scholarly journals A quantitative systems pharmacology analysis of KRAS G12C covalent inhibitors

2017 ◽  
Author(s):  
Edward C. Stites ◽  
Andrey S. Shaw

AbstractThe KRAS oncogene is the most common, activating, oncogenic mutation in human cancer. KRAS has proven difficult to target effectively. Two different strategies have recently been described for covalently targeting the most common activating KRAS mutant in lung cancer, KRAS G12C. Previously, we have developed a computational model of the processes that regulate Ras activation and this model has proven useful for understanding the complex behaviors of Ras signaling. Here, we use this model to perform a computational systems pharmacology analysis of KRAS G12C targeted covalent inhibitors. After updating our model to include Ras protein turnover, we verified the validity of our model for problems in this domain by comparing model behaviors with experimental behaviors. The model naturally reproduces previous experimental data, including several experimental observations that were interpreted as being contrary to conventional wisdom. Overall, this suggests that our model describes the Ras system well, including those areas where conventional wisdom struggles. We then used the model to investigate possible strategies to improve the ability of KRAS G12C inhibitors to inhibit Ras pathway signaling. We identify one, as of yet unexplored mechanism, that, if optimized, could improve the effectiveness of one class of KRAS inhibitor. We also simulated resistance to targeted therapies and found that resistance promoting mutations may reverse which class of KRAS G12C inhibitor inhibits the system better, suggesting that there may be value to pursuing both types of KRAS G12C inhibitors. Overall, this work demonstrates that systems biology approaches can provide insights that inform the drug development process.

2021 ◽  
Vol 14 (1) ◽  
Author(s):  
Kun Chen ◽  
Yalei Zhang ◽  
Ling Qian ◽  
Peng Wang

AbstractRAS mutations (HRAS, NRAS, and KRAS) are among the most common oncogenes, and around 19% of patients with cancer harbor RAS mutations. Cells harboring RAS mutations tend to undergo malignant transformation and exhibit malignant phenotypes. The mutational status of RAS correlates with the clinicopathological features of patients, such as mucinous type and poor differentiation, as well as response to anti-EGFR therapies in certain types of human cancers. Although RAS protein had been considered as a potential target for tumors with RAS mutations, it was once referred to as a undruggable target due to the consecutive failure in the discovery of RAS protein inhibitors. However, recent studies on the structure, signaling, and function of RAS have shed light on the development of RAS-targeting drugs, especially with the approval of Lumakras (sotorasib, AMG510) in treatment of KRASG12C-mutant NSCLC patients. Therefore, here we fully review RAS mutations in human cancer and especially focus on emerging strategies that have been recently developed for RAS-targeting therapy.


2004 ◽  
Vol 24 (16) ◽  
pp. 6993-7002 ◽  
Author(s):  
Craig Dorrell ◽  
Katsuto Takenaka ◽  
Mark D. Minden ◽  
Robert G. Hawley ◽  
John E. Dick

ABSTRACT The Ras pathway transduces divergent signals determining normal cell fate and is frequently activated in hematopoietic malignancies, but the manner in which activation contributes to human leukemia is poorly understood. We report that a high level of activated H-Ras signaling in transduced primary human hematopoietic progenitors reduced their proliferation and enhanced monocyte/macrophage differentiation. However, the exposure of these cells to a farnesyltransferase inhibitor and establishment of a moderate level of Ras activity showed increased proliferation, an elevated frequency of primitive blast-like cells, and progenitors with enhanced self-renewal capacity. These results suggest that the amplitude of Ras pathway signaling is a determinant of myeloid cell fate and that moderate Ras activation in primitive hematopoietic cells can be an early event in leukemogenesis.


Development ◽  
1998 ◽  
Vol 125 (2) ◽  
pp. 181-190 ◽  
Author(s):  
J.N. Maloof ◽  
C. Kenyon

The Ras signaling pathway specifies a variety of cell fates in many organisms. However, little is known about the genes that function downstream of the conserved signaling cassette, or what imparts the specificity necessary to cause Ras activation to trigger different responses in different tissues. In C. elegans, activation of the Ras pathway induces cells in the central body region to generate the vulva. Vulval induction takes place in the domain of the Hox gene lin-39. We have found that lin-39 is absolutely required for Ras signaling to induce vulval development. During vulval induction, the Ras pathway, together with basal lin-39 activity, up-regulates lin-39 expression in vulval precursor cells. We find that if lin-39 function is absent at this time, no vulval cell divisions occur. Furthermore, if lin-39 is replaced with the posterior Hox gene mab-5, then posterior structures are induced instead of a vulva. Our findings suggest that in addition to permitting vulval cell divisions to occur, lin-39 is also required to specify the outcome of Ras signaling by selectively activating vulva-specific genes.


PLoS Genetics ◽  
2021 ◽  
Vol 17 (8) ◽  
pp. e1009738
Author(s):  
Jennifer Soler Beatty ◽  
Cristina Molnar ◽  
Carlos M. Luque ◽  
Jose F. de Celis ◽  
María D. Martín-Bermudo

Activation of Ras signaling occurs in ~30% of human cancers. However, activated Ras alone is insufficient to produce malignancy. Thus, it is imperative to identify those genes cooperating with activated Ras in driving tumoral growth. In this work, we have identified a novel EGFR inhibitor, which we have named EGFRAP, for EGFR adaptor protein. Elimination of EGFRAP potentiates activated Ras-induced overgrowth in the Drosophila wing imaginal disc. We show that EGFRAP interacts physically with the phosphorylated form of EGFR via its SH2 domain. EGFRAP is expressed at high levels in regions of maximal EGFR/Ras pathway activity, such as at the presumptive wing margin. In addition, EGFRAP expression is up-regulated in conditions of oncogenic EGFR/Ras activation. Normal and oncogenic EGFR/Ras-mediated upregulation of EGRAP levels depend on the Notch pathway. We also find that elimination of EGFRAP does not affect overall organogenesis or viability. However, simultaneous downregulation of EGFRAP and its ortholog PVRAP results in defects associated with increased EGFR function. Based on these results, we propose that EGFRAP is a new negative regulator of the EGFR/Ras pathway, which, while being required redundantly for normal morphogenesis, behaves as an important modulator of EGFR/Ras-driven tissue hyperplasia. We suggest that the ability of EGFRAP to functionally inhibit the EGFR pathway in oncogenic cells results from the activation of a feedback loop leading to increase EGFRAP expression. This could act as a surveillance mechanism to prevent excessive EGFR activity and uncontrolled cell growth.


2018 ◽  
Author(s):  
Thomas McFall ◽  
Jolene K Diedrich ◽  
Meron Mengistu ◽  
Stacy L Littlechild ◽  
Kendra V Paskvan ◽  
...  

A well-established genotype to phenotype relationship in genomic medicine is that activating KRAS mutations indicate resistance to anti-EGFR agents. We used a computational model of Ras signaling to investigate a confusing exception to this relationship whereby colorectal cancers with one specific, constitutively-active, mutant, KRAS G13D, respond to anti-EGFR agents. Our computational simulations of the biochemical processes that regulate Ras suggest EGFR inhibition reduces wild-type Ras activation in KRAS G13D mutant cancer cells more than in other KRAS mutant cancer cells. The model also reveals a non-intuitive, mutant-specific, dependency of wild-type Ras activation on EGFR. This dependency is determined by the interaction strength between a KRAS mutant and tumor suppressor neurofibromin. Our prospective experiments confirm this mechanism that arises from the systems-level regulation of Ras pathway signaling. Overall, our work demonstrates how systems approaches enable mechanism-based inference in genomic medicine.


2021 ◽  
Vol 28 (1) ◽  
Author(s):  
Yu-Chen S. H. Yang ◽  
Po-Jui Ko ◽  
Yi-Shin Pan ◽  
Hung-Yun Lin ◽  
Jacqueline Whang-Peng ◽  
...  

AbstractThyroid hormone analogues—particularly, l-thyroxine (T4) has been shown to be relevant to the functions of a variety of cancers. Integrin αvβ3 is a plasma membrane structural protein linked to signal transduction pathways that are critical to cancer cell proliferation and metastasis. Thyroid hormones, T4 and to a less extend T3 bind cell surface integrin αvβ3, to stimulate the extracellular signal-regulated kinase 1/2 (ERK1/2) pathway to stimulate cancer cell growth. Thyroid hormone analogues also engage in crosstalk with the epidermal growth factor receptor (EGFR)-Ras pathway. EGFR signal generation and, downstream, transduction of Ras/Raf pathway signals contribute importantly to tumor cell progression. Mutated Ras oncogenes contribute to chemoresistance in colorectal carcinoma (CRC); chemoresistance may depend in part on the activity of ERK1/2 pathway. In this review, we evaluate the contribution of thyroxine interacting with integrin αvβ3 and crosstalking with EGFR/Ras signaling pathway non-genomically in CRC proliferation. Tetraiodothyroacetic acid (tetrac), the deaminated analogue of T4, and its nano-derivative, NDAT, have anticancer functions, with effectiveness against CRC and other tumors. In Ras-mutant CRC cells, tetrac derivatives may overcome chemoresistance to other drugs via actions initiated at integrin αvβ3 and involving, downstream, the EGFR-Ras signaling pathways.


Blood ◽  
2018 ◽  
Vol 132 (Supplement 1) ◽  
pp. 888-888
Author(s):  
Iman Fares ◽  
Rahul S. Vedula ◽  
Shabbir M. Vahanvaty ◽  
Christopher S Waters ◽  
Marlise R. Luskin ◽  
...  

Abstract Somatic mutations can have highly stereotyped positions in the myeloid clonal hierarchy and distinct patterns of co-occurring mutations. Gene mutations that cause aberrant activation of RAS/MAPK signaling are typically late events in myeloid disease progression and are closely associated with leukemic transformation. We hypothesized that the phenotypic output of oncogenic RAS signaling is dynamically reprogrammed during leukemogenesis based on evolving genetic and epigenetic context. To identify genetic alterations that may modulate RAS-mediated transformation, we evaluated 1273 adults with myelodysplastic syndrome, including 150 with mutations in NRAS, KRAS, PTPN11, CBL, RIT1, NF1, or FLT3. Somatic mutations in ASXL1 (q<0.0001), RUNX1 (q<0.0001), EZH2 (q<0.0001), BCOR (q=0.0002), and STAG2 (q=0.001) were most significantly associated with co-occurring RAS pathway mutations, compared to those without RAS pathway mutations, while TP53 mutations were less frequent (q=0.059). We validated these observations in an independent cohort of 6343 unselected patients, including 1081 patients harboring either RAS pathway mutations (n=651),TP53 mutations (n=494), or both (n=57). To define the effects of sequential acquisition of driver mutations, we developed a mouse serial transplantation model of somatic myeloid transformation. First, we used in vivo pI:pC treatment to induce biallelic inactivation of Tet2 in adult Mx1-Cre/Tet2flox/floxmice. After 12 weeks, we purified Tet2-/-or control hematopoietic stem and progenitor cells (HSPCs) and used CRISPR/Cas9 to separately introduce inactivating mutations in Ezh2, Asxl1-exon12, Stag2, or Bcor, then evaluated their functional effects using ex vivo serial replating or in vivo competitive transplantation. Tet2-/-HSPCs with control sgRNA showed a modest enhancement of serial replating compared to Tet2-wild type HSPCs, while Tet2-/-HSPCs Asxl1, Stag2, and Bcor, but not Ezh2 sgRNA had markedly enhanced serial replating capacity (>6 platings in all replicates). In primary transplantation, secondary mutations caused in vivo clonal advantage after 16 weeks, but never resulted in histologic transformation to acute leukemia. We next evaluated the impact of tertiary NRASG12Dmutations in each pairwise Tet2-/-CRISPR combination (Asxl1, Bcor, Ezh2, Stag2, control). We purified HSPCs from recipient mice 16 weeks after primary transplantation, transduced with a lentiviral NRASG12Dexpression vector and transplanted into secondary recipients. Recipients of Tet2/Bcor/NRAS, Tet2/Asxl1/NRAS, or Tet2/Ezh2/NRAS cells succumbed to CD11b+myeloid disease with variable latency in Bcor (14 days), Ezh2 (50 days), and Asxl1 (120 days) cells, suggesting that combined Tet2 and PRC1/2 alterations may modify the effects of oncogenic RAS signaling. To determine whether pre-existing epigenetic mutations cooperate to alter the transcriptional response to acute oncogenic stress compared to wild type cells, weperformed RNA-seq 12 and 24 hours after induced expression of NRASG12D in isogenic immortalized mouse progenitor cells deficient for Tet2, Bcor, or both Tet2 and Bcor. We observed rapid activation of inflammatory and cellular senescence programs in all conditions, suggesting a genotype-independent immediate early response to oncogenic signaling. However, we also identified genotype-specific regulation of tumor suppressor and cell cycle checkpoint pathways. While Cdnk1a expression was strongly induced in all conditions, Cdnk2a expression (and p16Ink4a and p19ARF protein levels) was preferentially upregulated in the context of Bcor deficiency. Moreover, expression of the p53 negative regulator Mdm2 was increased 11-fold in Tet2/Bcor-deficient cells, but only 4 to 5-fold in wild type, Tet2-, or Bcor-deficient cells. Tet2/Bcor-deficient cells were significantly more sensitive to treatment with the Mdm2 antogonist, Nutlin, upon induction of NRAS expression than were wild-type cells, suggesting that Mdm2 overexpression directly mediates acquired tolerance of oncogene stress. These human genetic data and mouse models suggest that epigenetic alterations occurring during early myeloid leukemogenesis may enable evasion of oncogene protection mechanism. Bcor mutations can pair with initiating Tet2 mutations to facilitate RAS mediated transformation while incurring a dependency on Mdm2 overexpression. Disclosures No relevant conflicts of interest to declare.


2003 ◽  
Vol 77 (3) ◽  
pp. 2056-2062 ◽  
Author(s):  
Rachel Kim ◽  
Alla Trubetskoy ◽  
Takeshi Suzuki ◽  
Nancy A. Jenkins ◽  
Neal G. Copeland ◽  
...  

ABSTRACT The identification of tumor-inducing genes is a driving force for elucidating the molecular mechanisms underlying cancer. Many retroviruses induce tumors by insertion of viral DNA adjacent to cellular oncogenes, resulting in altered expression and/or structure of the encoded proteins. The availability of the mouse genome sequence now allows analysis of retroviral common integration sites in murine tumors to be used as a genetic screen for identification of large numbers of candidate cancer genes. By positioning the sequences of inverse PCR-amplified, virus-host junction fragments within the mouse genome, 19 target genes were identified in T-cell lymphomas induced by the retrovirus SL3-3. The candidate cancer genes included transcription factors (Fos, Gfi1, Lef1, Myb, Myc, Runx3, and Sox3), all three D cyclins, Ras signaling pathway components (Rras2/TC21 and Rasgrp1), and Cmkbr7/CCR7. The most frequent target was Rras2. Insertions as far as 57 kb away from the transcribed portion were associated with substantially increased transcription of Rras2, and no coding sequence mutations, including those typically involved in Ras activation, were detected. These studies demonstrate the power of genome-based analysis of retroviral insertion sites for cancer gene discovery, identify several new genes worth examining for a role in human cancer, and implicate the pathways in which those genes act in lymphomagenesis. They also provide strong genetic evidence that overexpression of unmutated Rras2 contributes to tumorigenesis, thus suggesting that it may also do so if it is inappropriately expressed in human tumors.


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