authors pointed that 2-DG-induced effect may be reversible, so its potential inhibition of NK cell-mediated cytotoxicity could be lost when the inhibitor is washed out60. We assessed this issue by adding 2-DG during the co-culture period and we found that NK cell cytotoxicity against K562 cells is reduced by 2-DG. Discrepancies with previous studies could be explained because of the different experimental settings, such as co-culture duration, 2-DG concentration and different E:T ratios, among others. Importantly, it is known that NK cell target recognition involves an array of receptors that may be different depending on the nature of the target cell. This fact very possibly will have a relevant effect on the metabolic requirements of the effector functions of human NK cells, since, as we have shown, the requirements are stimuli-dependent. Moreover, it should be considered that in our experimental system K562 cells could also be affected by 2-DG, and that different target cells may be more or less dependent on glycolytic metabolism and thus have a higher or lower sensitivity to 2-DG. Therefore, the presence of 2-DG may differently affect to NK cell cytotoxicity against other cell lines, such as 721.221 cells (data not shown). It has been reported that 2-DG interferes with protein N-glycosylation process, which prevented the expression of NKG2D ligands in multiple cell lines61, 62. This fact adds an additional layer of complexity to understand the specific effect of 2-DG over CIML NK cell cytotoxicity against different target cells. Remarkably, our results showed that, at day 0, activated NK cells showed higher cytotoxic activity than control NK cells even in the presence of 2-DG. These results suggest that CIML NK cells could maintain higher antitumor activity in glycolysis-restricting conditions, such as the TME38. Nevertheless, it would be very important to further explore whether CIML NK cells could overcome metabolic suppression with limiting concentrations of glucose or by directly studying CIML NK cells in the TME, and understand the contribution of other metabolic pathways to their increased effector functions.
Immunometabolism could greatly influence the outcome of cancer immunotherapies. This idea has gained acceptance during the last years and, consequently, several strategies have been proposed to induce metabolic reprogramming of immune cells both in vivo and in vitro63. Our work has demonstrated that IL-12/15/18-stimulation induces some metabolic changes that are maintained when cells return to a resting state, thus revealing that human CIML NK cells show somehow durable metabolic changes. Furthermore, we have explored the different glycolytic requirements for the effector functions of NK cells. These findings would help to design future therapies in which NK cells could be metabolically reprogrammed prior to cell infusion, and highlight the necessity to continue exploring the impact of the TME over NK cell metabolism to find new means of improving NK cell-based cancer immunotherapy.
Materials and methods
Samples and cell culture
Blood samples (buffy coats) from adult healthy donors were collected through the Basque Biobank (https://www.biobancovasco.org). The Basque Biobank complies with the quality management, traceability and biosecurity, set out in the Spanish Law 14/2007 of Biomedical Research and in the Royal Decree 1716/2011. All subjects provided written and signed informed consent in accordance with the Declaration of Helsinki. The protocol was approved by the Basque Ethics Committee for Clinical Research (PI + INC-BIOEF 2014–02, PI + CES + INC-BIOEF 2017–03 and PI2014079). Fresh peripheral blood mononuclear cells (PBMCs) were obtained from buffy coats by Ficoll Paque Plus (GE Healthcare) density gradient centrifugation. NK cells were isolated from PBMCs by negative depletion with human NK cell Isolation Kit (Miltenyi Biotec). Cells were cultured in RPMI 1640 medium supplemented with GlutaMAX (Gibco), 10% heat-inactivated Fetal Bovine Serum (FBS) (HyClone), 1% non-essential amino acids (Gibco), 1% Sodium Pyruvate (Gibco) and 1% Penicillin–Streptomycin (Gibco). PBMCs or purified NK cells were stimulated for 16–18 h with 10 ng/mL rhIL-12 (Miltenyi Biotec), 100 ng/mL rhIL-15 (Miltenyi Biotec) and 50 ng/mL rhIL-18 (MBL International Corporation), or cultured in media alone for the same time. Cells were then washed three times and cultured with 1 ng/mL rhIL-15 or 20 IU/mL rhIL-2 (Miltenyi Biotec). After 4 days, media and cytokines (IL-15 or IL-2) were replaced, and cells were cultured for 3 more days. The time-points after the 16–18 h stimulation, and after seven days of culture, are referred to as Day 0 and Day 7, respectively (Supplementary Fig. 2). The K562 cell line was cultured in the same media than NK cells supplemented with 5 µg/mL of Plasmocin (InvivoGen) and was routinely tested for mycoplasma infection with Venor GeM Classic detection kit (Minerva Biolabs).
Flow cytometry
Extracellular staining was performed by incubating cells for 30 min on ice with the following fluorochrome-conjugated mouse anti-human antibodies: BV421 anti-CD71 (M-A712), BV510 anti-CD3 (UCHT1), BV510 anti-CD14 (MφP9) and PE anti-CD98 (UM7F8) from BD Biosciences; and PE-Vio770 anti-CD56 (REA196) from Miltenyi Biotec. Cells were then washed with PBS containing 2.5% Bovine Serum Albumin (BSA) (Sigma-Aldrich), and, for intracellular staining, cells were fixed and permeabilized with Fixation/Permeabilization solution (BD Biosciences), following manufacturer´s protocol. Next, intracellular staining was performed by incubating cells for 30 min on ice with the following fluorochrome conjugated mouse anti-human antibodies: BV421 anti-IFNγ (B27) and FITC anti-MIP-1β (D21-1351) from BD Biosciences; and APC anti-TNF (Mab11) from BioLegend. The following fluorochrome conjugated rabbit anti-human antibodies were also used in the intracellular staining: FITC anti-GLUT3 (polyclonal) and PE anti-GLUT1 (EPR3915) from Abcam. Brilliant Stain Buffer (BD Biosciences) was used during the simultaneous incubation with BV421 and BV510 dyes. Cell viability was determined by staining cells for 30 min on ice with LIVE/DEAD Fixable Near-IR Dead Cell Stain Kit (Invitrogen) prior to extracellular staining. Mitochondrial mass was measured by incubating cells with 150 nM MitoTracker Green FM (Invitrogen) for 25 min at 37 °C after the extracellular staining. 2-NBDG uptake assay was performed by incubating cells with 50 µM 2-NBDG (2-(N-(7-Nitrobenz-2-oxa-1,3-diazol-4-yl)Amino)-2-Deoxyglucose) (Invitrogen) for 90 min at 37 °C prior to cell staining. NK cells were gated within viable lymphocytes as CD3-CD14-CD56 + cells (Supplementary Fig. 110. Flow cytometry was performed with MACSQuant Analyzer 10 (Miltenyi Biotec). Data was analyzed with FlowLogic v.7.3 software.
Extracellular flux assay
Purified NK cells were washed and resuspended in Seahorse XF DMEM Medium (pH 7.4, Agilent Technologies) supplemented with 10 mM glucose, 2 mM glutamine and 1 mM pyruvate. 96 well microplates were treated with Cell-Tak (Corning) and cells were plated into six replicates at 200,000 cells/well. Extracellular acidification rate (ECAR) and oxygen consumption rate (OCR) were determined using a Seahorse XFe96 Extracellular Flux Analyzer (Agilent Technologies). Seahorse XF Cell Mito Stress Test (Agilent Technologies) was used following manufacturer’s indications, using 1, 1 and 0.5 µM of oligomycin, FCCP and rotenone/antimycin A, respectively. Data was analyzed with Seahorse Wave Desktop software v.2.6 (Agilent Technologies).
Functional assay
NK cells were washed and plated at 200,000 cell/well (106 cell/mL) in 96 U-bottom well plates in the presence and absence of 50 mM 2-Deoxy-D-glucose (2-DG) (Sigma-Aldrich). To stimulate them, K562 target cells at 1:1 effector:target (E:T) ratio, or IL-12, IL-15 and IL-18 (10, 100 and 50 ng/mL, respectively) were added. Mouse anti-human PE anti-CD107a mAb (REA792, from Miltenyi Biotec) was added and cells were cultured at 37 °C for one hour. Then, GolgiPlug and GolgiStop (brefeldin A and monensin, respectively) protein transport inhibitors (BD Biosciences) were added, following manufacturer’s recommendations, and cells were cultured for additional 6 h at 37 °C. Plates were pulse centrifuged at 200 g for 1 min prior to each incubation period. Cells were then collected, stored overnight at 4 °C, and stained and analyzed by flow cytometry the next day. The percentage of specific response was calculated as the percentage of stimulated cells that are positive for a specific function minus the percentage of non-stimulated cells that are positive for the same function.
Cytotoxicity assay
The assay was performed following a previously described protocol22. Briefly, K562 target cells were incubated for 30 min at 37 °C in the presence of 15 µM calcein-AM (Invitrogen). PBMCs were washed and plated into three replicates in 96 U-bottom well plates with labeled target cells at different E:T ratios, with 5,000 target cells per well. Plates were pulse centrifuged at 200 g for 1 min and then cultured for 3 h at 37 °C in the presence and absence of 50 mM 2-DG. Then, plates were centrifuged and 75 µL of the supernatant were transferred to black 96 well plates to measure calcein-AM release with a Varioskan Flash fluorimeter (Thermo Fisher Scientific), with a configuration of excitation/emission of 485/518 nm. Mean of the triplicates of each condition was calculated for the analysis. Medium fluorescence was calculated without cells, in the presence and absence of 2-DG. Spontaneous release was measured by culturing target cells without PBMCs, in the presence and absence of 2-DG. Maximum release was measured by culturing labeled target cells with 2% Triton X-100 (Sigma-Aldrich), in the presence and absence of 2-DG. Triton fluorescence was measured with media plus 2% Triton X-100 without cells, in the presence and absence of 2-DG. The percentage of specific lysis was calculated with the following formula:
Statistical analysis and data representation
GraphPad Prism v.8.4 was used for graphical representation and statistical analysis. Data was represented showing mean ± standard error of the mean (SEM). Non-parametric Wilcoxon matched-pairs signed rank test were used to determine significant differences. ns: non-significant, *P < 0.05, **P < 0.01.
Supplementary Information
Acknowledgements
The authors thank the Cell Analytics Facility from the Achucarro Basque Center for Neuroscience (Leioa, Spain). The authors acknowledge A. Caro-Maldonado for technical assistance with extracellular flux assays.
Author contributions
F.B., O.Z. and I.T. designed the experiments; I.T. and A.M. performed the experiments; I.T., A.O. and A.M. analyzed the data; I.T., A.O., J.V., O.Z. and F.B. contributed to the interpretation of the data; I.T. drafted the manuscript; I.T. and F.B. wrote the manuscript; all authors edited and reviewed the manuscript.
Funding
This work was supported by the following grants: AECC-Spanish Association Against Cancer (PROYE16074BORR) and Health Department, Basque Government (2019222027 and 2020333024). I.T. is recipient of a fellowship from the Jesús de Gangoiti Barrera Foundation (FJGB18/002) and a predoctoral contract funded by the Department of Education, Basque Government (PRE_2020_2_0007). A.O. is recipient of a fellowship from the Jesús de Gangoiti Barrera Foundation (FJGB19/002). O.Z. is recipient of a postdoctoral contract funded by “Instituto de Salud Carlos III-Contratos Sara Borrell 2017 (CD17/00128)” and the European Social Fund (ESF)-The ESF invests in your future. F.B. is an Ikerbasque Research Professor, Ikerbasque, Basque Foundation for Science.
Data availability
The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Olatz Zenarruzabeitia, Email: olatz.zenarruzabeitiabelaustegui@osakidetza.eus.
Francisco Borrego, Email: francisco.borregorabasco@osakidetza.eus.
Supplementary Information
The online version contains supplementary material available at 10.1038/s41598-021-85960-6.
References
- 1.Zhang, C., Hu, Y. & Shi, C. Targeting natural killer cells for tumor immunotherapy. Front. Immunol. 11, (2020). [DOI] [PMC free article] [PubMed]
- 2.Tarazona R, et al. Current progress in NK cell biology and NK cell-based cancer immunotherapy. Cancer Immunol. Immunother. 2020 doi: 10.1007/s00262-020-02532-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Terrén, I. et al. NK cell-based immunotherapy in renal cell Carcinoma. Cancers (Basel). 12, 316 (2020). [DOI] [PMC free article] [PubMed]
- 4.Mehta RS, Rezvani K. Chimeric antigen receptor expressing natural killer cells for the immunotherapy of cancer. Front. Immunol. 2018;9:1–12. doi: 10.3389/fimmu.2018.00283. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Sivori S, et al. NK cell-based immunotherapy for hematological malignancies. J. Clin. Med. 2019;8:1702. doi: 10.3390/jcm8101702. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Conlon KC, et al. Redistribution, hyperproliferation, activation of natural killer cells and CD8 T cells, and cytokine production during first-in-human clinical trial of recombinant human interleukin-15 in patients with cancer. J. Clin. Oncol. 2015;33:74–82. doi: 10.1200/JCO.2014.57.3329. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Cooley S, et al. First-in-human trial of rhIL-15 and haploidentical natural killer cell therapy for advanced acute myeloid leukemia. Blood Adv. 2019;3:1970–1980. doi: 10.1182/bloodadvances.2018028332. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Romee R, et al. First-in-human phase 1 clinical study of the IL-15 superagonist complex ALT-803 to treat relapse after transplantation. Blood. 2018;131:2515–2527. doi: 10.1182/blood-2017-12-823757. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Margolin K, et al. Phase I trial of ALT-803, a novel recombinant IL15 complex, in patients with advanced solid tumors. Clin. Cancer Res. 2018;24:5552–5561. doi: 10.1158/1078-0432.CCR-18-0945. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Pérez-Martínez A, et al. A phase I/II trial of interleukin-15-stimulated natural killer cell infusion after haplo-identical stem cell transplantation for pediatric refractory solid tumors. Cytotherapy. 2015;17:1594–1603. doi: 10.1016/j.jcyt.2015.07.011. [DOI] [PubMed] [Google Scholar]
- 11.Vela M, et al. Haploidentical IL-15/41BBL activated and expanded natural killer cell infusion therapy after salvage chemotherapy in children with relapsed and refractory leukemia. Cancer Lett. 2018;422:107–117. doi: 10.1016/j.canlet.2018.02.033. [DOI] [PubMed] [Google Scholar]
- 12.Romee, R. et al. Cytokine-induced memory-like natural killer cells exhibit enhanced responses against myeloid leukemia. Sci. Transl. Med. 8, 357ra123 (2016). [DOI] [PMC free article] [PubMed]
- 13.Ni J, Miller M, Stojanovic A, Garbi N, Cerwenka A. Sustained effector function of IL-12/15/18–preactivated NK cells against established tumors. J. Exp. Med. 2012;209:2351–2365. doi: 10.1084/jem.20120944. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Uppendahl LD, et al. Cytokine-induced memory-like natural killer cells have enhanced function, proliferation, and in vivo expansion against ovarian cancer cells. Gynecol. Oncol. 2019;153:149–157. doi: 10.1016/j.ygyno.2019.01.006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Zhuang L, et al. Activity of IL-12/15/18 primed natural killer cells against hepatocellular carcinoma. Hepatol. Int. 2019;13:75–83. doi: 10.1007/s12072-018-9909-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Bonanni V, Antonangeli F, Santoni A, Bernardini G. Targeting of CXCR3 improves anti-myeloma efficacy of adoptively transferred activated natural killer cells. J. Immunother. Cancer. 2019;7:1–16. doi: 10.1186/s40425-019-0751-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Boieri M, et al. IL-12, IL-15, and IL-18 pre-activated NK cells target resistant T cell acute lymphoblastic leukemia and delay leukemia development in vivo. Oncoimmunology. 2017;6:1–12. doi: 10.1080/2162402X.2016.1274478. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Gang M, et al. CAR-modified memory-like NK cells exhibit potent responses to NK-resistant lymphomas. Blood. 2020 doi: 10.1182/blood.2020006619. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Berrien-Elliott, M. M. et al. Multidimensional analyses of donor memory-like NK cells reveal new associations with response after adoptive immunotherapy for leukemia. Cancer Discov. CD-20–0312 (2020) doi:10.1158/2159-8290.cd-20-0312. [DOI] [PMC free article] [PubMed]
- 20.Stary V, Stary G. NK cell-mediated recall responses: memory-like, adaptive, or antigen-specific? Front. Cell. Infect. Microbiol. 2020;10:1–7. doi: 10.3389/fcimb.2020.00208. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Cooper MA, et al. Cytokine-induced memory-like natural killer cells. Proc. Natl. Acad. Sci. U. S. A. 2009;106:1915–1919. doi: 10.1073/pnas.0813192106. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Terrén I, et al. Implication of interleukin-12/15/18 and ruxolitinib in the phenotype, proliferation, and polyfunctionality of human cytokine-preactivated natural killer cells. Front. Immunol. 2018;9:737. doi: 10.3389/fimmu.2018.00737. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Wagner JA, et al. Cytokine-induced memory-like differentiation enhances unlicensed natural killer cell antileukemia and fcγriiia-triggered responses. Biol. Blood Marrow Transplant. 2017;23:398–404. doi: 10.1016/j.bbmt.2016.11.018. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Leong JW, et al. Preactivation with IL-12, IL-15, and IL-18 induces CD25 and a functional high-affinity IL-2 receptor on human cytokine-induced memory-like natural killer cells. Biol. Blood Marrow Transplant. 2014;20:463–473. doi: 10.1016/j.bbmt.2014.01.006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Ghofrani J, Lucar O, Dugan H, Reeves RK, Jost S. Semaphorin 7A modulates cytokine-induced memory-like responses by human natural killer cells. Eur. J. Immunol. 2019;49:1153–1166. doi: 10.1002/eji.201847931. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Romee R, et al. Cytokine activation induces human memory-like NK cells. Blood. 2012;120:4751–4760. doi: 10.1182/blood-2012-04-419283. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Ewen E-M, Pahl JHW, Miller M, Watzl C, Cerwenka A. KIR downregulation by IL-12/15/18 unleashes human NK cells from KIR/HLA-I inhibition and enhances killing of tumor cells. Eur. J. Immunol. 2018;48:355–365. doi: 10.1002/eji.201747128. [DOI] [PubMed] [Google Scholar]
- 28.Lusty E, et al. IL-18/IL-15/IL-12 synergy induces elevated and prolonged IFN-γ production by ex vivo expanded NK cells which is not due to enhanced STAT4 activation. Mol. Immunol. 2017;88:138–147. doi: 10.1016/j.molimm.2017.06.025. [DOI] [PubMed] [Google Scholar]
- 29.Vendrame E, Fukuyama J, Strauss-Albee DM, Holmes S, Blish CA. Mass cytometry analytical approaches reveal cytokine-induced changes in natural killer cells. Cytom. Part B Clin. Cytom. 2017;92:57–67. doi: 10.1002/cyto.b.21500. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Kobayashi, T. & Mattarollo, S. R. Natural killer cell metabolism. Mol. Immunol. 0–1 (2017) doi:10.1016/j.molimm.2017.11.021. [DOI] [PubMed]
- 31.Gardiner CM. NK cell metabolism. J. Leukoc. Biol. 2019;105:1235–1242. doi: 10.1002/JLB.MR0718-260R. [DOI] [PubMed] [Google Scholar]
- 32.Keating SE, et al. Metabolic reprogramming supports IFN-γ production by CD56 bright NK cells. J. Immunol. 2016;196:2552–2560. doi: 10.4049/jimmunol.1501783. [DOI] [PubMed] [Google Scholar]
- 33.O’Brien KL, Finlay DK. Immunometabolism and natural killer cell responses. Nat. Rev. Immunol. 2019;19:282–290. doi: 10.1038/s41577-019-0139-2. [DOI] [PubMed] [Google Scholar]
- 34.Mah AY, et al. Glycolytic requirement for NK cell cytotoxicity and cytomegalovirus control. JCI Insight. 2017;2:1–17. doi: 10.1172/jci.insight.95128. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Donnelly RP, et al. mTORC1-dependent metabolic reprogramming is a prerequisite for NK cell effector function. J. Immunol. 2014;193:4477–4484. doi: 10.4049/jimmunol.1401558. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Michelet X, et al. Metabolic reprogramming of natural killer cells in obesity limits antitumor responses. Nat. Immunol. 2018;19:1330–1340. doi: 10.1038/s41590-018-0251-7. [DOI] [PubMed] [Google Scholar]
- 37.Cong J, et al. Dysfunction of natural killer cells by FBP1-induced inhibition of glycolysis during lung cancer progression. Cell Metab. 2018;28:243–255.e5. doi: 10.1016/j.cmet.2018.06.021. [DOI] [PubMed] [Google Scholar]
- 38.Terrén I, Orrantia A, Vitallé J, Zenarruzabeitia O, Borrego F. NK cell metabolism and tumor microenvironment. Front. Immunol. 2019;10:1–9. doi: 10.3389/fimmu.2019.02278. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Velásquez SY, et al. Innate cytokine induced early release of IFNγ and CC chemokines from hypoxic human NK cells is independent of glucose. Cells. 2020;9:734. doi: 10.3390/cells9030734. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Loftus RM, et al. Amino acid-dependent cMyc expression is essential for NK cell metabolic and functional responses in mice. Nat. Commun. 2018;9:2341. doi: 10.1038/s41467-018-04719-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Almutairi SM, et al. Interleukin-18 up-regulates amino acid transporters and facilitates amino acid–induced mTORC1 activation in natural killer cells. J. Biol. Chem. 2019;294:4644–4655. doi: 10.1074/jbc.RA118.005892. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Salzberger W, et al. Tissue-resident NK cells differ in their expression profile of the nutrient transporters Glut1, CD98 and CD71. PLoS ONE. 2018;13:e0201170. doi: 10.1371/journal.pone.0201170. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Zaiatz-Bittencourt V, Finlay DK, Gardiner CM. Canonical TGF-β signaling pathway represses human NK cell metabolism. J. Immunol. 2018;200:3934–3941. doi: 10.4049/jimmunol.1701461. [DOI] [PubMed] [Google Scholar]
- 44.Jensen H, Potempa M, Gotthardt D, Lanier LL. Cutting edge: IL-2–induced expression of the amino acid transporters SLC1A5 and CD98 is a prerequisite for NKG2D-mediated activation of human NK cells. J. Immunol. 2017;199:1967–1972. doi: 10.4049/jimmunol.1700497. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Kedia-Mehta N, et al. Natural killer cells integrate signals received from tumour interactions and IL2 to induce robust and prolonged anti-tumour and metabolic responses. Immunometabolism. 2019;1:e190014. doi: 10.20900/immunometab20190014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Surace L, et al. Polarized mitochondria as guardians of NK cell fitness. Blood Adv. 2021;5:26–38. doi: 10.1182/bloodadvances.2020003458. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Ahl PJ, et al. Met-Flow, a strategy for single-cell metabolic analysis highlights dynamic changes in immune subpopulations. Commun. Biol. 2020;3:305. doi: 10.1038/s42003-020-1027-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Nicholas D, et al. Advances in the quantification of mitochondrial function in primary human immune cells through extracellular flux analysis. PLoS ONE. 2017;12:1–19. doi: 10.1371/journal.pone.0170975. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Berthe A, et al. Protein N-glycosylation alteration and glycolysis inhibition both contribute to the antiproliferative action of 2-deoxyglucose in breast cancer cells. Breast Cancer Res. Treat. 2018;171:581–591. doi: 10.1007/s10549-018-4874-z. [DOI] [PubMed] [Google Scholar]
- 50.Marçais A, et al. The metabolic checkpoint kinase mTOR is essential for IL-15 signaling during the development and activation of NK cells. Nat. Immunol. 2014;15:749–757. doi: 10.1038/ni.2936. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Chang C, et al. Metabolic competition in the tumor microenvironment is a driver of cancer progression. Cell. 2015;162:1229–1241. doi: 10.1016/j.cell.2015.08.016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Pfeifer C, et al. Natural killer cell education is associated with a distinct glycolytic profile. Front. Immunol. 2018;9:1–11. doi: 10.3389/fimmu.2018.03020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Song Y, et al. IL-12/IL-18-preactivated donor NK cells enhance GVL effects and mitigate GvHD after allogeneic hematopoietic stem cell transplantation. Eur. J. Immunol. 2018;48:670–682. doi: 10.1002/eji.201747177. [DOI] [PubMed] [Google Scholar]
- 54.Huber, C. M., Doisne, J. M. & Colucci, F. IL-12/15/18-preactivated NK cells suppress GvHD in a mouse model of mismatched hematopoietic cell transplantation. Eur. J. Immunol. 1727–1735 (2015) doi:10.1002/eji.201445200. [DOI] [PMC free article] [PubMed]
- 55.Wang Z, et al. Glycolysis and oxidative phosphorylation play critical roles in natural killer cell receptor-mediated natural killer cell functions. Front. Immunol. 2020;11:1–17. doi: 10.3389/fimmu.2020.00001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Sinclair, L. V, Barthelemy, C. & Cantrell, D. A. Single Cell Glucose Uptake Assays: A Cautionary Tale. Immunometabolism 2, 1–13 (2020). [DOI] [PMC free article] [PubMed]
- 57.Cichocki F, et al. ARID5B regulates metabolic programming in human adaptive NK cells. J. Exp. Med. 2018;215:2379–2395. doi: 10.1084/jem.20172168. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.O’Sullivan TE, Johnson LR, Kang HH, Sun JC. BNIP3- and BNIP3L-mediated mitophagy promotes the generation of natural killer cell memory. Immunity. 2015;43:331–342. doi: 10.1016/j.immuni.2015.07.012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Keppel MP, Saucier N, Mah AY, Vogel TP, Cooper MA. Activation-specific metabolic requirements for NK Cell IFN-γ production. J. Immunol. 2015;194:1954–1962. doi: 10.4049/jimmunol.1402099. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Schafer JR, et al. Education-dependent activation of glycolysis promotes the cytolytic potency of licensed human natural killer cells. J. Allergy Clin. Immunol. 2019;143:346–358.e6. doi: 10.1016/j.jaci.2018.06.047. [DOI] [PubMed] [Google Scholar]
- 61.Andresen L, et al. 2-Deoxy d-Glucose prevents cell surface expression of NKG2D ligands through inhibition of N-linked glycosylation. J. Immunol. 2012;188:1847–1855. doi: 10.4049/jimmunol.1004085. [DOI] [PubMed] [Google Scholar]
- 62.Terrén I, et al. Modulating NK cell metabolism for cancer immunotherapy. Semin. Hematol. 2020;57:213–224. doi: 10.1053/j.seminhematol.2020.10.003. [DOI] [PubMed] [Google Scholar]
- 63.Guerra L, Bonetti L, Brenner D. Metabolic modulation of immunity: a new concept in cancer immunotherapy. Cell Rep. 2020;32:107848. doi: 10.1016/j.celrep.2020.107848. [DOI] [PubMed] [Google Scholar]
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Supplementary Materials
Data Availability Statement
The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.