| Literature DB >> 29166588 |
Madhav Kishore1, Kenneth C P Cheung1, Hongmei Fu1, Fabrizia Bonacina2, Guosu Wang1, David Coe1, Eleanor J Ward1, Alessandra Colamatteo3, Maryam Jangani1, Andrea Baragetti2, Giuseppe Matarese4, David M Smith5, Robert Haas1, Claudio Mauro1, David C Wraith6, Klaus Okkenhaug7, Alberico L Catapano8, Veronica De Rosa3, Giuseppe D Norata9, Federica M Marelli-Berg10.
Abstract
Migration of activated regulatory T (Treg) cells to inflamed tissue is crucial for their immune-modulatory function. While metabolic reprogramming during Treg cell differentiation has been extensively studied, the bioenergetics of Treg cell trafficking remains undefined. We have investigated the metabolic demands of migrating Treg cells in vitro and in vivo. We show that glycolysis was instrumental for their migration and was initiated by pro-migratory stimuli via a PI3K-mTORC2-mediated pathway culminating in induction of the enzyme glucokinase (GCK). Subsequently, GCK promoted cytoskeletal rearrangements by associating with actin. Treg cells lacking this pathway were functionally suppressive but failed to migrate to skin allografts and inhibit rejection. Similarly, human carriers of a loss-of-function GCK regulatory protein gene-leading to increased GCK activity-had reduced numbers of circulating Treg cells. These cells displayed enhanced migratory activity but similar suppressive function, while conventional T cells were unaffected. Thus, GCK-dependent glycolysis regulates Treg cell migration.Entities:
Keywords: CD28; CTLA-4; glycolysis; mTOR; metabolism; migration; regulatory T cells
Mesh:
Substances:
Year: 2017 PMID: 29166588 PMCID: PMC5714502 DOI: 10.1016/j.immuni.2017.10.017
Source DB: PubMed Journal: Immunity ISSN: 1074-7613 Impact factor: 31.745
Figure 1Glycolysis Fuels Treg Cell Migration
(A–E) Ex vivo expanded Treg cells pre-treated with the indicated drugs or vehicle for 4 hr were left to migrate through 3 μm-pore transwells layered with IFN-γ-treated syngeneic EC monolayers (A–C) or in response to chemokine CCL22 through bare-filter 5 μm-pore transwells (D and E). Results are expressed as percentage of migrated cells after 24 hr (A–C, n = 4, N = 2) or at the indicated time points (D, n = 3) ± SD. The fold increase in migration was calculated by dividing experimental migration by spontaneous migration measured at 6 hr in two experiments of identical design performed in triplicates ± SD.
(F–K) Drug- or vehicle-treated Treg cells labeled with PKH26 were injected i.v. into syngeneic recipients treated with IFN-γ i.p. 48 hr earlier. Cells were harvested from the indicated tissues after 24 hr and analyzed by flow cytometry. Representative dot plots from 3 animals are shown in (F), (H), and (J). The mean absolute number of labeled cells recovered in 4 animals ± SD is shown in (G), (I), and (K) (N = 1).
(L and M) Representative histograms from 3 independent experiments of Treg cells stimulated with plastic-bound recombinant (r)ICAM-1 or human IgG Fc fragments (Fc) for 45 min and then re-suspended in medium containing the glucose uptake indicator 6-NBDG for 10 min. The mean MFI ± SD is shown in (M).
(N and O) ECAR of ICAM-1- (N) or CCL22-stimulated (O) cells was measured by an extracellular flux analyzer (Seahorse). Ig Fc or medium was used as a control. Recombinant molecules and glucose were added at the time points indicated (±SD n = 5, N = 2).
∗p < 0.05, ∗∗p < 0.005. Please see also Figure S1.
Figure 2Treg Cell Migration Is Regulated by Co-stimulatory Receptors via Induction of Glycolysis
(A and B) Representative histograms from 3 independent experiments of antibody-stimulated Treg cells incubated with 6-NBDG for 10 min prior to analysis. The non-fluorescent glucose analog 2-DG was used as a negative control. The mean MFI ± SD is shown in (B) (N = 3).
(C) ECAR of antibody-stimulated Treg cells was measured by fluxometry. Antibodies (Ab) and D-glucose were injected at the indicated time points ± SD.
(D–F) ECAR (±SD) was measured in WT or Ctla4 Treg cells either unstimulated (D) or previously stimulated with recombinant CD80 or Fc fragments for 30 min (E and F). D-glucose was injected as indicated by the green line.
(G) Migration of rCD80- or Fc-stimulated Ctla4 and WT Treg cells through syngeneic IFN-γ-treated EC monolayers. Results are expressed as mean percentage of migrated cells at 24 hr ± SD n = 3, N = 4.
(H) Migration of antibody-stimulated Treg cells re-suspended in either glucose-free or glucose-reconstituted medium through IFN-γ-treated syngeneic EC monolayers, expressed as percentage of migrated cells after 24 hr ± SD (n = 3, N = 4).
(K) Antibody-stimulated Treg cells labeled with PKH26 (red) were injected i.p. in C57BL/6 mice given IFN-γ i.p. 48 hr earlier. 6-NBDG (green) was injected i.p. immediately after. Peritoneal membranes were removed 1 hr later, counterstained with DAPI and imaged by wide-field fluorescence microscopy to determine the number of infiltrating cells and 6-NBDG uptake by the infiltrating cells. Representative images from 2 independent experiments are shown in (I). The mean number of cells counted in 10 10× fields from 4 recipients ± SD and the mean total cell fluorescence of 6-NBDG from 10–12 cells from 3 10× fields ± SD are shown in (J) and (K), respectively (n = 4, N = 2).
∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.005. Please see also Figure S2.
Figure 3CD28-Induced Migration and Metabolic Reprogramming Require PI3K but Not mTORC-1 Activation
WT and Cd28Y170F mice received an i.p. injection of Zymosan. Samples were collected either before or 72 hr after the injection. The presence of Treg cells in the indicated tissues was measured by flow cytometry.
(A) Representative dot plots from 2 independent experiments.
(B) The mean percentage of cells measured in two experiments of identical design ± SD.
(C and D) Ratio of cells retrieved in the indicated tissues over time ± SD (n = 3).
(E) ECAR (±SD) of antibody-stimulated Cd28Y170F and WT Treg cells was compared using fluxometry. n = 4, N = 2.
(F) Migration of antibody-stimulated Cd28Y170F and WT Treg cells through IFN-γ-treated EC monolayers. Results are expressed as mean percentage of migrated cells after 24 hr ± SD. N = 4.
(G–J) Equal numbers of antibody-stimulated PKH26-labeled WT or Cd28Y170F Treg cells were injected i.v. into syngeneic mice treated with IFN-γ i.p. 48 hr earlier. Cells were harvested from the indicated tissues 24 hr later, counter-stained for Foxp3, and analyzed by flow cytometry. Representative dot plots of 2 independent experiments are shown in (G) and (I). The bar graphs in (H) and (J) indicate mean absolute numbers of labeled cells (n = 4, N = 2) ± SD.
∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.005. Please see also Figure S3.
Figure 4Pro-migratory Stimuli Induce Metabolic Reprogramming of Treg Cells
(A and B) Expression of the indicated enzymes in Treg cells was measured 4 hr after antibody stimulation by western blotting. In (B) the mean relative expression measured by densitometric analysis in 3 independent experiments ± SD is shown.
(C) Expression of the indicated enzymes by CD28- or LFA-1-stimulated Treg cells measured by western blotting at the indicated time points.
(D–G) Relative mRNA expression of GCK (D) and GCKR (E) and cellular protein expression (F and G) by antibody-stimulated Treg cells was measured by RT-PCR and confocal microscopy, respectively. In (G) the mean MFI ± SEM measured using ImageJ software is shown. N = 3. Scale bar 20 μm.
(H) AZD1656 (GCK activator, 1 μM) and vehicle-treated Treg cells (2 hr in insulin-free medium) were labeled with different intravital fluorescent dyes, and co-injected into syngeneic recipients that had received IFN-γ i.p. 48 hr earlier. Cells were recovered from the peritoneum or spleen after 24 hr and analyzed by flow cytometry. Representative dot plots from 2 independent experiments are shown. The bar graphs indicate mean absolute number of labeled cells retrieved ± SD (n = 4, N = 2).
(I and J) expression of PCNA by Treg cells stimulated with allogeneic DCs following treatment with either AZD1656 (I) or Clotrimazole (CLT, 1 μM, 2 hours, J) or vehicle alone was measured by flow cytometry. NS, non-stimulated control cells. Representative histograms from 3 independent experiments are shown. (n = 3, N = 3).
(K) ECAR of Treg cells activated with recombinant ICAM-1 or Fc control. CLT or vehicle as well as other glycolysis-affecting drugs were added as indicated.
(L) CLT- or vehicle-treated Treg cells underwent CD28 or isotype-matched antibody stimulation, labeled with different intravital fluorescent dyes, and injected i.v. in syngeneic recipients that had received IFN-γ i.p. 48 hr earlier. Cells were recovered from the peritoneum (P) or spleen (S) after 24 hr and analyzed by flow cytometry. Representative dot plots from 2 independent experiments are shown. The column graphs indicate mean absolute number of labeled cells retrieved ± SD (n = 3, N = 2).
∗p < 0.05 ∗∗∗p < 0.005; ∗∗∗∗p < 0.001. Please see also Figure S4.
Figure 5mTORC2 Controls Metabolic Reprogramming Induced by Pro-migratory Stimuli
(A) Phosphorylation of AKT at Thr308 and Ser473 in Treg cells activated with CD28- or IsC-antibody ligation was measured by immunoblotting.
(B) Treg cells were virally transfected with Rictor-specific or GCK-specific or non-sense (PLKO.1) sh-RNAs, as described in STAR Methods. Expression of GCK was measured by immunoblotting 24 hr later.
(C–E) Expression of GCK and GCKR by control or Rictor-deficient Treg cells following CD28 or LFA-1 activation for 45 min. Bar graphs (D and E) show the mean protein expression (Total cell fluorescence) measured in 3 independent experiments by ImageJ software ± SD. Scale bar, 40 μm.
(F–I) ECAR of CD28- or LFA-1-stimulated Rictor- and GCK-deficient and control T cells was measured with an extracellular flux analyzer. A glycolysis stress assay was performed by adding the indicated compounds at the time points indicated by the green lines. The basal and maximal glycolysis and the glycolytic reserve are shown in (G), (H), and (I), respectively (±SEM). N = 2.
∗p < 0.05 ∗∗∗p < 0.005; ∗∗∗∗p < 0.001. Please see also Figure S5.
Figure 6Rictor-Deficient Treg Cells Display Impaired Motility
(A–E) CD28-stimulated or IsC-treated PLKO.1, Rictor- or GCK-deficient Treg cells were labeled with PKH26 and co-injected i.v. with identical numbers of IsC-treated CFSE-labeled cells in syngeneic recipients treated with IFN-γ 48 hr earlier. The presence of differently labeled cells in the indicated organs was assessed by flow cytometry 24 hr later. Representative dot plots from 3 independent experiments are shown on top in (A), (B), and (C). The bar graphs in (A), (B), and (D) indicate mean absolute number of labeled Treg cells recovered in the indicated tissues from 4 different recipients ± SD (N = 3). The bar graph in (E) shows the ratio of Treg cells recovered in the lung and the spleen (n = 4) ± SD.
(F and K) Control and ShGCK Treg cell migration through 5 or 3 μm pore bare-filter transwells in response to CCL22 (F) or CXCL10 (K). Results are expressed as percentage of migrated cells at the indicated time points ± SD (n = 3).
(H–J) BALB/c-derived skin was grafted onto C57BL/6 recipients who had received mock-transduced, Rictor- or GCK-depleted Treg cells or no cells 24 hr earlier. Graft rejection was monitored daily (H). Some grafts were removed 5 days post-grafting and the presence of fluorescently labeled Treg cells in the indicated tissue was assessed by widefield fluorescence microscopy. Representative images of grafts and spleens from 2 independent experiments are shown in (I). The bar graphs (J) indicate the mean number of labeled cells detected in at least 10 10× tissue images from each animal ± SD (n = 8).
∗p < 0.05 ∗∗p < 0.01; ∗∗∗p < 0.005. Please see also Figure S6.
Figure 7Treg Cells Bearing a Loss-of-Function GCKR Allele Display Enhanced Motility
(A) Cell number/mL of Treg cells (CD4+CD25hiCD127lo) in carriers of the allele P446L compared to individuals carrying the WT allele (P446).
(B) Dot plots representative of 25 individuals analyzed.
(C–E) CD4+ lymphocyte subpopulations, defined as naive (CD45RA+), central memory (CD45RO+CD62L+CCR7+), and effector memory (CD45RO+CD62L−CCR7−) in the two study populations.
(F and G) Migratory responses of Treg (F) and Tconv (G) cells from eight P446L-GCKR carriers or WT-GCKR individuals to the chemokines CCL19 and CCL21 were measured by bare-filter 5 μm diameter transwells.
(H and I) The percentage of T cells expressing CCR7, receptor for the chemokines CCL19 and CCL 21 used in the migration assays, from P446L-GCKR carriers (n = 8) and WT-GCKR (n = 8) subjects are shown.
∗p < 0.05. Please see also Figure S7.
| REAGENT or RESOURCE | SOURCE | IDENTIFIER |
|---|---|---|
| Mouse Anti-CD3-PECY7 | Biolegend | 100220; RRID: |
| Mouse Anti-CD4-PE | eBioscience | 12-0042-82; RRID: |
| Mouse Anti-Foxp3-APC | eBioscience | 77-5775-40; RRID: |
| Mouse Anti-CD8-APC | eBioscience | 11-0081-82; RRID: |
| Mouse Anti-CD11a-PE-FITC | eBioscience | 11-0111-81; RRID: |
| Mouse Anti-CD11c-AF647 | Biolegend | 117312; RRID: |
| Mouse Anti-CD14-PE | eBioscience | 12-0141-82; RRID: |
| Mouse Anti-CD25-PECY7 | eBioscience | 12-0251-81; RRID: |
| Mouse Anti-CD28-PE | eBioscience | 12-0281-82; RRID: |
| Phospho-Akt1 (Ser473)- APC | eBioscience | Cat # 17-9715-41; RRID: |
| Mouse Anti-CD29-APC/CY7 | Biolegend | 102226; RRID: |
| Mouse Anti-CD31-PE | eBioscience | 12-0311-81; RRID: |
| Mouse Anti-CD40-PE-FITC | Biolegend | 124607; RRID: |
| Mouse Anti-CD49d-PE | Biolegend | 103705; RRID: |
| Mouse Anti-CD54-PE-FITC | Biolegend | 116105; RRID: |
| Mouse Anti-Glut1-PE | Novusbio | NB110-39113PE |
| Mouse Anti-CD62L-FITC | Biolegend | 104405; RRID: |
| Mouse Anti- CCR4-APC | Biolegend | 131211; RRID: |
| Mouse Anti-CCR7-APC | Biolegend | 120107; RRID: |
| Anti- LPAM-1-APC | Biolegend, | 120607; RRID: |
| anti-hexokinase-1- C35C4 | Cell signaling | Cat.# 2024 |
| anti-CPT1A-D3B3 | Cell signaling | Cat.# 12252 |
| anti-enolase-1 | Cell signaling | Cat.# 3810; RRID: |
| anti-aldolase A | Cell signaling | Cat.# 3188; RRID: |
| p-S6 (Ser240 and Ser244) | Cell signaling | Cat.# 2215; RRID: |
| anti-S6-5G10 | Cell signaling | Cat.# 2217; RRID: |
| Phospho-Akt (Ser473) Antibody | Cell signaling | #9271; RRID: |
| Akt (pan) (C67E7) Rabbit mAb | Cell signaling | #4691; RRID: |
| anti-GCK -H88 | Santa Cruz Biotechnology | Cat.# SC7908; RRID: |
| anti-actin-I19 | Santa Cruz Biotechnology | Cat.# SC1616; RRID: |
| anti-Erk1/2 (H72) | Santa Cruz Biotechnology | Cat.# SC292838; RRID: |
| rat anti-mouse CD8 depletion antibody, clone 53-6.7 | eBioscience | 14-0081-82; RRID: |
| anti-mouse CD3 | eBiosciences | Cat# 16-0032-85; RRID: |
| anti-mouse CD28 | eBiosciences | Cat# 16-0281-86; RRID: |
| hamster anti-mouse CD28 (clone: 37.52), | Bio-Rad | Cat# MCA1363; RRID: |
| goat anti-hamster immunoglobulin (Ig) | Bio-Rad | Cat# STAR104; RRID: |
| anti-mouse CTLA-4 (clone: UC10-4F10-11) | Becton Dickinson | Cat# 553718 |
| hamster IgG isotype control | Bio-Rad | Cat# MCA2356; RRID: |
| Human IgG Fc fragment | Merck Millipore | AG714; RRID: |
| DAPI (4’,6-diamidino-2-phenylindole) | LifeTechnologies | Cat# D1306; RRID: |
| alpha 1 Na,K-ATPase antibody [M8-PI-A3] | Abcam | ab2872; RRID: |
| Rabbit Anti-mouse Rictor | Abcam | ab70374; RRID: |
| Anti-Glucokinase | Abcam | ab88056; RRID: |
| Rabbit-Anti-mouse Rictor (H-11) | Santa Cruz Bi | sc-271081; RRID: |
| tetramethyl rhodamine B isothiocyanate-phalloidin | SIGMA | P1951; RRID: |
| Alexa Fluor 555 goat anti-mouse Ig | Biolegend | 405324; RRID: |
| FITC Donkey anti-rabbit IgG | Biolegend | 406403; RRID: |
| Hexokinase 1 | Abcam | ab65069; RRID: |
| HK2 | Abcam | ab76959; RRID: |
| Mouse anti-Human CD3-Alexa Fluor 700 | eBioscience | 56-0038-80; RRID: |
| Mouse anti-Human CD4-APC | BD Biosciences | 555349 |
| Mouse anti-Human CD25-PerCP Cyanine 5.5 | eBioscience | 45-0259-41; RRID: |
| Mouse anti-Human CD127-PE | eBioscience | 12-1278-42; RRID: |
| Mouse anti-Human CD152 (CTLA-4)-BV786 | BD Biosciences | 563931 |
| Mouse IgG2a, κ Isotype Control-BV786 | BD Biosciences | 563732 |
| Mouse anti-Human CD357(AITR/GITR)-PE-eFluor 610 | eBioscience | 61-5875-41; RRID: |
| Mouse IgG1 K Isotype Control PE-eFluor 610 | eBioscience | 61-4714-80; RRID: |
| Mouse anti-Human CD69-PECy7 | eBioscience | 25-0699-41; RRID: |
| Mouse anti-Human CD45RA-FITC | BD Biosciences | 555488; RRID: |
| Mouse anti-Human CD197 (CCR7)-PE | BD Biosciences | 552176; RRID: |
| Mouse anti-Human Ki67-eFluor 450 | eBioscience | 48-5699-41; RRID: |
| Mouse anti-Human FoxP3-APC | eBioscience | 17-4777-41; RRID: |
| ProLong Gold Antifade | LifeTechnologies | P36930 |
| Type IV Collagenase | Sigma, | Cat# C5138 |
| trypsin/ (EDTA) | GIBCO | Cat# E7889 |
| DMEM | GIBCO, | Cat# 11966-025 |
| 10% FBS | Seralab, | Cat# A210009 |
| Dulbecco’sModified Eagle media (DMEM) | GIBCO | Cat# 41966-052 |
| glutamine | GIBCO | Cat# 250-30 |
| 2-Mercaptoethanol (2-ME) | GIBCO | Cat# 31350-010 |
| sodium pyruvate | GIBCO, | Cat# 11360-039 |
| HEPES | GIBCO | Cat# 15630-056 |
| non-essential amino acids | GIBCO, | Cat# 11140-050 |
| trypsin/EDTA | GIBCO | Cat# T4049 |
| murine IFN-γ | PeproTech | Cat# 315-05 |
| Red blood cell lysis buffer | Sigma-Aldrich, | Cat# R7757 |
| RPMI 1640 medium | GIBCO | Cat# 21875-034 |
| GMCSF hybridoma | Dr. Jian-Guo Chai | NA |
| Murine TNF alpha | Peprotech | Cat# 315-01A |
| Zymosan | Sigma-Aldrich | Cat# z4250 |
| mitomycin C | Sigma-Aldrich | Cat# M4287 |
| Recombinant human IL-2 | Roche | Cat# 10799068001 |
| Recombinant murine CCL22 | Peprotech | Cat # 250-23 |
| succinimidyl ester dyes CFSE | Invitrogen | Cat# C1157 |
| PKH26 | Sigma-Aldrich | Cat# PKH26GL-1KT |
| DDAO-SE | Invitrogen | Cat# C34553 |
| OCT | Thermo Fisher Scientific | Cat# 12678646 |
| glucose free T cell medium | GIBCO | Cat# 11879-020 |
| 6-NBDG | Life Technologies, | Cat# N23106 |
| RNeasy Mini Kit (50) | QIAGEN | Cat No./ID: 74104 |
| iQ SYBR Green Supermix | Biorad | #1708880 |
| High-Capacity RNA-to-cDNA Kit | Life Technologies, | 4387406 |
| TaqMan human L 750 uL 80X – assay ID: C___2862880_1_ | Applied Biosystem | 4351374 |
| TaqMan MasterMix 50 ML | Applied Biosystem | 4371357 |
| 4–20% Mini-PROTEAN TGX Precast Protein Gels | Biorad | #4561096 |
| Recombinant Mouse ICAM-1-Fc Chimera | Biolegend | 553004 |
| Recombinant human MIP-3β (CCL19) | Peprotech | 300-29B |
| Recombinant human Exodus-2 (CCL21) | Peprotech | 300-35 |
| Recombinat human IL-2 | Peprotech | 200-02 |
| Anti-Human CD3 Purified | eBioscience | 14-0039-82 |
| Anti-Human CD28 Purified | eBioscience | 14-0289-82 |
| 1-step Fix/lyse solution | eBioscience | 00-5333-54 |
| UltraComp eBeads | eBioscience | 01-2222-42 |
| Ficoll-Plaque PREMIUM | GE-Healthcare | 17-5442-03 |
| Dynabeads FlowComp Mouse CD4+CD25+ Treg Cells Kit | Invitrogen | Cat#11463D |
| XF assay medium | Agilent Technologies | Cat# 102365-100 |
| Seahorse XF Cell Mito Stress Test Kit | Agilent Technologies | 103015-100 |
| Seahorse XF Glycolysis Stress Test Kit | Agilent Technologies | 103020-100 |
| Anti-Mouse/Rat Foxp3 Staining Set APC | eBioscience | 77-5775-40 |
| Foxp3 / Transcription Factor Staining Buffer Set | eBioscience | 00-5523-00 |
| FlexiGene DNA kit | QIAGEN | 51206 |
| CD4+CD25+ Regulatory Tcell isolation kit, human | Miltenyi Biotec. | 130-09-301 |
| Primary microvascular endothelial cells | NA | ( |
| Bone marrow-derived dendritic cells | This paper | NA |
| CD4+CD25+ Treg cells | This paper | NA |
| HEK293T | ATCC | CRL-11268 |
| CD4+ effector T primary cells | This paper | NA |
| C57BL/6 mice | The Jackson laboratory | 000664 |
| CBA/Ca mice | The Jackson laboratory | 000654 |
| BALB/c mice | The Jackson laboratory | 000651 |
| Dr B Malissen | NA | |
| Dr Klaus Okkenhaug | ( | |
| Glucokinase (hexokinase 4) primer: F:CAACTGGACCAAGGGCTTCAA; R:TGTGGCCACCGTGTCATTC | this paper | NA |
| Glut1: F:CACTGTGGTGTCGCTGTTTG; R:ATGGAATAGGACCAGGGCCT | this paper | NA |
| Hexokinase I: F:ATGATCGCCGCGCAACTAC; R:AGAGCCGCATGGCATACAGA | this paper | NA |
| Hexokinase II: F:CCGTGGACTGGACAACCTCA; R:CGTCACATTTCGGAGCCAGA | this paper | NA |
| Rictor: F:TCCCTCTAAGTTCTCGGGGA; R:TTAATGGTCAGAAGCCCGGT | this paper | NA |
| Glucokinase Regulator: F:CAGCGTGAGTTAAGCACCAA; R:TCAGTGATGGAGCACCTGAG | this paper | NA |
| Serpinb9: F:CAGAGTTGTTGTCAGGTGGC; R:CGACACATCATCTGCACTGG | this paper | NA |
| GAPDH: F:AGAACGGGAAGCTTGTCATCA; R:GACCTTGCCCACAGCCTTG | this paper | NA |
| CCR4: F:TGGTGGAGCTTGAAGTCCTT; R:GGACATGTCAGCCGAGTAGA | this paper | NA |
| CCR7: F:GGGCTGGTGATACTGACGTA; R:ACACAGGTAGACGCCAAAGA | this paper | NA |
| CD103: F:GGGTCCTACTTTGGCTCTGT; R:GTGTGTGTGCCAAGGAGAAG | this paper | NA |
| CD62L: F:GGGAACGAGACTCTGGGAAA; R:ACCACATACTGACACTGGGG | this paper | NA |
| CD69: F:AAGGACCATGGCACCAGTAT; R:AGGTAGCAACATGGTGGTCA | this paper | NA |
| CXCR3: F:GGGGTCTCTGTCTGCTCTTT; R:CCTCATAGCTCGAAAACGCC | this paper | NA |
| CD11a: F:TCCGGAAAGTGGAGATGC T; R:GAAGTCTTCCCAGGAGCTGT | this paper | NA |
| CD49d: F:AGCCGTTGGTGCATTTCAAT; R:TGTAGCCTGGGACCTCTTTG | this paper | NA |
| pLKO.1 target gene set Gck | Sigma | TRCN0000012401 |
| pLKO.1 target gene set Raptor | Sigma | TRCN0000077472 |
| pLKO.1 – scramble shRNA | Addgene | Plasmid #1864 |
| pLKO.1 target gene set Rictor | Sigma | TRCN0000123394 |
| pMD2.G | Addgene | Plasmid #12259 |
| pRSV-Rev | Addgene | Plasmid #12253 |
| pMDLg/pRRE | Addgene | Plasmid #12251 |
| Graphpad prism | Graphpad | |
| SPSS version 21 | IBM Corporation | |
| Flow Jo_v10 | FlowJo | |
| Microscopy Imaging software | AxioVision Rel.4.8 | |
| ImageJ | ImageJ | |
| Confocal microscopy | Leica LAS software | NA |
| Adobe Phothoshop | Adobe systems | NA |
| NovoExpress | Acea Bioscience, Inc. | https://aceabio.com/products/novocyte/ |