Abstract
The impact of genetic ablation of SOS1 or SOS2 is evaluated in a murine model of KRASG12D-driven lung adenocarcinoma (LUAD). SOS2 ablation shows some protection during early stages but only SOS1 ablation causes significant, specific long term increase of survival/lifespan of the KRASG12D mice associated to markedly reduced tumor burden and reduced populations of cancer-associated fibroblasts, macrophages and T-lymphocytes in the lung tumor microenvironment (TME). SOS1 ablation also causes specific shrinkage and regression of LUAD tumoral masses and components of the TME in pre-established KRASG12D LUAD tumors. The critical requirement of SOS1 for KRASG12D-driven LUAD is further confirmed by means of intravenous tail injection of KRASG12D tumor cells into SOS1KO/KRASWT mice, or of SOS1-less, KRASG12D tumor cells into wildtype mice. In silico analyses of human lung cancer databases support also the dominant role of SOS1 regarding tumor development and survival in LUAD patients. Our data indicate that SOS1 is critically required for development of KRASG12D-driven LUAD and confirm the validity of this RAS-GEF activator as an actionable therapeutic target in KRAS mutant LUAD.
Subject terms: Oncogenes, Non-small-cell lung cancer, Cancer microenvironment
Critical regulators of RAS signaling pathways in oncogenic RAS-driven tumors remain to be explored. Here, the authors show the development of KRAS(G12D)-driven lung adenocarcinoma is dependent on SOS1, with dual roles in both tumor and stroma.
Introduction
The Epidermal Growth Factor Receptor (EGFR) and KRAS, two pivotal components of RTK-ERK signaling pathways, are the most frequent targets for oncogenic driver mutations in lung adenocarcinoma (LUAD). Various tyrosine kinase inhibitor drugs are routinely used in the clinic against EGRF-driven LUAD tumors1 but the therapeutic options against mutant KRAS-driven LUAD are much more limited. Indeed, the first direct KRAS inhibitors have only been very recently approved for clinical testing2–4 and the rapid appearance of resistance is an important concern for most new anti-KRAS drugs5–8, a reason why the search must go on for new therapy approaches capable of inhibiting not only the function of RAS proteins but also that of upstream or downstream components in RTK-RAS signaling pathways9–11. The quest for new therapies must also take into account the extensive body of experimental data demonstrating that non-mutated (WT) cellular RAS proteins play also critical roles in the development of oncogenic RAS-driven tumors12–17. These observations, together with the emerging evidence indicating that different KRAS mutants may also exhibit varying sensitivities to GAP- or GEF-mediated modulation18,19, support the notion that targeting other upstream regulators of RAS signaling pathways (such as SHP2 or the SOS family of RAS-GEF activators)4,10,11,20,21 may also be a clinically beneficial approach.
SOS1 and SOS2 constitute the most universal and functionally relevant family of RAS-GEFs capable of activating RAS GTPases and their downstream signaling cascades in mammalian cells9,22. Despite their remarkably similar protein structures and expression patterns, SOS1 is essential for embryonic development23,24 whereas SOS2 is dispensable to reach adulthood in mice25. Using a floxed, tamoxifen-inducible SOS1-null mutant, we managed to bypass the embryonic lethality of SOS1 KO alleles and to generate and analyze adult mice of 4 relevant SOS genotypes (SOS1/2WT, SOS1KO, SOS2KO, and SOS1/2DKO) thus making it possible to ascertain the functional specificity/redundancy of SOS1 and/or SOS2 in a variety of biological settings26. Under physiological conditions, we have demonstrated the functional prevalence of SOS1 over SOS2 regarding the control of fibroblast cellular proliferation and viability as well as a direct mechanistic link between SOS1 and control of intracellular redox status and mitochondrial homeostasis27,28. We and others have also identified specific functional roles of SOS1 and SOS2 in different cellular contexts9,22,26,29–31. Regarding tumoral contexts, we have also uncovered a critical functional contribution of SOS1 for development of DMBA/TPA-induced skin carcinogenesis32 and BCR/ABL-driven chronic myeloid leukemia33,34, thus supporting the consideration of this GEF isoform as a potentially useful therapeutic target for RAS-dependent cancers. In addition, SOS1 knockdown has also been shown to effectively enhance the therapeutic efficacy of MEK inhibitors in KRAS-amplified gastroesophageal cancer35 and to overcome secondary acquired resistance to osimertinib in EGFR-mutated LUAD human cell lines36.
Regarding the consideration of SOS GEFs as molecular targets for tumor therapy it is also relevant to mention that, although mutant (oncogenic) RAS proteins are constitutively activated (GTP loaded) and, in theory, would not need the action of external GEF activators, various reports have shown that the cross-activation of WT RAS (which is SOS-dependent) by oncogenically mutated RAS is of critical importance for tumorigenic development14–16. Altogether, these reports and our observations of remarkable similarities between SOS-less and RAS-less cells27,28,37 prompted us to postulate that SOS proteins may constitute valuable therapeutic targets in RTK-RAS-dependent cancers such as LUAD.
The tumor microenvironment (TME) is a capital player contributing to the development of lung tumors in vivo. In particular, different stromal cell populations including cancer-associated fibroblasts (CAFs) and tumor-associated macrophages (TAMs) are able to significantly impact tumor progression and impair tumor prognosis by modulating, via different mechanisms, the composition of the extracellular matrix as well as processes of angiogenesis, cellular migration or immune evasion in the tumors38–40. Interestingly, previous reports have also shown that SOS1 disruption markedly impairs proliferation and migration of MEFs27,28,32, and also alters the ability of macrophages and neutrophils to be activated and migrate32,41,42, further supporting the study of SOS1/2 GEFs as potential therapy targets for KRAS-mutated LUAD.
To extend and confirm the notion of SOS RAS-GEFs as critical functional requirements and actionable therapy targets in RAS-driven tumors, in this report we performed a detailed evaluation of the in vivo functional relevance and biological impact produced by genetically-mediated ablation of the SOS1 or SOS2 RAS-GEFs in a mouse model of KRASG12D-driven LUAD43. Our experimental observations demonstrate that SOS1 disruption specifically produces very significant therapeutic benefits, not only by markedly blocking development of the LUAD tumor cells but also by impairing the pro-tumorigenic effect of the surrounding stromal cells in the TME, thus supporting the consideration of SOS1 as a bona fide, actionable therapy target for developments of drugs/therapies against LUAD.
Results
SOS1 deficiency specifically protects from death and tumor-related pathophysiological defects in murine KRASG12D-driven LUAD
To allow for a direct experimental testing of the in vivo impact of ablation of the SOS1 or SOS2 RAS-GEFs, on the development of LUAD in mice, we cross-mated the KRASLA2 strain spontaneously developing KRASG12D-driven LUAD43 with our previously described, TMX-inducible SOS1/2 KO system which allows to produce individual or combined ablation of SOS1 and/or SOS2 in mice26. These crosses gave rise to different genotypic combinations which, upon appropriate TMX treatment (at 1 month of age for specific SOS1 ablation), allowed to monitor and compare initiation and evolution of KRASG12D-induced LUAD in cohorts of littermates of the relevant SOS genotypes including SOS1/2WT, SOS1KO, or SOS2KO mice (Fig. 1a). Similar tests in mice lacking both SOS1 and SOS2 are not possible because SOS1/2DKO mice die precipitously after about two weeks of concomitant ablation of these RAS-GEF isoforms26.
Interestingly, our evaluation of the lifespan and Kaplan–Meier survival curves of TMX-treated mice of the three relevant genotypic compositions (SOS1/2WT/KRASG12D, SOS1KO/KRASG12D, and SOS2KO/KRASG12D) revealed that the single, specific ablation of SOS1, but not of SOS2, produced a significant improvement and extension of the lifespan and survival of KRASG12D-mutant mice as compared to their SOS1/2WT/KRASG12D control counterparts expressing normal levels of the two SOS RAS-GEFs (Fig. 1b).
We also evaluated various lung-related pathophysiological parameters in 12-month-old mice from these three KRASG12D experimental groups in comparison to a similarly aged cohort of healthy SOS1/2WT/KRASWT animals used as controls of the normal, physiological value for each of those parameters (Fig. 1c; Supplementary Fig. S1). As expected, the SOS1/2WT/KRASG12D mice showed a significant deterioration in comparison to healthy SOS1/2WT/KRASWT controls with regards to percentage O2 saturation in blood (Fig. 1c) as well as respiratory rate (Supplementary Fig. S1a, b), or electrocardiogram recording of cardiac activity and frequency (Supplementary Fig. S1c). However, consistently with the significantly improved survival data (Fig. 1b), SOS1 ablation also caused a specific rescue of all those disease-dependent pathophysiological parameters. Indeed, the SOS1KO/KRASG12D mice showed similar physiological profiles and values to those of healthy SOS1/2WT/KRASWT controls, in clear contrast with the impaired parameters displayed by the SOS1/2WT/KRASG12D and SOS2KO/KRASG12D mice (Fig. 1c; Supplementary Fig. S1).
SOS1/2 ablation markedly impairs initiation and subsequent malignant progression of KRASG12D-driven LUAD lung tumors
To evaluate the role of SOS1 and SOS2 during the early phases of KRASG12D-driven LUAD tumorigenesis, cohorts of young SOS1/2WT/KRASG12D, SOS1fl/fl/KRASG12D, and SOS2KO/KRASG12D mice were equally fed after 1 month of age with TMX-containing diet (to induce SOS1 disruption), and the development of LUAD tumors was then monitored in detail during the next ensuing months (Fig. 1d–i). Our quantification of the number of tumors visible on the pleural surface of the lungs of 1-month-old (TMX-untreated) mice showed initial tumor count that appeared to be already slightly reduced in the SOS2KO/KRASG12D group as compared to their SOS1/2WT/KRASG12D and SOS1fl/fl/KRASG12D counterparts (Fig. 1d). In addition, after starting the TMX treatment, the total tumor count in 3-month-old and 5-month-old TMX-treated SOS1KO/KRASG12D and SOS2KO/KRASG12D mice was dramatically reduced in comparison to their control SOS1/2WT/KRASG12D counterparts, indicating a striking dependence on SOS1/2 during the early stages of KRASG12D-driven LUAD initiation and development (Fig. 1d). Consistent with this, analysis of in vivo microCT scanning images of young animals of the different genotypes during the same time period confirmed that the volume of the tumors in the lungs of these young mice was very markedly reduced in the two SOS1KO and SOS2KO strains as compared to their SOS1/2WT/KRASG12D counterparts during these early stages of LUAD development (Fig. 1e, f). We also evaluated the histopathological grade reached by the KRASG12D-driven lung tumors in each experimental group at specific timepoints of analysis (Fig. 1g). At 1 month of age (when TMX-induced SOS1 ablation in SOS1fl/fl /KRASG12D mice was just started), practically 100% of the KRASG12D-driven lung tumors in all the experimental groups corresponded to benign, hyperproliferating type II pneumocytes (HPNII) (Fig. 1g). As expected, during the ensuing months the percentage of benign adenomas increased steadily in the control SOS1/2WT/KRASG12D mice, with 3% at 3 months of age, 30% at 5 months of age, and about 7% of more advanced grade adenomas already detectable in 5-months-old animals (Fig. 1g). In sharp contrast, the vast majority of the KRASG12D-driven lung tumors found in SOS1KO or SOS2KO mice were characterized as benign HPNII (~95% at 5 months), and a slower tumor grade progression was also observed in SOS1KO animals as compared to SOS2KO mice, with advanced grade adenomas constituting ~3% of the tumors present in 5-month-old SOS2KO mice, whereas they were completely absent in similarly aged SOS1KO counterparts (Fig. 1g).
Long-term morphological examination of fixed tissue sections of the lungs of mice of the relevant SOS1/2 genotypes allowed a detailed quantitative evaluation of the impact of SOS1 or SOS2 ablation on the development and evolution of KRASG12D lung tumors (Fig. 1h, i). Consistent with our prior observations, quantitative analysis of H&E-stained sections of lungs extracted at different timepoints during tumor progression confirmed that tumor burden was significantly reduced in the lungs of SOS1/2KO/KRASG12D mice as compared to those of their SOS1/2WT/KRASG12D counterparts during the early stages of tumorigenesis (Fig. 1h, i). Importantly, our long-term analyses until 12 months of age (when most diseased animals had to be euthanized according to ethical regulations for animal experimentation) demonstrated in particular that the LUAD tumor burden was always significantly reduced in SOS1KO/KRASG12D mice in comparison to SOS2KO/KRASG12D mice for the whole duration of the life of these animals (Fig. 1h, i), clearly indicating a preferential functional contribution of SOS1 over SOS2 with regards to both the early stages of initiation and the later stages of progression of KRASG12D-driven LUAD in mice.
The prevalent role of SOS1 over SOS2, in KRASG12D-driven LUAD development in mice was also consistent with the significant reduction of cellular proliferation (Ki67-positive tumor cells, Fig. 2a) and ERK activation (pERK levels, Fig. 2b) observed by IHC in lung tumors from 5-months-old SOS1KO mice as compared to similarly aged SOS1/2WT or SOS2KO mice. Our detailed molecular assays confirmed the silencing of SOS1 and SOS2 in the lung tumors isolated from SOS1KO and SOS2KO mice and also showed that SOS1 or SOS2 depletion correlated with significant reduction of RAS-GTP levels in those tumors (Fig. 2c, d).
SOS1 ablation specifically hinders the TME of KRASG12D-driven LUAD in mice
We also investigated whether SOS1 or SOS2 ablation may affect the presence or the response of fibroblasts, macrophages or lymphocytes in the stromal TME of KRASG12D-driven LUAD in mice (Fig. 3). Using smooth muscle actin (SMA) immunostaining as a specific marker of cancer-associated fibroblasts (CAFs)44 in the TME of the lung tumors, we observed that SOS1 (but not SOS2) ablation dramatically reduced detection of SMA-positive CAFs in the TME of the lung tumors of 5-month-old KRASG12D-mice as compared to their SOS1/2WT and SOS2KO counterparts (Fig. 3a). Consistent with this, Masson’s trichrome staining detecting CAF-dependent collagen deposition44 in the TME was also very strongly reduced in the lungs of SOS1-ablated mice as compared to the SOS1/2WT and SOS2KO experimental groups (Fig. 3b). These observations suggest a very relevant functional role of SOS1 regarding recruitment and activity of CAFs in the TME of KRASG12D-driven LUAD, whereas SOS2 appears to be rather dispensable for these pathophysiological processes.
The impact of SOS1 or SOS2 ablation on immunity-related cell populations present in the TME of KRASG12D-driven lung tumors was also examined. Thus, CD68 immunostaining identifying TAMs in the TME45 showed that SOS1 (but not SOS2) ablation significantly reduced the presence of these immunopositive macrophages within the TME of the tumors (Fig. 3c). Furthermore, consistent with our prior reports indicating that SOS1 removal severely affected normal T lymphocyte maturation26, CD3-immunostaining29 demonstrated also that SOS1 ablation strongly reduced T lymphocytic infiltration in KRASG12D-driven lung tumors, in contrast to the tumors of SOS1/2WT or SOS2KO counterparts (Fig. 3d).
The functional involvement of SOS1 in regulation of the immunological environment in the TME of KRASG12D-driven LUAD was further confirmed by measuring the relative levels of various chemokines and cytokines present in the TME of the lung tumors of our three experimental groups (Supplementary Fig. S2). Among other changes, our data documented a statistically significant reduction in levels of pro-inflammatory signals such as IL-1, IL1-r, or MIP1 when SOS1 is absent (Supplementary Fig. S2). On the other hand, CD31 immunostaining was used to evaluate whether SOS1 or SOS2 depletion altered the vasculature32 of KRASG12D-driven lung tumors and showed that neither SOS1 nor SOS2 ablation impacted significantly the amount of vasculature in KRASG12D-driven LUAD when comparing the tumors arising in SOS1/2WT mice to those of SOS1KO or SOS2KO strains (Fig. 3e).
Overall, these observations support the notion that SOS1 disruption also markedly impacts different cell populations involved in deleterious effects mediated by the TME in KRASG12D-driven LUAD, suggesting an additional, potential therapeutic benefit of SOS1 removal with regard to KRAS-mutated lung tumors.
SOS1 ablation causes tumor regression in preexisting KRASG12D-driven lung tumors
After uncovering the crucial contribution of SOS1 to KRASG12D-driven LUAD regarding initiation and progression of both the lung tumoral cells and their surrounding TME, we wished to determine whether SOS1 ablation could also have an impact on preexisting SOS1/2WT/KRASG12D lung tumors by impairing maintenance/progression, or even inducing regression, of those tumors. To this end, we compared a series of relevant tumor parameters between lung tumor samples extracted from untreated, 6-month-old, SOS1fl/fl /KRASG12D mice and tumor samples of 6-month-old animals of the same genotype after undergoing 2 months of TMX treatment to actually become SOS1KO/KRASG12D (Fig. 4). Strikingly, the comparison between microCT scans (Fig. 4a) or H&E-stained sections (Fig. 4b) of those tumors uncovered a very significant shrinkage of the volume of the preexisting SOS1WT (TMX-untreated, SOS1fl/fl) tumors in comparison to their subsequently TMX-treated (SOS1KO) counterparts.
Consistent with our prior observations during the early stages of tumor initiation/progression, the tumor shrinkage produced by TMX-induced SOS1 ablation in preexisting, fully developed, tumors was also mechanistically associated to a significant reduction of cell proliferation (Ki67, Fig. 4c) and ERK phosphorylation (Fig. 4d) in the SOS1-deficient tumors. Likewise, SOS1 ablation was also associated with a significant decrease of immunoreactivity against SMA (CAFs, Fig. 4e) and CD68 (TAMs, Fig. 4f) detected after ablation of SOS1 in the preexisting (SOS1WT) SOS1fl/fl lung tumors. On the other hand, similar, almost negligible rates of cell death (CC3, Fig. 4g) were observed in both SOS1WT and SOS1KO tumors, suggesting that SOS1 does not play a significant role priming apoptosis in KRASG12D-driven lung tumor cells.
Ablation of SOS1 specifically impairs nesting and tumor progression of KPB6 tumor cells in an orthotopic model of lung tumorigenesis
The above observations showing the remarkable impact caused by SOS1 ablation on tumor initiation, progression and stromal microenvironment (Figs. 1–3) were generated in an experimental system involving wide-body elimination of SOS1 or SOS2 in our KRASG12D mouse model and, therefore, we could not discern whether those clinically beneficial effects are cell-autonomous or not. To address this question, we used here an orthotopic model of LUAD tumorigenesis using KPB6 mouse LUAD cells harboring KRASG12D and p53 mutations46 where we analyzed the role of SOS1 and SOS2 in tumor cell homing and lung colonization after eliminating these RAS-GEFs in either the recipient mice or in the injected KPB6 tumor cells.
We first assessed the effect of the absence of SOS1 or SOS2 in the pulmonary tissues of the recipient animals by evaluating lung tumor development and progression after intravenous tail injection of tumoral KPB6 LUAD cells into syngeneic SOS1/2WT/KRASWT, SOS1KO/KRASWT or SOS2KO/KRASWT mice (Fig. 5a). Strikingly, our results showed that the absence of SOS1, but not SOS2, in the lungs of the recipient, injected mice dramatically reduced the tumor burden of KPB6-dependent lung tumors as compared to their SOS1/2WT/KRASWT WT counterparts (Fig. 5b, c). Interestingly, the rates of tumor cell proliferation (Fig. 5d) and pERK phosphorylation (Fig. 5e) levels measured within the lung tumors were not significantly affected by either SOS1 or SOS2 ablation in comparison to their SOS1/2WT/KRASWT WT controls (Fig. 5d, e), although the low levels of Ki67 expression detectable in non-tumor areas of the lung appeared to be slightly reduced in the SOS1KO samples. Furthermore, the presence of CAFs in the TME of KPB6-driven lung tumors was also specifically and significantly reduced in SOS1-depleted SOS1KO/KRASWT mice as compared to both their WT (SOS1/2WT/KRASWT) and SOS2KO (SOS2KO/KRASWT) counterparts (Fig. 5f).
Conversely, we also evaluated the effect of the specific removal of SOS1 or SOS2 in the injected KPB6 cells whereas the pulmonary tissues of the recipient mice expressed normal levels of SOS1 and SOS2 (Fig. 6a). For this purpose, KPB6 cells devoid of SOS1 or SOS2 by means of CRISPR/Cas9 (Fig. 7a) were intravenously injected into WT recipient mice SOS1/2WT/KRASWT and, under these experimental conditions, our analyses showed that SOS1 ablation in KPB6 cells resulted in significantly reduced lung tumor burden (H&E staining, Fig. 6b, c) and cellular proliferation (Ki67, Fig. 6d) in comparison to the WT controls. Somewhat surprisingly, these studies showed that CRISPR/Cas9-mediated removal of SOS2 also caused some reduction of tumor burden and percentage of Ki67-positive and pERK-positive cells in the tumoral masses (Fig. 6b–e). In contrast, no significant differences were observed regarding the presence of CAFs in the TME of tumors driven by KPB6 cells devoid of SOS1 or SOS2 in comparison to their CRISPR/Cas9 control counterparts (Fig. 6f). Cell count measurements in cultures of CRISPR-modified KPB6 cells showed that both SOS1 or SOS2 ablation significantly reduced proliferative rate (Fig. 7b) and RAS-GTP levels (Fig. 7c) in comparison to CRISPRCas9 control KPB6 cells. Consistently, pharmacological treatment with BAY-293, a selective inhibitor of SOS1:KRAS interaction47, resulted also in decreased cell proliferation of different KRASG12D-LUAD murine tumor cell lines such as KPB6, LKR10, and LKR13, exhibiting a closely similar antiproliferative effect than the specific KRASG12D inhibitor MRTX1133 (Fig. 7d). However, no synergistic effects of BAY-293 and MRTX1133 were observed in those assays when both drugs were used in combination on any of these murine cell lines (Fig. 7d). In this regard, reduced rates of RAS activation upon EGF stimulation were also detected in BAY-293-treated or MRTX1133-treated LUAD cell lines, although in this case the inhibitory effect of MRTX1133 appeared to be slightly higher than that produced by BAY-293 (Fig. 7e).
In silico analysis reveals a dominant functional contribution of SOS1 to human KRAS-driven LUAD
The above experimental data in mice point to a strong, crucial functional involvement of SOS1 in the development of murine KRAS-driven LUAD. In addition, we have also been able to document here the unique dependence on SOS1 of human KRAS-driven LUAD by means of in silico analyses of publicly available datasets for human LUAD cancer cell lines and patients (Fig. 8).
We first evaluated the impact of hSOS1 or hSOS2 ablation in a wide battery of human LUAD cell lines by means of unsupervised computational analysis of genomic data available in the CRISPR dataset of the Cancer Dependency Map portal48. Consistent with our previous observations in mice, our analysis of the subset of LUAD cell lines assigned a higher dependency score to hSOS1 regarding regulation of cell proliferation, in comparison with hSOS2, which showed an almost null dependency score in this regard (Fig. 8a). Furthermore, our analysis of correlation between the expression levels of hKRAS and those of hSOS1 or hSOS2 in the same subset of human LUAD cell lines yielded a direct, statistically significant correlation parameter between hKRAS and hSOS1, in contrast to the almost negligible correlation values calculated for hSOS2 and hKRAS gene expression (Fig. 8b).
We also used the well-annotated datasets contained in the CANCERTOOL database49 to evaluate the impact of hSOS1 and hSOS2 expression on human LUAD development and survival from this disease (Fig. 8c, d). Comparison of hSOS1 and hSOS2 gene expression between non-tumoral (N) and tumoral (LUAD) human samples from the Okayama dataset49 revealed that hSOS1 (but not hSOS2) is significantly upregulated in LUAD tumor samples as compared to non-tumoral lung samples (Fig. 8c). Regarding patient survival, a quartile-based discrimination of patients carried out by CANCERTOOL49 on the basis of SOS1 or SOS2 gene expression showed that LUAD patients with highest SOS1 gene expression levels tend to exhibit the lowest overall survival rates, whereas SOS2 expression level appeared not to affect the survival rates (Fig. 8d).
Discussion
Here, we cross-mated a well-known murine model of KRASG12D-driven LUAD43 with our SOS1/2-KO system26–28 to generate resulting SOS1/2WT, SOS1KO, and SOS2KO mouse litters expressing KRASG12D that allowed us to effectively evaluate the functional relevance/contribution of the RAS-GEF activators SOS1 and SOS2 to KRAS-driven LUAD processes. Overall, our analyses of the survival curves and the specific pathophysiological phenotypes displayed by our different mouse strains devoid of SOS1 or SOS2 clearly demonstrated a critical requirement of SOS1 for in vivo initiation, maintenance, and progression of KRASG12D-driven LUAD in mice. Interestingly, and consistent with previous reports31,50,51 a detailed temporal analysis of our different KRASG12D mouse strains uncovered also a measurable delaying effect of SOS2 ablation regarding the onset and initial stages of LUAD development in KRASG12D mice. Nevertheless, our results clearly showed that the LUAD-blocking effect of SOS1 ablation was always significantly higher than that of SOS2 ablation, as only the SOS1-ablated mice displayed a sustained, significant reduction of lung tumor burden and pathological grade progression of the tumor masses and their surrounding TME throughout the life of these animals. Indeed, only SOS1KO mice, but not SOS2KO mice, showed a significant improvement of the long-term survival of tumor-bearing KRASG12D mice. Furthermore, we also documented a specific, remarkable regression caused by SOS1 ablation on preexisting tumors of 6-month-old mice in comparison to similarly aged, tumor bearing, SOS1/2WT or SOS2KO mice.
All these observations uncover a significant, dominant functional contribution of SOS1 to LUAD development and support the notion that, as for other cellular functionalities previously characterized in single and double SOS1/2-KO strains26–28,30,32, SOS2 may play partially overlapping or ancillary roles relative to SOS1 during early stages of LUAD initiation in KRASG12D mice22,26. The critical role of SOS1 regarding LUAD development is further supported from the mechanistic point of view by the specific inhibition produced by SOS1 ablation, but not SOS2 ablation, on the rates of cellular proliferation (Ki67) and ERK activation (pERK) detected in the lung tumoral masses of SOS1KO mice as compared to their SOS1/2WT or SOS2KO counterparts. An essential functional contribution of SOS1 to LUAD is also consistent with the known landscape of genomic alterations in LUAD52, which preferentially impact components of RTK/RAS/ERK signaling, where SOS1 is a key regulator of downstream signaling not only by normal, non-mutated RAS proteins but also by oncogenically mutated, cancer-inducing RAS isoforms9,52. Our current demonstration of the critical mechanistic requirement of SOS1 for LUAD development is also consistent with prior reports demonstrating the critical requirement of SOS1 for development of KRASG12D-induced myeloproliferative neoplasms17 as well as for BCR/ABL-driven leukemogenesis33,34 and for chemically-induced skin carcinogenesis32.
The TME is recognized to play critically relevant roles, not only in control of tumor progression itself but also in modulation of the clinical responses or resistances elicited by different cancer therapies38,40. Interestingly, the marked therapeutic effect of SOS1 ablation on LUAD development was not limited to a significant reduction of the tumoral masses, but also impacted significantly the pro-tumoral activity exerted by various cell subpopulations of the stromal LUAD microenvironment. Thus, we observed that SOS1 ablation, but not SOS2 ablation, was specifically linked to a significant reduction of the number of CAFs recruited to the tumoral masses and their collagen-deposition activity in them. Furthermore, SOS1 depletion was also specifically linked to a marked reduction of T-lymphocyte infiltration in the tumors as well as to significant reduction of various pro-inflammatory cytokines secreted by the tumors. These TME alterations are specific and not due to any overall change in the hematopoietic composition of the single SOS1KO mice analyzed here since our previous studies demonstrated that only the double knockout SOS1/SOS2DKO animals (but not the single SOS1KO or SOS2KO mice) display detectable changes of hematopoietic composition in comparison to WT mice26. On the other hand, no specific effect of SOS1 ablation was detected on the level of vasculature displayed by these lung tumors. Specifically, our detailed analyses of our KRASG12D LUAD model clearly demonstrate that SOS1 ablation impacts both the homeostasis/proliferation of the intrinsic tumoral cell population as well as that of extrinsic cell populations such as the CAFs or TAMs of the TME. These observations in our LUAD mouse system are consistent with prior reports in different KO biological settings demonstrating the essential contribution of SOS1 to the maintenance/homeostasis of various cell types that may be eventually recruited to the TME, including MEFs27,28, macrophages32,41, neutrophils42, or lymphocytes26,29.
Besides its impact on the TME, it was also relevant that the effect of SOS1 ablation was manifested not only by inhibiting and delaying tumor development and burden during early LUAD stages but also by causing a very significant shrinkage of already developed LUAD, reducing tumor burden, cell proliferative rates and recruitment of CAFs, TAMs and T-lymphocytes in already preexisting tumors developed in adult mice expressing native levels of SOS1. Overall, these observations strongly suggest that the clinical benefit of targeting SOS1 is not limited to only blocking direct tumor growth, but also to reducing the various clinically deleterious effects of different stromal subpopulations of the TME in LUAD. It remains to be determined whether, and how much of, the therapeutic effect of SOS1 ablation is due to loss of activation of the resident KRASG12D mutant proteins or the non-mutated KRASWT proteins of the tumor/stromal cells. Although our assays could not discriminate the levels of specific WT RAS activation in our mouse tumor models, a number of reports have consistently described a variety of critical functional contributions of the non-mutant WT RAS proteins to proliferation and/or transformation in RAS-mutated cancers that may range, depending on the specific tumorigenic context, from suppressing to promoting initiation or progression of tumor growth or even to fostering appearance of resistance to cancer drugs12,13,16,17,53,54. Comparing the effects produced by drugs acting preferentially on mutated55 or on WT KRAS alleles47,56 may help clarifying these issues in future.
We were also able to confirm the critical requirement of SOS1 and test the intrinsic or extrinsic nature of some inhibitory effects of SOS1 ablation on LUAD development by using an alternative experimental approach in mice. Thus, by means of tail vein injection of a KRASG12D LUAD mouse tumor cell line43 into SOS1/2WT, SOS1KO, or SOS2KO mice we confirmed the specific reduction of lung tumor burden in SOS1KO recipient mice in comparison to equally injected WT or SOS2KO mice. In a converse experimental approach, the specific elimination of SOS1 from the KPB6 tumor cells46 resulted also in significant reduction of lung tumor burden caused by injected, SOS1-silenced KPB6 cells in comparison to unmodified KPB6 cells. Of note, our observation of significant CAFs impairment in the TME when SOS1KO mice were injected with KPB6 cells, but not when WT mice were injected with SOS1/2WT, SOS1KO, or SOS2KO KPB6 cells, strongly suggests that the role of SOS1 in altering the TME in the recipient mice is separate from its impact on the growth of tumor initiating cells. Interestingly, silencing of SOS2 in the same experimental setting also led to reduce lung tumor burden, suggesting that SOS2 may also be able to contribute to intrinsic tumor growth initiation under these experimental conditions. In any case, the data in these experiments further confirms the critical relevance of SOS1 regarding the adequate homing and nesting of LUAD tumoral cells to their target lung organ.
Our experimental evidence supporting the critical contribution of SOS1 to LUAD development in mice is also consistent with the data on human LUAD available in various databases containing records from human lung tumor patients49. In particular, our computational analysis of the CRISPR library in the DepMap portal48 uncovered a higher dependency rate on hSOS1, but not on hSOS2, for the proliferative ability of human LUAD cell lines, as well as a significant statistical correlation between KRAS expression and hSOS1 (but not hSOS2) expression in those human tumor cell lines. Of note, the SOS1 DepMap dependency score calculated here for human LUAD cell lines appears to be clearly lower than the one previously reported for human CML cell lines, another tumor type where SOS1 is also critically required for malignant development34. Furthermore, using Cancertool49 we also observed that hSOS1 expression is significantly upregulated (as opposed to hSOS2) in human LUAD tumor samples in comparison to paired, non-tumor lung samples. In addition, LUAD patients with higher levels of hSOS1 expression have lower survival rates than those with more reduced expression levels, whereas hSOS2 expression level does not show any degree of statistical correlation with patient survival. Consistent with our current observations in lung cancer, other reports have recently described significant functional contributions of SOS1 in human hepatocellular carcinoma57 and colorectal cancer58.
In summary, the data presented in this report strongly indicate that SOS1 functionality is critically required for both the development of the LUAD tumor masses and for the generation of TME alterations that may also play significant pro-tumorigenic roles in LUAD development. Consequently, SOS1 constitutes a very relevant, actionable therapeutic target for LUAD whose inhibition is bound to produce clinical benefit not only at the level of the lung tumoral cells themselves but also at the level of different cellular subtypes in the TME.
Currently, the inhibition of SOS1 is already feasible by means of genetic silencing approaches like those used here and in other reports9,59, as well as by pharmacological approaches using small-molecule drugs capable of modulating the GEF activity of SOS1 that were recently identified21,60–64. Interestingly, some of these inhibitors are thought to preferentially block non-mutated KRASWT47,56,65 whereas others appear to predominantly target the action of SOS1 on specific KRAS mutant proteins55. In this regard, it is clearly apparent that the development of new drugs capable of modulating SOS1 and/or SOS2 activity in vivo is a highly desirable aim for the near future4,10. In any case, it will be highly interesting to use the same in vivo mouse models employed here to compare in future our current genetic ablation data with the pharmacological ablation of SOS1 mediated by recently developed inhibitors against this particular RAS-GEF60–64. Indeed, future studies of acute SOS1 pharmacologic inhibition in the mouse may help characterizing potentially evolving changes occurring in the lung cancer TME over time.
Finally, given the observed effects of SOS1 ablation on the TME, we might even postulate that SOS1 inhibition could be clinically beneficial not only for KRASG12D LUAD but also for tumors driven by other RAS mutations or even by non-RAS-mutated tumors dependent from other drivers, such as mutant EGFR genes10,36,64 capable of hyperactivating Ras ERK signaling in the lung. These considerations point also to the potential interest of therapeutic combinations adding SOS1 inhibition to a variety of already available inhibitory drugs (mostly kinase inhibitors)10,21,56,62,63,66 that are currently used in the clinic against human LUAD.
Methods
LUAD animal model and analysis
The KRASLA2 mouse strain spontaneously developing KRASG12D-driven LUAD43 was cross-mated to our tamoxifen (TMX)-inducible SOS1/2KO mouse system26 to generate KRASG12D-expressing mice of the relevant SOS genotypes (SOS1/2WT, SOS1KO, SOS2KO). The maximum size for an individual tumor was established in 1.5 mm in diameter. In addition, the estimation of lung tumor burden was monitored by signs of respiratory distress. All mice (no gender selected) were kept on the same C57BL/6J background and maintained under identical experimental conditions. The proper genotypes were monitored by PCR as described26,43. When indicated, TMX -containing chow diet26 was administered to all experimental groups to avoid off-target effects. The animals were housed in cages with adequate space, bedding material for comfort and maintained under specific pathogen-free conditions, while maintaining 12-h dark/light. The ambient temperature was kept within 20–24 °C, and humidity levels ranged from 45–65%. Mice were kept, managed, and sacrificed in the NUCLEUS animal facility of the University of Salamanca according to European (2007/526/CE) and Spanish (RD1201/2005 and RD53/2013) legislations. All experiments were approved by the Bioethics Committee of the Cancer Research Center (#596).
To analyze the role of SOS1/2 proteins in KRASG12D-driven lung tumor initiation and progression, 1-month-old animals SOS1/2WT, SOS1fl/fl and SOS2KO mice harboring KRASG12D mutation were fed with TMX and then sacrificed at the indicated timepoints within 1–12 months of age. The number of visible surface tumors was quantified in animals euthanized at 1, 3, and 5 months of age. For analysis, lungs were dissected, fixed in 4% paraformaldehyde (PFA) for 24 h, and paraffin-embedded. To evaluate the effect of SOS1/2 depletion on preexisting tumors, 4-month-old, TMX-untreated SOS1/2WT/KRASG12D and SOS1fl/fl/KRASG12D mice were TMX-fed for 2 months before analysis.
For in vivo microCT scanning analysis of tumor initiation and progression, 1-month-old mice of relevant genotypes (SOS1/2WT/KRASG12D; SOS1fl/fl/KRASG12D, and SOS2KO/KRASG12D) were anesthetized and imaged using the SuperArgus microCT (Sedecal, Spain). Images were taken with 720 plane projections, 100 ms exposure time per projection, and X-ray energies of 45 kVp and 400 μA. Images were reconstructed and converted to 3D volumes using microCT Sedecal ACQ software and tumoral and non-tumoral segmentations were performed by using the 3D Slicer image computing platform. TMX was then applied with feeding and the same procedure was performed in the very same animals at 3 and 5 months of age. For studies of tumor regression, 4-month-old, TMX -untreated, SOS1fl/fl/KRASG12D mice were fed with TMX for two additional months (to induce SOS1 ablation), and in vivo images of the very same animals (at 4 months and 6 months of age) were compared. Images were taken at the NUCLEUS Molecular Imaging Laboratory of the University of Salamanca.
Physiological parameters (O2 saturation, respiratory rate, EKG) were monitored in 12-month-old, TMX-treated, SOS1/2WT/KRASG12D; SOS1KO/KRASG12D and SOS2KO/KRASG12D mice using a Small Animal Physiological Monitoring System (Cat# 75-1500, Harvard Apparatus) following manufacturer’s instructions. As controls of normal physiological values, 12-month-old, TMX-treated, SOS1/2WT/KRASWT mice were employed.
The expression level of 40 different cytokines was measured in lung tumors from 5-month-old, TMX-treated, SOS1/2WT/KRASG12D, SOS1KO/KRASG12D, and SOS2KO/KRASG12D mice using the Mouse Cytokine Array Panel A (Cat#ARY006, R&D Systems) as per manufacturer´s instructions.
Histology and immunostaining
Paraffin-embedded lung samples were cut and stained with hematoxylin and eosin or Masson’s trichrome according to standard procedures. Pathological grade classification of tumor samples comprised hyperproliferating type II pneumocytes, adenomas and carcinomas. For immunohistochemistry, sections were dewaxed, microwaved in citrate buffer (pH 6) and incubated overnight with anti-pERK1/2 (Cat#9101, 1:500, Cell Signaling), anti-Ki67 (Cat# MAD-000310QD-3, 1:50, Master Diagnostica), anti-SMA (Cat# A5228, 1:500, Sigma), anti-CD68 (Cat# ab125212, 1:100, Abcam) and anti-CD3 (Cat# ab5690, 1:50, Abcam) at 4 °C. Sections were then incubated with biotin-conjugated secondary antibodies followed by Vectastain Elite ABC reagent and the reaction product visualized by incubating the sections in 0.025% 3.3′-diaminobenzidine and 0.003% H2O2 in PBS. The processing and staining of the sections were performed by the PMC-BEOCyL Unit (Comparative Molecular Pathology-Biobank Network of Oncological Diseases of Castilla y León).
RT-qPCR assays
Proper SOS1 (upon TMX-administration) or SOS2 gene silencing was evaluated by qPCR. Lungs from TMX-treated mice from of the three experimental groups were isolated and homogenized with NZYol (NZYTech Cat# MB18501, Lisbon, Portugal). RNA was isolated from the NZYol lysates following manufacture’s indications, and further purified using RNeasy Mini Kit columns (Qiagen, Cat# 74004). RNA concentration and quality was then assessed by RNA capillary electrophoresis columns (Agilent Technologies, Santa Clara, USA). RT-qPCR assays to detect expression levels of SOS1 (Fw 5′-GAGCCAAACACGAGAGACAC-3′; Rv 5′-ATTCTGCACTGCTAGCACCA-3′) and SOS2 (Fw 5′-AGTGAGTGCAGTCAACTCCG-3′; Rv 5′-GTGGTCCTGACTTAGTTCCA-3′ were performed using the Luna Universal One-Step RT-qPCR kit (New England Biolabs, Cat# E3005L. Ipswich, MA, USA) following the manufacture’s protocol, and β2-MICROGLOBULIN (Fw 5′-ATGGGAAGCCGAACATACTG-3′; Rv 5′-CAGTCTCAGTGGGGGTGAAT-3′) was used as a housekeeping gene to normalize results.
LUAD cell lines
LKR10 and LKR13 cells are mouse lung cancer cell lines holding KRASG12D mutation and they were derived by serial passage of minced LUAD tissues from two tumors isolated from separate lobes of the same KrasLA1 mouse43. KPB6 cells are LUAD cells harboring KRASG12D and p53 mutations46.
CRISPR/Cas9-mediated depletion of SOS1 and SOS2 in KPB6 tumor cells
KPB646 and HEK293T (Cat#CRL-3216, ATCC) cells were grown in Dulbecco’s modified Eagle’s medium (DMEM) (4.5 g/L glucose +10% FBS + 1% penicillin/streptomycin). Plasmids pLV[Exp]-Puro-TRE>hCas9 (VB010000-0366ycc), pLV[2CRISPR]-Hygro-U6>mSos1 (VB210819-1116tch) and pLV[2CRISPR]-Hygro-U6>mSos2 (VB210819-1114mxf) were purchased from VectorBuilder Inc (Neu-Isenburg, Germany). To generate lentiviral particles, plasmids were individually co-transfected with packaging vectors (Cat#RV111, pCMV-Gag-Pol and Cat#RV110, pCMV-VSV-G, CellBiolLabs) into HEK293T cells as previously described67. Briefly, HEK293T cells were used to produce the lentiviral vector containing Human codon-optimized CRISPR-associated protein 9 from Streptococcus pyogenes (VB010000-0366ycc). 3 × 106 HEK293T cells were seeded the day before transfection. HEK293T cells were changed to free-antibiotics DMEM and the lentiviral vector assembly formulation (1 mL Opti-MEM medium, Cat# A4124802, Gibco), 12.5 μg of CRISPR-hCas9 plasmid, 9.5 μg pCMV-GAG-POL, 3 μg pCMV-VSV-G and 62.5 μL of JetPEI® transfection reagent (Cat# 101000053, Polyplus) was added per each p100 plate. This mix was incubated for 20 min at room temperature (RT) before gently adding it to the culture plate. After 48 h, supernatant was collected, centrifuged (5 min, 1500 rpm), and filtered (0.45 μm pore size) to obtain filtered virus. KPB6 cells were trypsinized and seeded at a density of 1 × 105 cells. KPB6 cells were infected with 2 mL of filtered virus with Polybrene® (8 μg/mL, Cat#sc-134220, Santa Cruz Biotechnology) and centrifuged at 800 g for 30 min at RT. 24 h after reinfection, Puromycin (2 μg/mL, Sigma) was supplemented to the culture media for positive selection. Stable KPB6-Cas9 cells were reinfected with pLV[2CRISPR]-U6 with two gRNA for deletion of SOS1 (VB210819-1116tch) and SOS2 (VB210819-1114mxf), and selected with Hygromycin (100 μg/mL).
To assess cell proliferation, AlamarBlue™ Cell Viability Reagent (Cat.DAL1100, Invitrogen) was added (10 µL/well) and incubated in dark for 1 h at 37 °C and 5% CO2. Fluorescence intensity was then evaluated at 590 nm using TECAN Infinite® 200 PRO microplate reader taking measurements at 0, 24, 48, and 72 h post-doxycycline induction. To determine the effect of the SOS1::KRAS interaction inhibitor BAY-29347 or the KRASG12D inhibitor MRTX113368 (individually or combined), 1 × 106 KPB6Cas9 cells were treated with BAY-293 (1 μmol/L), and/or MRTX1133 (5 nmol/L), and cell proliferation quantitated as described above.
Intracellular RAS-GTP levels in steady-state, CRISPR-modified KPB6 cell cultures (CRISPRCas9, CRISPRSOS1, CRISPRSOS2) were measured using the RAS G-LISA™ assay (#BK131, Cytoskeleton, Inc) as recommended by the manufacturer. The effect of BAY-293 and MRTX133 on RAS activation was also evaluated in serum-starved KPB6Cas9, LKR10 and LKR13 cells treated with vehicle (DMSO), BAY-293 (4 μmol/L), and/or MRTX1133 (5 nmol/L) for 2 h and stimulated with EGF (100 ng/mL) for 2 min.
The impact of SOS1/2 depletion on LUAD development was also evaluated in an orthotopic mouse tumor model involving intravenous tail injections of native or CRISPR/Cas9-modified KPB6 LUAD cells. To investigate the influence of SOS1/2 ablation only in the lung stroma, 1 × 105 native KPB6 cells were injected in the tail vein of 24-week-old, TMX-treated, SOS1/2WT/KRASWT, SOS1KO/KRASWT, and SOS2KO/KRASWT mice. To test the influence of SOS1/2 ablation only in the LUAD tumor cells, 1 × 105 CRISPR/Cas9-modified KPB6 cells (CRISPRCas9, CRISPRSOS1, and CRISPRSOS2) were injected in the tail vein of wild type, 24-week-old (SOS1/2WT/KRASWT) animals. In all cases, mice were sacrificed 3 weeks after the injection and their lungs dissected and fixed in PFA for 24 h for later analysis.
In silico human LUAD analyses
DepMap identifies cancer vulnerabilities by identifying genetic dependencies in different types of human tumors48. The specific gene dependency scores of hSOS1 and hSOS2 in human LUAD cell lines were calculated using the DepMap 22Q2 Public + Score dataset in their web portal (https://depmap.org/portal/, accessed on 5 February 2023). A low dependency score indicates a higher likelihood that the gene of interest is essential for a given tumor cell line.
The CANCERTOOL database and web-based computational tools (http://genomics.cicbiogune.es/CANCERTOOL/index.html, accessed 5 February 2023) was used for a comprehensive evaluation of the relevance of hSOS1 and hSOS2 gene expression data for LUAD development and survival49.
Western immunoblotting and pull-down assays
30 μg protein extracts from lung tumors isolated in the three experimental groups or CRISPR-modified KPB6 cells were electrophoresed and immunoblotted using the following primary antibodies and dilutions: anti-SOS1 (Cat#610096, 1:500, BD), anti-SOS2 (Cat#sc-15358, 1:500, Santa Cruz Biotechnology), anti-tubulin (Cat#T5293, 1:10,000, Sigma) and anti-vinculin (Cat#26520-1-AP, 1:5000, ProteinTech) and the corresponding secondary antibodies: Goat anti-mouse DyLightTM 800 (Cat#SA5-35521, 1:10,000, ThermoFisher Scientific) and Goat anti-rabbit Fluor® 680 (Cat#A21076, 1:5000, Invitrogen). To determine the levels of the GTP-bound levels of RAS in lung tumors (anti-RAS, Cat# 05-516, 1:1000, Millipore), we performed pull-down assays for active RAS as previously reported27.
Statistical analysis
GraphPad Prism 8.0.1 (GraphPad Inc., USA) software was used. Statistical significance was determined by one-way ANOVA using the Tukey’s method to correct for multiple comparisons. For comparisons established only between two groups we used Student’s two-tailed, unpaired t-test. To compare tumor regression in the very same animals, paired t-test was performed. Survival analysis was performed by the Kaplan–Meier method and between-group differences in survival were tested using the Log-rank (Mantel-Cox) test. n values mentioned in the figure legends indicate the number of independent animals/samples used per experimental group. However, notice that our quantitative analyses always involved measurements of the total number of tumors present in all 5 lung lobes of each animal analyzed. Results are expressed as mean ± Standard Deviation (SD). Significant differences are considered at P value < 0.05.
Reporting summary
Further information on research design is available in the Nature Portfolio Reporting Summary linked to this article.
Supplementary information
Source data
Acknowledgements
Work supported by grants ISCIII-MCUI (FIS PI19/00934), JCyL (SA264P18-UIC 076), Areces Foundation (CIVP19A5942), and ISCIII-CIBERONC (group CB16/12/00352) to E.S.; Solorzano-Barruso Foundation (FS/32-2020) and Eugenio Rodriguez Pascual Foundation to F.C.B.; MCI (RTI2018-099161-A-I00) to E.C. This research was co-financed by FEDER funds. These CIC groups are supported by the Programa de Apoyo a Planes Estratégicos de Investigación de Estructuras de Investigación de Excelencia of Castilla y León autonomous government (CLC-2017-01) and AECC Excellence program Stop Ras Cancers (EPAEC222641CICS).
Author contributions
Conception and design: F.C.B., E.C. and E.S. Development of methodology: F.C.B., R.G.-N., C.C., J.B., P.R.-R., R.F.-M., A.O.-S.J. and N.V. Acquisition of data (provided animals, acquired and managed patients, provided facilities, etc.): F.C.B., R.G.-N., N.C., J.B., E.C. and E.S. Analysis and interpretation of data (e.g., statistical analysis, biostatistics, computational analysis): F.C.B., R.G.-N., J.B., R.F.-M., E.C. and E.S. Writing, review, and/or revision of the manuscript: F.C.B., R.G.-N., J.B., R.F.-M., A.O.-S.J., N.V., E.C. and E.S.
Peer review
Peer review information
Nature Communications thanks Robert Kortum, David Barbie and the other anonymous reviewers for their contribution to the peer review of this work. A peer review file is available.
Data availability
The authors declare that the data supporting the findings of this study are available within the paper and its supplementary information files. CANCERTOOL database (http://genomics.cicbiogune.es/CANCERTOOL/) and DepMap portal library (https://depmap.org/portal/) were used in this study. Some pictures were created with BioRender (https://www.biorender.com/). Source data are provided with this paper.
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
Fernando C. Baltanás, Email: fcalvo@us.es
Eugenio Santos, Email: esantos@usal.es.
Supplementary information
The online version contains supplementary material available at 10.1038/s41467-023-41583-1.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The authors declare that the data supporting the findings of this study are available within the paper and its supplementary information files. CANCERTOOL database (http://genomics.cicbiogune.es/CANCERTOOL/) and DepMap portal library (https://depmap.org/portal/) were used in this study. Some pictures were created with BioRender (https://www.biorender.com/). Source data are provided with this paper.