Abstract
How cell metabolism regulates DNA repair is incompletely understood. Here, we define a GTP-mediated signaling cascade that links metabolism to DNA repair and has significant therapeutic implications. GTP, but not other nucleotides, regulates the activity of Rac1, a guanine nucleotide-binding protein, that promotes the dephosphorylation of serine 323 on Abl-interactor 1 (Abi-1) by protein phosphatase 5 (PP5). Dephosphorylated Abi-1, a protein previously not known to activate DNA repair, promotes non-homologous end joining. In patients and mouse models of glioblastoma, Rac1 and dephosphorylated Abi-1 mediate DNA repair and resistance to standard of care genotoxic treatments. The GTP-Rac1-PP5-Abi-1 signaling axis is not limited to brain cancer, as GTP supplementation promotes DNA repair and Abi-1-S323 dephosphorylation in non-malignant cells and protects mouse tissues from genotoxic insult. This unexpected ability of GTP to regulate DNA repair independently of deoxynucleotide pools has important implications for normal physiology and cancer treatment.
Keywords: GTP signaling pathway, Rac1 pathway, Abl interactor 1(Abi-1), Phosphorylation and Dephosphorylation, NHEJ DNA Repair, Radioresistance, Radioprotection
INTRODUCTION
Genotoxic therapy is a cornerstone of cancer treatment. In glioblastoma (GBM), the most common and aggressive primary brain cancer in adults, genotoxic radiation (RT) and temozolomide (TMZ) are standard of care treatments. The DNA damage response (DDR) controls the efficacy and toxicity of genotoxic therapy. The ability to rapidly repair RT- and TMZ-induced DNA damage causes treatment resistance and recurrence in GBM (1,2). Cancers with an impaired DDR are more sensitive to genotoxic agents such as RT (3), while patients with defective germline DDR have increased normal tissue toxicity from genotoxic therapy (4,5). Understanding the biology of the DDR has provided the opportunity to develop new drugs that could be used to augment the efficacy of genotoxic therapies (6). Indeed, inhibitors of the DDR are currently being investigated in combination with genotoxic agents for numerous cancers including GBM (7,8), though the risk for increased normal tissue toxicity from this approach could limit its efficacy.
Metabolism regulates cellular phenotypes, including the DDR. Our group and others have found links between metabolic processes, the DDR and resistance to genotoxic therapies such as RT and TMZ (9–11). Metabolites can regulate phenotypes through diverse mechanisms including regulating reactive oxygen species, driving macromolecule synthesis, activating signaling pathways and providing chemical energy. The molecular links between metabolites and the DDR have only been elucidated in a handful of cases. Metabolites that promote antioxidant synthesis can mitigate RT-induced toxicity by preventing oxidative DNA damage (12). Drugs such as gemcitabine and 5-FU deplete deoxynucleotides, cause cell cycle arrest, replication stress and increased RT efficacy. Both drugs are clinically used in combination with RT to treat a variety of cancers (13,14). More recently, groups have discovered that oncometabolites can impair homologous recombination by disrupting chromatin methylation at sites of DNA damage. This detailed understanding has led to clinical trials using PARP inhibitors, which are selectively efficacious in cancers lacking homologous recombination, in combination with genotoxic agents for these cancers(9,15,16). A mechanistic understanding of how metabolites regulate the DDR thus can have direct implications for patients.
In the present work, we define therapeutically relevant molecular links between nucleotide metabolism and the DDR in cancers and normal tissues. We find that GTP, but not other purines or pyrimidines, is the critical nucleotide that controls the DDR, which it does by regulating non-homologous end joining (NHEJ). Because only GTP regulated NHEJ, we reasoned that GTP-dependent signaling might be responsible for this regulation, rather than the ability for GTP to serve as a precursor for RNA or DNA, which it shares among other nucleotides. Using phosphoproteomics and a variety of molecular biology techniques and targeted assays, we identify a GTP-dependent dephosphorylation event on the protein Abl-interactor 1 (Abi-1) that regulates NHEJ. The dephosphorylation of Abi-1, a protein with no prior known role in DNA repair, depends on the activity of the guanine nucleotide-binding protein (G protein) Rac1 and protein phosphatase 5. Modulating both Rac1 and Abi-1 activity affects the sensitivity of GBM to genotoxic therapies. These observations extend beyond GBM to normal tissues. Administration of guanosine, a GTP precursor that elevates GTP levels, promotes Abi-1 dephosphorylation in non-transformed cells and protects against normal tissue toxicity induced by RT and genotoxic chemotherapy. This surprising ability of GTP to regulate DNA repair independently of deoxynucleotide pools has important implications for normal physiology and the treatment of cancer.
RESULTS
GTP Promotes DSB Repair through NHEJ.
We previously found that purines, but not pyrimidines, promote double-strand break (DSB) repair after RT in GBM (11). The purine responsible for this regulation and its mechanistic details are unknown. To begin to understand these links, we first supplemented patient-derived neurosphere and immortalized GBM cell lines with the cell-permeable GTP precursor guanosine or the ATP precursor adenosine and assessed DSB repair after RT by measuring γ-H2AX (S139) foci formation and resolution by immunofluorescence (IF) as described previously (11). We found that guanosine, but not adenosine, supplementation decreased γ-H2AX foci at 4 h following RT in GBM neurosphere (Fig. 1A; Supplementary Fig. S1A) and immortalized cell lines (Fig. 1B; Supplementary Fig. S1B–S1D). Furthermore, silencing the rate-limiting enzymes of GTP (IMPDH1 and IMPDH2) but not ATP (ADSS1 and ADSS2) synthesis slowed DSB repair in both neurosphere and immortalized GBM cell models. These effects could be rescued by guanosine supplementation (Fig. 1C; Supplementary Fig. S1E & S1F), which elevates GTP levels in an IMPDH-independent fashion. Pharmacologic inhibition of purine synthesis by AG2037, which depletes both GTP and ATP synthesis by inhibiting GARFT, an upstream enzyme in de novo purine synthesis (17), slowed the repair of RT-induced DSBs. This activity was rescued by guanosine, but not adenosine, supplementation (Fig. 1D; Supplementary Fig. S1G). Thus, we identified guanine-containing nucleotides as key mediators of DSB repair after RT in GBM models.
Figure 1. GTP promotes DSB repair through NHEJ.

(A & B) Cells of the indicated line were treated with adenosine (A; 50 μM), guanosine (G; 50 μM) or pooled purine and pyrimidine nucleosides (Nuc; 8x) for 24 h and retreated with the same doses of individual purine or pooled nucleosides 2 h before RT and harvested for γ-H2AX (S139) quantification by IF 4 h post-RT (n = 3 for panel A; n = 5 for panel B). Data are presented as mean ± SEM for (B). (C) Cells were transfected with a SMARTpool mixture of 4 siRNAs to target key enzymes of GTP or ATP synthesis and then treated with individual purines and/or radiation as above, followed by γ-H2AX quantification by IF (n = 3). (D) Cells were treated with AG2037 (150 nM) alone or combination with purines (A or G). Cells were harvested 4 h post-RT for γ-H2AX quantification by IF (n = 3). (E & F) Cells of the indicated line were treated with A (50 μM), G (50 μM), the GTP-only inhibitor mycophenolic acid (MPA, 10 μM), the dual GTP/ATP inhibitor AG2037 (150 nM) or their combinations and NHEJ was assessed using the qPCR-based pEYFP NHEJ system and normalized to untreated cells (n = 3 for panel E; n =3~4 for panel F). The DNAPK inhibitor (NHEJ-in) M3814 was used as a positive control. (G & H) Cells stably expressing the I-Scel-NHEJ reporter construct were treated with conditions identical to panels E & F and DNA damage was induced by infection with I-Scel adenovirus and NHEJ was assessed by quantifying the percentage of cells GFP positive 48 h later and normalized to untreated cells (n = 4 for panel G; n = 5 and mean ± SEM for panel H). “n” indicates the number of biological replicates. Two-tailed unpaired student’s t test *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001.
DSBs are primarily repaired through either non-homologous end joining (NHEJ) or homologous recombination (HR). Supplementation with GTP, but not ATP, precursors enhanced NHEJ as assessed by both qPCR- (Fig. 1E & 1F) and flow cytometry-based assays (Fig. 1G & 1H) in multiple cell lines. Both GTP depletion by mycophenolic acid (MPA), the FDA-approved IMPDH inhibitor (11) and combined GTP/ATP depletion by AG2037 (17) decreased NHEJ repair as assessed by both assays. Guanosine supplementation rescued the effects of both inhibitors, while adenosine supplementation did not (Fig. 1E–1H). Modulating GTP levels did not affect HR activity (Supplementary Fig. S1H) or the formation of RT-induced Rad51 foci, a marker of HR (Supplementary Fig. S1I & S1J). In support of the above findings, we performed mass spectrometry analysis to confirm that guanosine supplementation had the expected effects on GTP levels. Indeed, we found that both guanosine alone or guanosine combined with RT could elevate GTP levels, whereas the IMPDH inhibitor MPA could decrease GTP levels, which could be reversed by guanosine supplementation (Supplementary Fig. S1K). Thus, we conclude that GTP promotes DSB repair by promoting NHEJ.
Dephosphorylation of Abi-1-S323 Is Crucial to GTP-induced NHEJ.
Guanine-containing nucleotides were unique in promoting NHEJ, therefore we reasoned that a property distinct from their ability to contribute to RNA or DNA synthesis was responsible for this link. Distinct from other nucleotides, GTP can activate unique signaling pathways through its ability to activate G proteins or through its conversion to cyclic GMP. To determine if GTP-specific signaling linked purine levels to NHEJ, we performed a phosphoproteomic assay in patient-derived GBM neurospheres to identify phosphorylation or dephosphorylation events that were induced by DNA damage (RT), augmented by guanosine supplementation (G), and blocked by GTP depletion with mycophenolic acid (MPA, Fig. 2A). We identified approximately 17,000 phosphorylation sites, 2182 of which were candidate RT-induced phosphorylation events and 1913 candidate RT-induced dephosphorylation events. A single RT-induced phosphorylation site was potentiated by guanosine supplementation but blocked by GTP depletion with MPA, while five RT-induced dephosphorylation sites were augmented by guanosine supplementation but blocked by GTP depletion with MPA (Fig. 2A). Of these six candidate sites, we prioritized serine 323 on Abl interactor 1 (Abi-1, Fig. 2B), which has no known role in DNA repair but does canonically bind to the small G protein Rac1 (18). Notably, Rac1 can respond to physiologic changes in GTP levels (19). Consistent with this notion, our phosphoproteomic data suggested that the dephosphorylation of Abi-1 S323 that was blocked by GTP depletion with MPA treatment and was restored when GTP pools were refilled using guanosine supplementation (Fig. 2B). Thus, we hypothesized that dephosphorylation of S323 on Abi-1 might be a GTP-regulated signaling event that regulates DNA repair.
Figure 2. Dephosphorylation of Abi-1-S323 is crucial to GTP-induced NHEJ.

(A) Schematic of phosphoproteomic assay, analysis pipeline and nomination of Abi-1-S323. (B) Levels of p-Abi-1-S323 as determined by phosphoproteomic assay. There is a DNA damage-induced dephosphorylation of Abi-1-S323 that is augmented by guanosine supplementation but blocked by GTP deprivation with mycophenolic acid (MPA). The effects of MPA are abrogated when guanosine supplementation is combined with MPA treatment (n = 1). (C) Cells were treated with MPA (10 μM) and/or G (50 μM) for 24 h and retreated with G (50 μM) 2 h before RT, followed by cell harvesting 4 h after RT for immunoblot assay (n = 3). (D & E) Control knockout (Cont-KO) or Abi-1 knockout (Abi-1-KO) cells were treated with MPA, G, and/or RT as before and harvested to assess γ-H2AX levels by immunoblot (panel D, n = 3) or foci quantification (panel E, n = 3). (F & G) Abi-1-KO cells were transfected with plasmids encoding wild type Abi-1, phospho-mimetic Abi-1 (S323D) or dephospho-mimetic Abi-1 (S323A) and treated as above, followed by immunoblot (panel F, n = 3) or γ-H2AX foci assay (panel G, n = 3). (H & I) Abi-1-KO cells were transfected with individual Abi-1 plasmid and treated with MPA and/or G overnight and retreated with G 2 h before transfection of linearized pEYFP products, followed by cell harvesting 24 h post transfection and qPCR assay with data normalized to Abi-1-WT control (DMSO-treated) cells. “n” indicates the number of biological replicates. Representative figures were shown for Figure (C), (D), and (F). Two-tailed unpaired student’s t test *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001.
To further interrogate this biology, we generated a phospho-Abi-1-S323 (p-Abi-1-S323) antibody and validated its specificity via immunoblot. The antibody showed a band at the expected molecular weight for Abi-1 in cells expressing wild type and phospho-mimetic Abi-1 (S323D), but not in cells expressing dephospho-mimetic Abi-1 (S323A) or with Abi-1 knocked out (Supplementary Fig. S2A). We confirmed our phosphoproteomic data using this p-Abi-1-S323 antibody by showing that p-Abi-1-S323 was decreased after RT and could be decreased further after guanosine supplementation but blocked by GTP depletion (Fig. 2C; Supplementary Fig. S2B).
To interrogate the role of Abi-1 and its dephosphorylation in the DDR, we generated Abi-1-knockout (KO) GBM cell lines and neurospheres using CRISPR-CAS9 (Fig. 2D). DSB repair was evaluated by immunoblot to detect γ-H2AX protein level and IF to detect γ-H2AX foci after DNA damage with RT. Consistent with our previous study (11) and initial findings (Fig. 1), repair of RT-induced DSBs was promoted by guanosine supplementation but blocked by GTP depletion in control-KO GBM cells. Cells with Abi-1-KO had increased γ-H2AX following RT suggestive of slow DSB repair. Furthermore, the amount of γ-H2AX in these cells following RT was no longer influenced by guanosine supplementation or GTP depletion (Fig. 2D & 2E; Supplementary Fig. S2C & S2D). These data suggest that Abi-1 plays a role in GTP-mediated DNA repair. To specifically interrogate the dephosphorylation of Abi-1-S323, we re-expressed WT, S323D/phospho-mimetic, or S323A/dephospho-mimetic Abi-1 into Abi-1-KO cells and evaluated γ-H2AX levels following RT by immunoblot and foci formation. DSB repair was slowed by re-expression of phospho-mimetic Abi-1 (S323D), but enhanced by dephospho-mimetic Abi-1 (S323A). Guanosine supplementation or GTP depletion only influenced DSB repair in cells expressing Abi-1-WT, but not in those expressing either point mutant (Fig. 2F & 2G; Supplementary Fig. S2E & S2F).
To examine which DSB pathway was regulated by Abi-1 dephosphorylation, we employed the linearized plasmid-based end-joining assay to interrogate NHEJ and the Rad51 foci assay to interrogate HR. Cells expressing Abi-1-S323A had enhanced NHEJ while those expressing Abi-S323D had impaired NHEJ. Further, NHEJ was no longer influenced by guanosine supplementation or GTP depletion in cells expressing these point mutants (Fig. 2H & 2I). Mutating Abi-1-S323 did not affect HR activity (Supplementary Fig. S2G & S2H). Together, these findings indicate that the GTP-induced dephosphorylation of Abi-1-S323 is critical for DSB repair through NHEJ. Furthermore, because GTP modulation no longer affected DSB repair or NHEJ in cells expressing mutated Abi-1 S323, our data suggest that the main role of GTP in promoting NHEJ and DSB repair is through promoting Abi-1 dephosphorylation rather than as acting as a physical component of newly synthesized nucleic acids.
Rac1 Controls the GTP-dependent Dephosphorylation of Abi-1-S323
We next sought to find out how changes in GTP levels cause the dephosphorylation of Abi-1-S323 to promote DNA repair. Abi-1 canonically binds to the G protein Rac1 (18) and promotes actin cytoskeleton remodeling and cell mobility (20). To determine if Rac1 promotes Abi-1-S323 dephosphorylation and subsequent DNA repair, we introduced three Rac1 plasmids (Rac1-WT, dominant negative mutant Rac1-T17N and active mutant Rac1-Q61L) and confirmed their activity using a Rac1 activity assay (Supplementary Fig. S3A). Cells treated with guanosine to increase GTP levels had increased Rac1 activity after radiation. GTP depletion with MPA blocked Rac1 activity in cells expressing the Rac1-WT plasmid. Cells expressing constitutively active Rac1-Q61L mutant maintained high Rac1 activity, whereas those expressing dominant negative -T17N mutant showed minimal Rac1 activity after RT. Rac1 activity was not modified by guanosine supplementation or GTP depletion in cells expressing Rac1-Q61L or Rac1-T17N (Fig. 3A; Supplementary Fig. S3B). Furthermore, cells expressing dominant negative Rac1-T17N had higher levels of γ-H2AX following RT compared to cells expressing Rac1-WT, while those expressing Rac1-Q61L had lower levels (Fig. 3B; Supplementary Fig. S3C). Supplementing guanosine or depleting GTP levels no longer influenced γ-H2AX levels following RT in cells expressing constitutively active or dominant negative Rac1. These data suggest that GTP-dependent Rac1 activity is important for RT-induced DSB repair.
Figure 3. Rac1 controls the GTP-dependent dephosphorylation of Abi-1-S323.

(A & B) Cells were transfected with plasmids encoding Rac1-WT, -T17N (dominant negative), or -Q61L (constitutively active), and treated with MPA, G, or RT as in Figure 2. Cells were harvested 4 h post RT to assess Rac1 activity (panel A, n = 3) or γ-H2AX foci by immunofluorescence (panel B, n = 3). (C & D) Cells were transfected with indicated Rac1 plasmids (WT, constitutively active Q61L or dominant negative T17N) and irradiated with 4 Gy, followed by cell harvesting 4 h post-RT to assess p-Abi1-S323 by immunoblot (n = 3 for both panel C & D). (E & F) Con-KO or Abi-KO cells were transfected with Rac1-Q61L plasmid and treated with radiation and harvested for immunoblot (panel E, n = 3) or γ-H2AX foci IF staining (panel F, n = 3). “n” indicates the number of biological replicates. Representative figures were shown for Figure (A), (C), (D), and (E). Two-tailed unpaired student’s t test *p < 0.05, **p < 0.01, ****p < 0.0001.
To investigate whether the dephosphorylation of Abi-1-S323 occurs downstream of Rac1 activity, we conducted epistasis experiments. Irradiating cells expressing Rac1-WT caused the dephosphorylation of Abi-1-S323. This desphosphorylation was augmented in cells expressing constitutively active Rac1-Q61L but was blocked in cells expressing dominant negative Rac1-T17N (Fig. 3C & 3D). Furthermore, expression of constitutively active Rac1-Q61L no longer promoted DSB repair following RT in cells lacking Abi-1, as assessed by both γ-H2AX protein level (Fig. 3E; Supplementary Fig. S3D) and foci levels (Fig. 3F; Supplementary Fig. S3E). Thus, our data confirmed that GTP-activated Rac1 promotes dephosphorylation of Abi-1-S323, which in turn promotes the repair of RT-induced DSBs.
Protein Phosphatase 5 Mediates the GTP/Rac1-Depdendent Dephosphorylation of Abi-1 (S323) and Downstream DSB repair.
We next sought to identify the phosphatase responsible for mediating the Rac1-dependent dephosphorylation of Abi-1-S323. We treated GBM cells (DBTRG) or neurospheres (HF2303) with okadaic acid (OA), which inhibits protein phosphatase (PP)1, 2A, 4, and 5, and fostriecin (Fos), which inhibits PP2A and 4 (21). We found that the RT-induced dephosphorylation of Abi-1-S323 was blocked by okadaic acid but not fostriecin (Fig. 4A; Supplementary Fig. S4A). This finding suggested that PP1 or PP5 might be responsible for Rac1-dependent Abi-1-S323 dephosphorylation. To further elucidate the responsible phosphatase, we individually silenced PP1, PP2A, PP4, and PP5, and found that only silencing PP5 blocked the RT-induced decrease of p-Abi-1-S323 (Fig. 4B; Supplementary Fig. S4B). These data indicate that PP5 is responsible for Abi-1-S323 dephosphorylation after DNA damage and are consistent with previous reports that Rac1 can bind to and activate phosphatase 5 (PP5) (22,23).
Figure 4. Protein phosphatase 5 mediates the GTP/Rac1-depdendent dephosphorylation of Abi-1 (S323) and downstream DSB repair.

(A & B) Cells were treated with the phosphatase inhibitors okadaic acid (OA; 15 nm) or fostricein (Fos; 100 nm) 1 h before RT (panel A, n = 3), or first transfected with siRNAs of pan PP1, mixture of PP2A catalytic (PP2A-C) subunit α/β, PP4 and PP5 for 48 h and irradiated after transfection (panel B, n = 3), followed by cell harvesting 4 h post-RT for immunoblot. (C-F) Cells were transfected with constitutively active Rac1-Q61L and then treated with okadaic acid (15 nM) or fostricein (100 nM) 1 h before RT (C & D), or transfected with individual phosphatase siRNA pool, along with overexpression of Rac1-Q61L or control (E & F), followed by immunoblot (panel C & E, n = 3) or γ-H2AX foci IF staining (panel D & F, n = 3). “n” indicates the number of biological replicates. Representative figures were shown for Figure (A), (B), (C), and (E). Two-tailed unpaired student’s t test **p < 0.01, ***p < 0.001, ****p < 0.0001.
We next determined whether the PP5-induced dephosphorylation of Abi-1-S323 is GTP-Rac1-dependent and responsible for DSB repair. Expression of constitutively active Rac1-Q61L augmented the dephosphorylation of Abi-1-S323 (Fig. 4C; Supplementary Fig. S4C) and enhanced DSB repair following RT (Fig. 4D; Supplementary Fig. S4D). These effects were blocked by okadaic acid, but not fostriencin (Fig. 4C & 4D; Supplementary Fig. S4C & S4D). Likewise, only silencing of PP5 blocked the augmented dephosphorylation of Abi-1-S323 (Fig. 4E; Supplementary Fig. S4E) and DSB repair (Fig. 4F; Supplementary Fig. S4F) found in cells expressing constitutively active Rac1-Q61L. Our data indicate the presence of a signaling axis in which high GTP levels promote Rac1 activity, which causes the PP5-mediated dephosphorylation of Abi-1-S323, which activates DSB repair through NHEJ.
Rac1 Activity Influences GBM Treatment Responses.
Increased Rac1 activity correlates with therapeutic resistance and shorter survival in many cancers, suggesting that it may be a promising target for cancer therapy. To investigate these associations in GBM, we confirmed that high transcript expression of Rac1 and its downstream targets (Supplementary Table S1) is associated with inferior survival of GBM patients (Supplementary Fig. S5A & S5B). We interrogated the DepMap and found that Rac1 is significantly correlated with Abi-1 across over 1000 cancer cell lines (Spearman = 0.243; p < 0.0001, Supplementary Fig. S5C), suggesting that some of the oncogenic properties of Rac1 may be due to its ability to regulate Abi-1.
RT and temozolomide (TMZ) are standard of care treatment for GBM patients. While RT-induced DNA damage is primarily repaired through NHEJ, TMZ-induced DNA damage is canonically repaired through the action of O6-meG-DNA methyltransferase (MGMT) (24). However, modulation of NHEJ components can alter GBM sensitivity to TMZ (25,26), which suggests that NHEJ may also play a role in the repair of TMZ-induced DNA damage. To further demonstrate the role of Rac1-Abi-1-S323-mediated NHEJ in the resistance of GBM standard treatments (RT and/or TMZ), we turned to the Mayo Clinic Brain Tumor Patient Derived Xenograft (PDX) National Resource, which has profiled the treatment responses of dozens GBM PDX models (27,28). Using a tissue microarray constructed from the GBM PDXs in this database, we measured phosphorylation levels of Abi-1-S323 and two other Rac1 downstream proteins, PAK 1 and PAK2, both of which are phosphorylated when activated by Rac1 (29,30). We confirmed that our new p-Abi-1-S323 antibody was appropriate for immunohistochemistry (IHC) by testing it in flank and intracranial Abi-1 knockout GBM tumors and confirming absent signal in both models (Supplementary Fig. S5D). In the PDX GBM tissue samples, we found that increased phosphorylation of PAK1 and PAK2 was correlated with resistance to both TMZ and combined TMZ/RT treatment. By contrast, a lack of phosphorylated Abi-1-S323 was associated with TMZ and TMZ/RT treatment resistance (Fig. 5A–5F). Thus, these data suggest that Rac1-Abi-1-S323-mediated NHEJ is important for GBM treatment (RT and/or TMZ) resistance.
Figure 5. Rac1 activity influences GBM treatment responses.

(A-F) IHC staining was performed to detect expression of p-Abi-1 and two downstream proteins of active Rac1 (PAK1 and PAK2) in GBM PDX tissue arrays. Survival FC indicates the fold increase in median survival with the indicated treatment compared to placebo control. Each dot indicates a different murine PDX model (n = 35 for panel A; n = 33 for panel B; n = 34 for panel C; n = 32 for panel D; n = 34 for panel E; n = 32 for panel F). Data are presented as mean ± SD. (G) A schematic timeline of GBM38 orthotopic mouse models. (H-K) A subset of mice (n = 5 mice/group) were treated with three doses of the Rac1 inhibitor MBQ-167 and two fractions (2 Gy/fraction) of radiation and tumors were harvested 4 h after receiving the second RT dose for IHC staining with indicated antibodies. (L-N) Another subset of mice (n = 7–9 mice/group) were treated with 12 doses of MBQ-167 and 10 fractions of radiation (2 Gy/fraction) were used for efficacy evaluation. Mice were treated with 150 mg/kg D-luciferin and imaged 10 min post-injection (L). Total flux of equal-area ROIs at each time point were normalized to flux at the first day of treatment for evaluating tumor progression (M). Mice were monitored daily and euthanized when they developed neurologic symptoms and Kaplan–Meier survival curve was plotted (N). “n” indicates sample size for Figure A-N. Two-tailed unpaired student’s t test *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001 for Fig. 5A–5F and H–K; Log-rank (Mantel-Cox) test *p < 0.05, **p < 0.01, ****p < 0.0001 for Fig. 5N.
We next sought to intervene on this pathway to slow GBM DNA repair and overcome treatment resistance. We generated RT-resistant orthotopic GBM PDXs (GBM38) and treated them in four groups: RT alone; Rac1 inhibitor MBQ-167 (MBQ) alone; combined RT and MBQ-167; and vehicle treatment. To assess for target engagement, signaling and DNA repair, mice were treated with an abbreviated regimen of two daily fractions of RT (2 Gy/fraction) and three daily treatments of MBQ-167 (75 mg/kg/day) with tumors harvested 4 hours following their final RT treatment (Fig. 5G, above timeline). RT increased the phosphorylation of PAK1 and PAK2 and decreased the phosphorylation of Abi-1-S323 (Fig. 5H–5J; Supplementary Fig. S5E). Importantly, inhibition of Rac1 by MBQ-167 stopped the RT-induced phosphorylation of PAK1 and PAK2 and dephosphorylation of p-Abi-1-S323. MBQ-167 treatment also slowed the repair of RT-induced DSBs as evidenced by increased γ-H2AX staining (Fig. 5K; Supplementary Fig. S5E), which suggests that increased Rac1 activity post RT can promote dephosphorylation of Abi-1-S3323 and DSB repair.
To assess for slowing of GBM tumor growth, we treated tumor-bearing mice with 10 fractions of RT and/or 12 doses of MBQ-167 in an orthotopic GBM38 model (Fig. 5G, below timeline). RT alone slowed tumor growth and extended mouse survival, and its activity was augmented when RT was combined with the Rac1 inhibitor (Fig. 5L–5N). In a second orthotopic GBM model, we found that RT alone could slow tumor growth but did not significantly prolong mouse survival unless it was combined with MBQ-167 (HF2303, Supplementary Fig. S5F–S5I). Thus, active Rac1 promotes DNA repair and RT resistance through dephosphorylation of Abi-1-S323 and inhibiting Rac1 can block this signaling and increase treatment efficacy.
Abi-1 Mediates Genotoxic Treatment Efficacy in GBM.
Having found that Abi-1 regulates DNA repair and that Rac1 activity influences TMZ/RT sensitivity in GBM, we set out to determine if Abi-1 and its dephosphorylation broadly regulated the response of GBMs to genotoxic treatments. Analysis of glioma cell lines in the DepMap indicated that Abi-1 expression is correlated with resistance to bleomycin, an anticancer drug that mediates cell death by inducing DSBs (Supplementary Fig. S6A). Furthermore, high Abi-1 expression correlated with resistance to TMZ (p = 0.003) and combined TMZ/RT (p = 0.00006) in GBM PDXs (28) (Supplementary Fig. S6B & S6C), which suggests that Abi-1 might directly protect GBMs against genotoxic treatments.
We used our Abi-1 knockout cell lines and neurospheres to directly test this hypothesis. Abi-1 knockout enhanced RT-sensitivity at numerous doses in both HF2303 neurospheres (Fig. 6A) and immortalized DBTRG cells (Supplementary Fig. S6D). Furthermore, Abi-1 knockout enhanced the effects of bleomycin (Fig. 6B; Supplementary Fig. S6E), TMZ (Fig. 6C; Supplementary Fig. S6F), and combined TMZ/RT (4Gy) (Fig. 6D; Supplementary Fig. S6G) by decreasing their IC50 in both cell models. To ensure that Abi-1 knockout selectively sensitizes GBMs to genotoxic treatments rather than more general cell death, we repeated these experiments with non-genotoxic chemotherapies. Abi-1 knockout did not affect cell sensitivity to paclitaxel or vincristine (Supplementary Fig. S6H–S6K), which exhibit anti-cancer ability by targeting microtubes. To ensure that it was the dephosphorylation of Abi-1 that mediated resistance to genotoxic therapy, we re-expressed Abi-1-WT, -S323D and -S323A back into Abi-1-KO cells. Compared to Abi-1-WT, re-expression of the dephospho-mimetic Abi-1-S323A restored resistance to genotoxic therapies, while the phospho-mimetic mutant Abi-1-S323D enhanced their sensitivity (Fig. 6E–6H; Supplementary Fig. S6L–S6O), which indicates that dephosphorylation of Abi-1-S323 helps mediate GBM resistance to genotoxic therapies.
Figure 6. Abi-1 mediates genotoxic treatment efficacy in GBM.

(A-D) Con-KO or Abi-1-KO cells were treated with different doses of radiation (panel A, n = 5) or escalating concentrations of bleomycin (panel B; Con-KO vs Abi-KO IC50:0.89 μM ± 0.07 vs 0.41 μM ± 0.10, p = 0.004; n = 5), TMZ alone (panel C; 241 μM ± 13 vs 98 μM ± 28, p = 0.002; n = 5) or TMZ combined with RT (4 Gy) (panel D; 210 μM ± 22 vs 49 μM ± 12, p = 0.0002; n = 5) and cell viability was evaluated with long-term cell viability assay at day 7 post treatment. (E-H) Abi-KO cells were transiently transfected with Abi-1-WT, -S323D or -S323A, followed by irradiation (panel E, n = 5), bleomycin (panel F; IC50 of WT vs S323D:0.35 μM ± 0.08 vs 0.14 μM ± 0.05, p = 0.04; WT vs S323A:0.35 μM ± 0.08 vs 0.74 μM ± 0.15, p = 0.04; n = 5), TMZ alone (panel G; IC50 of WT vs S323D: 234 μM ± 28 vs 91 μM ± 25, p = 0.005; WT vs S323A: 234 μM ± 28 vs 320 μM ± 20, p = 0.04; n = 5) or TMZ combined with RT (4 Gy) (panel H; IC50 of WT vs S323D:172 μM ± 25 vs 47 μM ± 21, p = 0.001; WT vs S323A: 172 μM ± 25 vs 308 μM ± 31, p = 0.002; n = 5) treatment as discussed above. (I & J) Luciferase-positive, cont or Abi-1 knockout, and RT-resistant GBM38 patient-derived xenograft cells were orthotopically implanted and tumor-bearing mice were randomized (n = 7–10 mice/group). Mice were treated with 10 doses of TMZ (50 mg/kg) and 6 fractions (2 Gy/fraction) of radiation (as shown in Supplementary Fig. S6P). Tumors were imaged after D-luciferin injection and mouse survival was monitored. “n” in Figure A-H indicates the number of biological replicates. Data are presented as mean ± SEM for Figure 6A & E. Representative figures were shown for Fig. 6B–6D & 6F–6H (IC50 data are presented as mean ± SEM). Two-tailed unpaired student’s t test *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.001 for Fig. 6A–6H; Log-rank (Mantel-Cox) test *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.001, for Fig. 6J.
To investigate this biology in vivo, we generated orthotopic GBM tumors using control or Abi-1 knockout GBM38 cells and gave the mice 6 fractions of radiation treatment and/or 10 doses of TMZ once tumors formed (Supplementary Fig. S6P). In control tumors, RT slowed tumor growth (Fig. 6I) and extended mouse survival compared to control treatment (p = 0.01; Cont-KO/control vs Con-KO/RT; Fig. 6J), which was further enhanced when RT was combined with TMZ (p < 0.0001; Cont-KO/RT vs Con-KO/RT+TMZ; Fig. 6J). Compared to control tumors, Abi-1 knockout significantly slowed tumor growth (Fig. 6I) and extended mouse survival (p = 0.02; Cont-KO/control vs Abi-1-KO/control; Fig. 6J), which could be enhanced by RT alone (p = 0.03; Abi-1-KO/control vs Abi-1-KO/RT; Fig. 6J) and even further augmented when RT was combined with TMZ (p = 0.0006; Abi-1-KO/RT vs Abi-1-KO/RT+TMZ; Fig. 6I & 6J). Thus, Abi-1 mediates GBM resistance to genotoxic therapy in vivo.
GTP Protects Normal Tissues from Genotoxicity through Rac1/Abi-1.
In cancers such as GBM, the DDR mitigates the efficacy of genotoxic therapies. However, in non-transformed tissues, the DDR protects against genotoxic stressors encountered during DNA replication, cellular metabolism, and exposure to environmental agents, as well as the off-target effects of genotoxic cancer therapies on healthy tissues. To determine whether the GTP-Rac1-Abi-1 signaling axis mediates the DDR in normal tissues, we first irradiated murine enteroids with or without guanosine supplementation. RT induced significant γ-H2AX positivity in enteroids, which could be significantly reduced by guanosine supplementation (p < 0.0001; Fig. 7A; Supplementary Fig. S7A). Consistent with our findings in GBM, RT induced a guanosine-dependent dephosphorylation of Abi-1 in enteroids (Fig. 7B). We found a similar RT-induced and guanosine-dependent dephosphorylation of Abi-1 in normal human astrocytes (Fig. 7C). Because astrocytes are more amenable to transfection than enteroids, we chose this model to confirm that Abi-1 dephosphorylation is dependent on Rac1 activity in normal tissues. Expression of constitutive active Rac1-Q61L promoted the dephosphorylation of Abi-1-S323 in normal human astrocytes after RT, while expression of dominant negative Rac1-T17N prevented Abi-1-S323 dephosphorylation (Fig. 7D), which is consistent with our findings in GBM (Fig. 3). These data suggest that GTP promotes DNA repair and protects normal tissues from genotoxicity through Rac1/Abi-1 pathway.
Figure 7. GTP protects normal tissues from genotoxicity through Rac1/Abi-1.

(A) Enteroids were treated with RT (4 Gy) alone or combined with G (50 μM) and harvested for IF staining 4 h post-RT (n = 5). Mean ± SEM. (B & C) Enteroids or normal human astrocytes (NHA) were treated as before and harvested for immunoblot (n = 3). (D) NHA were transfected with wild type (WT), constitutively active (Q61L) or dominant negative (T17N) Rac1 plasmids and treated as above, and cells were harvested 4 h post-RT for immunoblot (n = 3). (E-K) C57BL/6J mice were treated with 7 doses of guanosine (300 mg/kg) by oral gavage or combined with one dose (10 Gy) of abdominal radiation. A subset of mice were sacrificed, and jejunums were harvested 4 h after receiving radiation for γ-H2AX quantification by IF (panel E, n = 3) or p-Abi-1 protein evaluation by IHC staining (panel F & G, n = 3), respectively. Another subset of mice continued to receive the rest of guanosine treatment and jejunums were harvested at day 14 for H&E (panel H & I) and Ki-67 IHC staining (panel J & K, n = 3–4). (L & M) C57BL/6J mice were treated with 10 doses of guanosine (300 mg/kg) by oral gavage and/or a single oropharyngeal dose of bleomycin (1.5 units/kg). After 21 days, animals were sacrificed and fibrosis was quantified using Masson’s trichrome staining for collagen deposition (L) and hydroxyproline assay for lung hydroxyproline content (panel M, n = 6–9, Mean ± SEM). (N) A schematic summary of our study. Representative figures were shown for Fig. 7B–7D. Two-tailed unpaired student’s t test *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.001, for Fig. 7A and 7E–7M.
We used two in vivo murine models to confirm our in vitro findings. We investigated RT-induced gastrointestinal injury and bleomycin-induced pulmonary fibrosis, which are common toxicities of genotoxic therapy encountered in the clinic. We performed whole-body or abdominal radiation on C57BL/J6 mice and harvested jejunums 4 h later for IF, IHC, and GTP quantification (Supplementary Fig. S7B). Both whole-body (Supplementary Fig. S7C & S7D) and abdominal (Fig. 7E; Supplementary Fig. S7E) radiation caused robust γ-H2AX staining in intestinal villi and crypts, which could be rescued by guanosine administration. As in GBM cell lines, we confirmed that guanosine supplementation in our mouse models significantly elevated intestinal GTP levels (p = 0.01; RT vs RT+G; Supplementary Fig. S7F). Likewise, abdominal RT caused a dephosphorylation of Abi-1-S323 that was augmented by the administration of guanosine (Fig. 7F & 7G). To further interrogate RT-induced intestinal injury, we sacrificed and harvested jejunums at Day 14 after abdominal radiation, a time point at which RT-induced gut injury is apparent (31). RT caused villi shortening (Fig. 7H & 7I) and decreased crypt proliferation as measured by ki-67 staining (Fig. 7J & 7K), both of which were reversed by guanosine supplementation. We chose bleomycin-induced pulmonary fibrosis as an orthogonal model of genotoxic therapy-induced normal tissue injury (Supplementary Fig. S7G). As expected, bleomycin-treated mice developed pulmonary fibrosis as assessed by Masson’s trichrome stain (Fig. 7L) and hydroxyproline assay (Fig. 7M). Supplementing GTP pools with guanosine treatment significantly ameliorated this bleomycin-induced fibrosis. Thus, we demonstrate that the GTP/Rac1/Abi-1 pathway can protect normal tissues from genotoxic stress.
DISCUSSION
In this work, we have defined the molecular mechanism by which purines regulate the DDR and demonstrated its therapeutic relevance to different cell types and tissues. Surprisingly, purines promote DNA repair through GTP dependent signaling rather than by acting as physical substrates for DNA repair. High GTP levels activate the G protein Rac1, which stimulates PP5 to dephosphorylate Abi-1 at serine 323 (Fig. 7N). Dephosphorylated Abi-1 promotes double strand DNA break repair through non-homologous end joining. When Rac1-PP5-Abi-1 signaling is forcibly activated or inactivated, GTP pool sizes no longer regulate DNA repair. Disrupting this regulation using an inhibitor of Rac1 slows DNA repair in orthotopic GBM PDXs and improves the efficacy of radiation. GBM tumors and cell lines lacking Abi-1, or expressing an Abi-1 variant that cannot be dephosphorylated at serine 323, have increased sensitivity to genotoxic agents, but not other chemotherapies. This biology extends beyond GBM. Guanosine supplementation to increase GTP levels promotes Abi-1 dephosphorylation and DNA repair in normal astrocytes and enteroids and protects against normal tissue damage in mice treated with radiation or bleomycin. These findings implicate GTP as a key molecular link between metabolism and DNA repair and reveal numerous possibilities for therapeutic intervention.
Our work has implications for the treatment of GBM and suggests that a GTP-Rac1-PP5-Abi-1 signaling pathway mediates GBM resistance to standard of care genotoxic radiation and temozolomide. With this knowledge, we can design therapeutic strategies for GBM in which radiation and/or temozolomide are combined with inhibition of GTP-Rac1-PP5-Abi-1 signaling. Inhibition of GTP synthesis is the most actionable strategy to disrupt this signaling pathway in the clinic, as inhibitors of IMPDH, the rate limiting enzyme in GTP synthesis (both when it is formed de novo and from salvaged hypoxanthine), have been used in patients for decades (32,33). Inhibiting GTP synthesis also likely has a favorable therapeutic index in GBM. GBMs upregulate IMPDH expression and GTP synthesis to fuel nucleolar activity and tumorigenesis (34). The stem-like cells that are thought to mediate glioma initiation and recurrence also have heightened purine synthesis (35). We hypothesize that inhibition of IMPDH will selectively affect purine levels in glioma cells with high flux though this pathway and thus avoid potentiating the toxic effects of radiation and temozolomide on normal cortex, which has both low purine synthesis and low GTP demand. Our research team and others are currently conducting clinical trials combining the IMPDH inhibitor mycophenolate mofetil (MMF) with radiation and/or temozolomide for patients with GBM (NCT04477200, NCT05236036) (36). Such a strategy may also have promise in other cancers known to have elevated purine synthesis and IMPDH activity (37,38).
Inhibitors of the other members of this pathway (Rac1, PP5, Abi-1) are either in preclinical use (39) or non-existent. As these agents are developed and/or proceed to the clinic, it is possible that they could be useful in combination with radiation and/or temozolomide for the treatment of GBM. However, both Abi-1 and Rac1 are essential genes whose deletions are embryonic lethal (40,41). Given the numerous physiologic roles of Rac1 in cortical function (39) and the ubiquitous expression of Abi-1 in the cortex (42), it will be important to determine whether inhibition of these proteins potentiates the toxic effects of radiation and temozolomide on normal brain in addition to their therapeutic ability to overcome glioma treatment resistance.
Elevating GTP levels by administering its precursor guanosine can protect normal tissues against genotoxic injury. These findings suggest that guanosine supplementation during a radiation disaster or space flight could be used as a toxicity-mitigation strategy. The practicalities of such an approach would depend on the timely administration of guanosine, as the NHEJ-mediated repair of RT-induced DNA damage is most critical within the first several hours of damage, with other repair pathways dominating later. Guanosine supplementation could also help mitigate the normal tissue toxicity of genotoxic cancer therapies. Boosting GTP levels in the rectum during radiation for prostate cancer or the lung during bleomycin treatment for Hodgkin’s lymphoma could diminish the toxicities associated with these treatments. It would be critical for such a strategy to avoid elevating GTP levels in cancer cells to avoid imparting treatment resistance, perhaps through formulations ensuring only localized delivery in the lung or GI tract.
There are many unanswered questions related to our findings. Why would cells evolve to preferentially rely on GTP signaling to stimulate DNA repair? Does the primacy for GTP in controlling DNA repair hold true even for cancers that are especially reliant on de novo pyrimidine synthesis for growth (43–45). Understanding this issue will determine how best to sequence and combine inhibitors of purine and pyrimidine synthesis with standard of care genotoxic agents for these cancers. How does the dephosphorylation of Abi-1 promote NHEJ? Can the currently available IMPDH inhibitors sufficiently penetrate the blood brain barrier to deplete GTP in GBM or are new drugs needed? And most importantly for our patients, can disrupting this biology safely improve outcomes in patients with GBM? The ongoing phase 0/1 clinical trials that we and others are conducting will begin to answer some of these questions, but careful laboratory study will be needed to fully understand this important new biology.
METHODS
Patient Samples
The GBM PDX samples used in Fig. 5A–F were obtained from The Mayo Clinic Brain Tumor Patient-Derived Xenograft National Resource (Overview - Translational Neuro-Oncology: Jann N. Sarkaria - Mayo Clinic Research). Treatment responses of dozens GBM PDX models were profiled previously (27,28). Immunohistochemistry (IHC) assay was performed with indicated antibodies and correlation between protein expression and treatment benefit was analyzed by two-tailed unpaired student’s t test using Graphpad 8.0 software (Prism) (Fig. 5A–5F). Relationship between Abi-1 expression and responses to treatment (TMZ alone or combined TMZ/RT) was assessed using Spearman correlation (Supplementary Fig. S6B & S6C).
Human survival analysis of Rac1 and Rac1 pathway as shown in Fig. S5A & S5B was determined using the online tool KM plot (46). Rac1 pathway gene signature was obtained from Gene Set Enrichment Analysis (BIOCARTA_RAC1_PATHWAY (gsea-msigdb.org) (as shown in Supplementary Table S1) and used as an input for general overall survival analysis in GBM patients. Significance was computed using the Cox-Mantel log rank test.
Animal Models
All mouse experiments were approved by the University Committee on Use and Care of Animals at the University of Michigan. 6-week-old male and female Rag1-KO mice (RRID:IMSR_JAX:002216), which were used for orthotopic tumor growth (Fig. 5 & 6; Supplementary Fig. S5), and 6-week-old female C57BL/6J mice (RRID:IMSR_JAX:000664), which were used for enteroid establishment, intestinal-radiation model and bleomycin pulmonary fibrosis model (Fig. 7; Supplementary Fig. S7), were all obtained from the Jackson Laboratory.
Cell Lines
HF2303 primary neurospheres, which were originally described by Dr. Tom Mikkelsen at Henry Ford Hospital (Detroit, MI), and RT-resistant GBM38 PDXs, which were obtained from Dr. Jann Sarkaria (The Mayo Clinic), were used as described in our previous study (11). Murine enteroids were a gift from Dr. Yatrik Shah (University of Michigan). Immortalized GBM adherent cell lines, DBTRG-05MG (DBTRG) and GB-1 were commercially purchased from American Type Culture Collection (ATCC) and Japanese Collection of Research Bioresources Cell Bank (JCRB), respectively. All cell lines were tested (Cat# LT07–418, Lonza) for mycoplasma positivity approximately monthly. Cells were cultured as described in supplementary methods.
Generation of the phospho-Abi-1-S323 Antibody by Cell Signaling Technology
Rabbit polyclonal antibody was raised against phosphorylated Abi-1 (Ser323) by injecting rabbits with a synthetic, KLH-conjugated phosphopeptide corresponding to residues surrounding Ser323 of human Abi-1 protein as described previously (47). After being immunized subcutaneously with 0.5 mg of antigen in Complete Freund’s Adjuvant, rabbits were injected by five boosts of antigen (0.25 mg) in Incomplete Freund’s Adjuvant every three weeks thereafter. 10 days after the last antigen injection, crude bleeds were collected and antibody was purified using peptide affinity chromatography.
Orthotopic Tumor Growth
GBM38 (Fig. 5G–5N and Fig. 6I–6J) and HF2303 (Supplementary Fig. S5F–S5I) orthotopic mouse models were established as described previously (11). In brief, luciferase-positive GBM38 (~5×105) and HF2303 (~2×106) cells were orthotopically implanted in male and female Rag1-KO mice. Brain tumor-bearing mice were randomized into four arms, including vehicle, MBQ-167 alone, RT alone or RT combined with MBQ-167 for Fig. 5 & Supplementary Fig. S5, and six arms, including mice bearing tumors with control knockout or Abi-1 knockout to receive vehicle, RT, or RT combined with TMZ for Fig. 6. To assess the bioluminescence of brain tumors, mice were treated with 150 mg/kg D-luciferin (Cat# MB000102-R70170, Syd labs) by intraperitoneal injection and then imaged 10 min later using an IVIS™ Spectrum imaging system (PerkinElmer). Body weight and tumor volume were measured 1–2x weekly.
Whole-body and Abdominal Radiation Mouse Models
For assessing radioprotection of GTP in normal intestinal tissues, 6-week-old female C57BL/6J mice were used and randomized into three arms, including vehicle, RT alone or RT combined with guanosine (Supplementary Fig. S7B). Guanosine was administered 2 days before radiation and sustained for 7 days, and murine jejunum was harvested 4 h after abdominal or whole-body radiation to analyze markers of DNA repair (IF staining; Fig. 7E; Supplementary Fig. S7C–S7E), evaluate intestinal GTP levels (Supplementary Fig. S7F), or p-Abi-1 levels (IHC staining; Fig. 7F & 7G) or 14 d after abdominal radiation for intestinal injury analysis (H&E, Fig. 7H & 7I and IHC staining, Fig. 7J & 7K).
Bleomycin Pulmonary Fibrosis Mouse Model
To assess if GTP could protect normal lung tissues from bleomycin-induced fibrosis, 6-week-old female C57BL/6J mice were used and randomized into three arms, including vehicle, bleomycin alone, or bleomycin combined with guanosine (Supplementary Fig. S7G). Briefly, fibrosis was elicited in mice by oropharyngeal administration of a single dose of 1.5 units/kg body weight of bleomycin (Cat# B5507, Sigma-Aldrich); control mice received a volume of sterile saline equal to that described previously (48). Mice were sacrificed at the indicated time shown in Supplementary Fig. S7G and lung tissues were harvested, with the left lung for hydroxyproline assay and the right lung lobes were assessed for histopathology as described in supplementary methods.
NHEJ Linearized pEYFP Plasmid Assay (qPCR)
pEYFP-N1, which was originally obtained from Clontech Laboratories, was a gift from Dr. Meredith Morgan (University of Michigan). Plasmid was linearized by digestion with NheI enzyme between the promoter and coding sequence of EYFP, followed by gel-purification with PCR purification Kit (Qiaquick CAT#28104) for the linear products. Cells were treated with indicated compounds and transfected with the linearized plasmid 2 h later, followed by cell harvesting (24 h post-transfection) and DNA extraction with QIAprep Spin Miniprep kit (Cat# 27106). DNAPK inhibitor M3814 (Selleckchem, Cat# S8586), which inhibits NHEJ repair, was used as a positive control. The efficiency of end-joining DNA repair ability was assessed by SYBR green (Cat# 4385612, Thermofisher Scientific) real time qPCR of the rejoined EYFP region, which was normalized to an uncut flanking DNA sequence, relative to DMSO-treated control (Fig. 1) or Abi-1-WT (DMSO-treated) cells (Fig. 2).
NHEJ and HR I-Scel Reporter Assay (Flow cytometry)
The I-SceI-based NHEJ or HR assay was performed as described previously (49). Immortalized GBM cells or primary neurospheres stably expressing NHEJ or HR reporter were treated with indicated compounds 2 h before being infected by I-Scel adenovirus. DNAPK inhibitor M3814 and ATM kinase inhibitor Ku-60019 (Cat# 17502, Caymanchemical), were used as NHEJ and HR positive control, respectively. Cells were harvested 48 h after treatment and the percentage of GFP-positive cells (indicative of NHEJ or HR repair) was quantified by flow cytometry.
Phosphoproteomic Assay
The phosphoproteomic assay shown in Fig. 2A was performed by PTM BIOLABS (https://www.ptmbiolabs.com/). Briefly, HF2303 GBM neuroshperes were dissociated and plated. 3–4 days later, formed neurospheres were treated with DMSO control, MPA (10 μM), and/or guanosine supplement (50 μM) overnight, and retreated with guanosine (50 μM) 2 h before RT (6 Gy), followed by cell harvesting 4 h post-RT. The abundance of phosphopeptides was determined by PTM BIOLABS as described previously (50). Data from this profiling effort are attached as a separate supplementary file (Supplementary Data 1).
Statistical Analysis
γ-H2AX or Rad51 foci formation, pEYFP NHEJ activity, I-Scel-NHEJ or HR activity, clonogenic survival, IC50 of individual compound, hydroxyproline level, and PDX or mouse tumor IHC staining after transfection and/or compound treatment were analyzed by unpaired two-tailed t-tests using GraphPad Prism Version. Tumor volume of orthotopic GBM was normalized to one at the first day for each group. Mouse survival was estimated by the Kaplan–Meier method and compared using the log-rank (Mantel-Cox) test. Correlation between gene expression (Abi-1 and Rac1, Supplementary Fig. S5C), or expression and treatment resistance (Abi-1 and bleomycin, Supplementary Fig. S6A; Abi-1 and TMZ or TMZ/RT, Supplementary Fig. S6B & S6C) was assessed with a Spearman’s correlation test (28). Significance threshold was set at p < 0.05.
Supplementary Material
SIGNIFICANCE.
A newly described GTP-dependent signaling axis is an unexpected link between nucleotide metabolism and DNA repair. Disrupting this pathway can overcome cancer resistance to genotoxic therapy while augmenting it can mitigate genotoxic injury of normal tissues.
Acknowledgments
We thank Steven Krongenberg for his assistance with illustrations. D.R.W. was supported by grants from the Forbes Institute for Cancer Discovery, the NCI (R37CA258346; K08CA234416), the NINDS (R01NS129123), the Damon Runyon Cancer Foundation, the Sontag Foundation, the Ivy Glioblastoma Foundation, Alex’s Lemonade Stand Foundation, and the Chad Tough Defeat DIPG foundation. D.R.W. is also funded through the Emerging Scholars program of the Taubman Institute via a gift from William Parfet. W.Z was supported by the University of Michigan Medical School Pandemic Research Recovery grant (U083054). S.S was supported by a Crohn’s and Colitis Foundation Research fellow award (623914). A.J.S was supported by NCI (F32CA260735). S.G.Z was supported by DP2 OD030734. B.G was supported by the National Research, Development and Innovation Office RRF-2.3.1-21-2022-00015 and TKP2021-NVA-15. M.A.M was supported by NCI (R01CA240515) and UMCCC Core Grant (P30CA046592). M.P.G was supported by NIH (R35HL144979). C.A.L. was supported by NIH/NCI grants (R37CA237421, R01CA248160, and R01CA244931) and UMCCC Core Grant (P30CA046592). Y.M.S was supported by NIH grants (R01CA148828, R01CA245546, and R01DK095201) and UMCCC Core Grant (P30CA046592).
Abbreviations:
- (Abi-1)
Abl interactor 1
- (A)
adenosine
- (DDR)
DNA damage response
- (DSBs)
double-strand breaks
- (GBM)
glioblastoma
- (G)
guanosine
- (G protein)
guanine nucleotide-binding protein
- (HR)
homologous recombination
- (IHC)
immunohistochemistry
- (IF)
immunofluorescence
- (KO)
knockout
- (MPA)
mycophenolic acid
- (MMF)
mycophenolate mofetil
- (NHEJ)
non-homologous end joining
- (PP1–5)
protein phosphatase 1–5
- (PDX)
patient derived xenograft
- (RT)
radiation
- (TMZ)
temozolomide
Footnotes
Authors’ Disclosures
D.R.W has received consulting fees from Agios Pharmaceuticals and Innocrin Pharmaceuticals and is an inventor on patents pertaining to the treatment of patients with brain tumors (U.S. Provisional Patent Application 63/416,146, U.S. Provisional Patent Application 62/744,342, U.S. Provisional Patent Applicant 62/724,337). S.G.Z reports unrelated patents licensed to Veracyte, and that a family member is an employee of Artera and holds stock in Exact Sciences. M.A.M gets research support and honoraria from AstraZeneca. No disclosures were reported by the other authors.
Data Availability
The phosphoproteomic data for Fig. 2A & 2B are available as Supplementary Data 1. The gene lists of Rac1 signaling pathway used in Supplementary Fig. S5B are available in Supplementary Table S1. Key resource identifier (KRID) information is available in the KRID file. All the other data generated in this study are available within the article and its Supplementary Data 2 file.
REFERENCES
- 1.Kocakavuk E, Anderson KJ, Varn FS, Johnson KC, Amin SB, Sulman EP, et al. Radiotherapy is associated with a deletion signature that contributes to poor outcomes in patients with cancer. Nat Genet 2021;53(7):1088–96 doi 10.1038/s41588-021-00874-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Rivera AL, Pelloski CE, Gilbert MR, Colman H, De La Cruz C, Sulman EP, et al. MGMT promoter methylation is predictive of response to radiotherapy and prognostic in the absence of adjuvant alkylating chemotherapy for glioblastoma. Neuro Oncol 2010;12(2):116–21 doi 10.1093/neuonc/nop020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Pitter KL, Casey DL, Lu YC, Hannum M, Zhang Z, Song X, et al. Pathogenic ATM Mutations in Cancer and a Genetic Basis for Radiotherapeutic Efficacy. J Natl Cancer Inst 2021;113(3):266–73 doi 10.1093/jnci/djaa095. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Gotoff SP, Amirmokri E, Liebner EJ. Ataxia Telangiectasia: Neoplasia, Untoward Response to X -Irradiation, and Tuberous Sclerosis. American Journal of Diseases of Children 1967;114(6):617–25 doi 10.1001/archpedi.1967.02090270073006. [DOI] [PubMed] [Google Scholar]
- 5.Heymann S, Delaloge S, Rahal A, Caron O, Frebourg T, Barreau L, et al. Radio-induced malignancies after breast cancer postoperative radiotherapy in patients with Li-Fraumeni syndrome. Radiation Oncology 2010;5(1):104 doi 10.1186/1748-717X-5-104. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.O’Connor Mark J. Targeting the DNA Damage Response in Cancer. Molecular Cell 2015;60(4):547–60 doi 10.1016/j.molcel.2015.10.040. [DOI] [PubMed] [Google Scholar]
- 7.Durant ST, Zheng L, Wang Y, Chen K, Zhang L, Zhang T, et al. The brain-penetrant clinical ATM inhibitor AZD1390 radiosensitizes and improves survival of preclinical brain tumor models. Sci Adv 2018;4(6):eaat1719–eaat doi 10.1126/sciadv.aat1719. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Jucaite A, Stenkrona P, Cselényi Z, De Vita S, Buil-Bruna N, Varnäs K, et al. Brain exposure of the ATM inhibitor AZD1390 in humans-a positron emission tomography study. Neuro Oncol 2021;23(4):687–96 doi 10.1093/neuonc/noaa238. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Sulkowski PL, Oeck S, Dow J, Economos NG, Mirfakhraie L, Liu Y, et al. Oncometabolites suppress DNA repair by disrupting local chromatin signalling. Nature 2020;582(7813):586–91 doi 10.1038/s41586-020-2363-0.. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Wahl DR, Dresser J, Wilder-Romans K, Parsels JD, Zhao SG, Davis M, et al. Glioblastoma Therapy Can Be Augmented by Targeting IDH1-Mediated NADPH Biosynthesis. Cancer Res 2017;77(4):960–70 doi 10.1158/0008-5472.CAN-16-2008. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Zhou W, Yao Y, Scott AJ, Wilder-Romans K, Dresser JJ, Werner CK, et al. Purine metabolism regulates DNA repair and therapy resistance in glioblastoma. Nat Commun 2020;11(1):3811 doi 10.1038/s41467-020-17512-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Sio TT, Blanchard MJ, Novotny PJ, Patel SH, Rwigema JM, Pederson LD, et al. N-Acetylcysteine Rinse for Thick Secretion and Mucositis of Head and Neck Chemoradiotherapy (Alliance MC13C2): A Double-Blind Randomized Clinical Trial. Mayo Clin Proc 2019;94(9):1814–24 doi 10.1016/j.mayocp.2019.03.031. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Morgan MA, Parsels LA, Maybaum J, Lawrence TS. Improving gemcitabine-mediated radiosensitization using molecularly targeted therapy: a review. Clin Cancer Res 2008;14(21):6744–50 doi 10.1158/1078-0432.Ccr-08-1032. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Wahl DR, Lawrence TS. Integrating chemoradiation and molecularly targeted therapy. Advanced drug delivery reviews 2017;109:74–83 doi 10.1016/j.addr.2015.11.007. [DOI] [PubMed] [Google Scholar]
- 15.Sulkowski PL, Corso CD, Robinson ND, Scanlon SE, Purshouse KR, Bai H, et al. 2-Hydroxyglutarate produced by neomorphic IDH mutations suppresses homologous recombination and induces PARP inhibitor sensitivity. Sci Transl Med 2017;9(375) doi 10.1126/scitranslmed.aal2463. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Singh C, Bindra RS, Glazer PM, Vasquez JC, Pashankar F. Metastatic and multiply relapsed SDH-deficient GIST and paraganglioma displays clinical response to combined poly ADP-ribose polymerase inhibition and temozolomide. Pediatr Blood Cancer 2023;70(3):e30020 doi 10.1002/pbc.30020. [DOI] [PubMed] [Google Scholar]
- 17.Emmanuel N, Ragunathan S, Shan Q, Wang F, Giannakou A, Huser N, et al. Purine Nucleotide Availability Regulates mTORC1 Activity through the Rheb GTPase. Cell Rep 2017;19(13):2665–80 doi 10.1016/j.celrep.2017.05.043. [DOI] [PubMed] [Google Scholar]
- 18.Dubielecka PM, Cui P, Xiong X, Hossain S, Heck S, Angelov L, et al. Differential regulation of macropinocytosis by Abi1/Hssh3bp1 isoforms. PLoS One 2010;5(5):e10430 doi 10.1371/journal.pone.0010430. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Bianchi-Smiraglia A, Wolff DW, Marston DJ, Deng Z, Han Z, Moparthy S, et al. Regulation of local GTP availability controls RAC1 activity and cell invasion. Nat Commun 2021;12(1):6091 doi 10.1038/s41467-021-26324-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Kotula L Abi1, a critical molecule coordinating actin cytoskeleton reorganization with PI-3 kinase and growth signaling. FEBS Lett 2012;586(17):2790–4 doi 10.1016/j.febslet.2012.05.015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Ray RM, Bhattacharya S, Johnson LR. Protein phosphatase 2A regulates apoptosis in intestinal epithelial cells. J Biol Chem 2005;280(35):31091–100 doi 10.1074/jbc.M503041200. [DOI] [PubMed] [Google Scholar]
- 22.Chatterjee A, Wang L, Armstrong DL, Rossie S. Activated Rac1 GTPase translocates protein phosphatase 5 to the cell membrane and stimulates phosphatase activity in vitro. J Biol Chem 2010;285(6):3872–82 doi 10.1074/jbc.M109.088427. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Gentile S, Darden T, Erxleben C, Romeo C, Russo A, Martin N, et al. Rac GTPase signaling through the PP5 protein phosphatase. Proc Natl Acad Sci U S A 2006;103(13):5202–6 doi 10.1073/pnas.0600080103. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Wood RD, Mitchell M, Sgouros J, Lindahl T. Human DNA repair genes. Science 2001;291(5507):1284–9 doi 10.1126/science.1056154. [DOI] [PubMed] [Google Scholar]
- 25.Kondo N, Takahashi A, Mori E, Ohnishi K, McKinnon PJ, Sakaki T, et al. DNA ligase IV as a new molecular target for temozolomide. Biochem Biophys Res Commun 2009;387(4):656–60 doi 10.1016/j.bbrc.2009.07.045. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Zhang T, Chai J, Chi L. Induction Of XLF And 53BP1 Expression Is Associated With Temozolomide Resistance In Glioblastoma Cells. Onco Targets Ther 2019;12:10139–51 doi 10.2147/OTT.S221025. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Vaubel RA, Tian S, Remonde D, Schroeder MA, Mladek AC, Kitange GJ, et al. Genomic and Phenotypic Characterization of a Broad Panel of Patient-Derived Xenografts Reflects the Diversity of Glioblastoma. Clin Cancer Res 2020;26(5):1094–104 doi 10.1158/1078-0432.CCR-19-0909. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Zhao SG, Yu M, Spratt DE, Chang SL, Feng FY, Kim MM, et al. Xenograft-based, platform-independent gene signatures to predict response to alkylating chemotherapy, radiation, and combination therapy for glioblastoma. Neuro Oncol 2019;21(9):1141–9 doi 10.1093/neuonc/noz090. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Vidal C, Geny B, Melle J, Jandrot-Perrus M, Fontenay-Roupie M. Cdc42/Rac1-dependent activation of the p21-activated kinase (PAK) regulates human platelet lamellipodia spreading: implication of the cortical-actin binding protein cortactin. Blood 2002;100(13):4462–9 doi 10.1182/blood.V100.13.4462. [DOI] [PubMed] [Google Scholar]
- 30.Itakura A, Aslan JE, Kusanto BT, Phillips KG, Porter JE, Newton PK, et al. p21-Activated kinase (PAK) regulates cytoskeletal reorganization and directional migration in human neutrophils. PLoS One 2013;8(9):e73063 doi 10.1371/journal.pone.0073063. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Gu J, Chen YZ, Zhang ZX, Yang ZX, Duan GX, Qin LQ, et al. At What Dose Can Total Body and Whole Abdominal Irradiation Cause Lethal Intestinal Injury Among C57BL/6J Mice? Dose Response 2020;18(3):1559325820956783 doi 10.1177/1559325820956783. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Fulton B, Markham A. Mycophenolate mofetil. A review of its pharmacodynamic and pharmacokinetic properties and clinical efficacy in renal transplantation. Drugs 1996;51(2):278–98 doi 10.2165/00003495-199651020-00007.. [DOI] [PubMed] [Google Scholar]
- 33.Yokota S Mizoribine: mode of action and effects in clinical use. Pediatr Int 2002;44(2):196–8 doi 10.1046/j.1328-8067.2002.01536.x. [DOI] [PubMed] [Google Scholar]
- 34.Kofuji S, Hirayama A, Eberhardt AO, Kawaguchi R, Sugiura Y, Sampetrean O, et al. IMP dehydrogenase-2 drives aberrant nucleolar activity and promotes tumorigenesis in glioblastoma. Nat Cell Biol 2019;21(8):1003–14 doi 10.1038/s41556-019-0363-9.. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Wang X, Yang K, Xie Q, Wu Q, Mack SC, Shi Y, et al. Purine synthesis promotes maintenance of brain tumor initiating cells in glioma. Nat Neurosci 2017;20(5):661–73 doi 10.1038/nn.4537. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Umemura Y, Al-Holou W, Marini B, Leung D, Kim M, Ferris S, et al. CTNI-35. PHASE 0/1 TRIAL OF MYCOPHENOLATE MOFETIL COMBINED WITH CHEMORADIATION TO OVERCOME TREATMENT RESISTANCE IN NEWLY DIAGNOSED AND RECURRENT GLIOBLASTOMA BY TARGETING PURINE METABOLISM. Neuro-Oncology 2022;24(Supplement_7):vii79–vii doi 10.1093/neuonc/noac209.300. [DOI] [Google Scholar]
- 37.Huang F, Ni M, Chalishazar MD, Huffman KE, Kim J, Cai L, et al. Inosine Monophosphate Dehydrogenase Dependence in a Subset of Small Cell Lung Cancers. Cell Metab 2018;28(3):369–82 e5 doi 10.1016/j.cmet.2018.06.005.. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Valvezan AJ, McNamara MC, Miller SK, Torrence ME, Asara JM, Henske EP, et al. IMPDH inhibitors for antitumor therapy in tuberous sclerosis complex. JCI Insight 2020;5(7) doi 10.1172/jci.insight.135071. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Maldonado MDM, Dharmawardhane S. Targeting Rac and Cdc42 GTPases in Cancer. Cancer research 2018;78(12):3101–11 doi 10.1158/0008-5472.CAN-18-0619. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Dubielecka PM, Ladwein KI, Xiong X, Migeotte I, Chorzalska A, Anderson KV, et al. Essential role for Abi1 in embryonic survival and WAVE2 complex integrity. Proc Natl Acad Sci U S A 2011;108(17):7022–7 doi 10.1073/pnas.1016811108. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Sugihara K, Nakatsuji N, Nakamura K, Nakao K, Hashimoto R, Otani H, et al. Rac1 is required for the formation of three germ layers during gastrulation. Oncogene 1998;17(26):3427–33 doi 10.1038/sj.onc.1202595. [DOI] [PubMed] [Google Scholar]
- 42.Courtney KD, Grove M, Vandongen H, Vandongen A, LaMantia AS, Pendergast AM. Localization and phosphorylation of Abl-interactor proteins, Abi-1 and Abi-2, in the developing nervous system. Mol Cell Neurosci 2000;16(3):244–57 doi 10.1006/mcne.2000.0865. [DOI] [PubMed] [Google Scholar]
- 43.Shi DD, Savani MR, Levitt MM, Wang AC, Endress JE, Bird CE, et al. De novo pyrimidine synthesis is a targetable vulnerability in IDH mutant glioma. Cancer Cell 2022;40(9):939–56 e16 doi 10.1016/j.ccell.2022.07.011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Pal S, Kaplan JP, Nguyen H, Stopka SA, Savani MR, Regan MS, et al. A druggable addiction to de novo pyrimidine biosynthesis in diffuse midline glioma. Cancer Cell 2022;40(9):957–72 e10 doi 10.1016/j.ccell.2022.07.012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Gwynne WD, Suk Y, Custers S, Mikolajewicz N, Chan JK, Zador Z, et al. Cancer-selective metabolic vulnerabilities in MYC-amplified medulloblastoma. Cancer Cell 2022;40(12):1488–502 e7 doi 10.1016/j.ccell.2022.10.009. [DOI] [PubMed] [Google Scholar]
- 46.Lanczky A, Gyorffy B. Web-Based Survival Analysis Tool Tailored for Medical Research (KMplot): Development and Implementation. J Med Internet Res 2021;23(7):e27633 doi 10.2196/27633. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Ali ES, Sahu U, Villa E, O’Hara BP, Gao P, Beaudet C, et al. ERK2 Phosphorylates PFAS to Mediate Posttranslational Control of De Novo Purine Synthesis. Mol Cell 2020;78(6):1178–91 e6 doi 10.1016/j.molcel.2020.05.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Penke LR, Speth JM, Dommeti VL, White ES, Bergin IL, Peters-Golden M. FOXM1 is a critical driver of lung fibroblast activation and fibrogenesis. J Clin Invest 2018;128(6):2389–405 doi 10.1172/JCI87631. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Seluanov A, Mao Z, Gorbunova V. Analysis of DNA double-strand break (DSB) repair in mammalian cells. J Vis Exp 2010(43) doi 10.3791/2002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Li S, Yuan L, Xu ZY, Xu JL, Chen GP, Guan X, et al. Integrative proteomic characterization of adenocarcinoma of esophagogastric junction. Nat Commun 2023;14(1):778 doi 10.1038/s41467-023-36462-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The phosphoproteomic data for Fig. 2A & 2B are available as Supplementary Data 1. The gene lists of Rac1 signaling pathway used in Supplementary Fig. S5B are available in Supplementary Table S1. Key resource identifier (KRID) information is available in the KRID file. All the other data generated in this study are available within the article and its Supplementary Data 2 file.
