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Lee NV, Deng W, Zhai D, Rodon L, Parra A, Cowell J, Banisadr A, Zhang X, Murray BW. Abstract 1104: Repotrectinib increases effectiveness of MEK inhibitors in KRAS mutant cancer models. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-1104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
KRAS is the most frequently mutated oncogene in cancers, accounting for approximately 25% of non small cell lung cancer (NSCLC), 45% of colorectal cancer (CRC), and 75% of pancreatic cancer. KRAS G12D and G12V mutations account for a large percent of mutant KRAS cancers (36% of NSCLC; 57% of CRC; 71% of pancreatic). MEK1/2 are critical downstream effectors of KRAS signaling and preclinical studies in KRAS mutant models show sensitivity to MEK inhibitors (MEKi). However, clinical studies of single agent MEKi or combinations with docetaxel in mutant KRAS NSCLC patients were associated with low response rates. Preclinical studies show that effectiveness of MEK inhibition can be limited by multiple resistance mechanisms such as compensatory upregulation of PI3K/AKT via SRC/FAK signaling, or activation of the JAK2/STAT3 pathway. Repotrectinib is a next-generation ROS1/TRK inhibitor with SRC/FAK/JAK2 inhibitory potencies which may suppress adaptive resistance to MEK inhibitors. In the current study, repotrectinib combinations with KRAS signaling network inhibitors including MEK (trametinib, selumetinib), MEK/RAF (VS-6766), ERK (LY3214996), SHP2 (TNO155) were explored. Repotrectinib/trametinib and repotrectinib/VS-6766 combinations yielded significant effects on cancer cell viability in NSCLC and pancreatic patient-derived spheroid models harboring KRASG12D and KRASG12V mutations. The repotrectinib/trametinib combination in A427 cells (NSCLC KRASG12D) exhibited increased inhibition of pAKT and pS6 compared to single agent treatments. This coincided with greater upregulation of p27 and elevated PARP cleavage, resulting in enhanced induction of apopotosis. To assess acquired MEKi resistance, several KRAS mutant cancer models were cultured under trametinib selection. Evaluation of trametinib-resistant cancer cells revealed activation of STAT3, FAK, and AKT signaling along with elevated S6 protein phosphorylation, which could be suppressed and resensitized to trametinib by combining with repotrectinib. Repotrectinib/trametinib combination in a syngeneic GEMM KRASG12D lung model had greater tumor growth inhibition than either single agent treatment. A similar combination efficacy benefit was observed in a HCT116 (CRC KRASG13D) xenograft model concomitant with suppression of SRC/FAK/STAT3/ERK activation. Taken together, repotrectinib combinations with MEK inhibitors demonstrated enhanced efficacy in both in vitro and in vivo preclinical models. Repotrectinib was shown to suppress molecular mechanisms of adaptive resistance mechanisms to MEK inhibition in preclinical models. These results suggest that the combination of repotrectinib with MEKi can repress the mutant KRAS signaling network to achieve more potent and durable anti-tumor activity and warrants clinical investigation in patients with KRASG12D and KRASG12V mutant cancers.
Citation Format: Nathan V. Lee, Wei Deng, Dayong Zhai, Laura Rodon, Ana Parra, Jessica Cowell, Afsheen Banisadr, Xin Zhang, Brion W. Murray. Repotrectinib increases effectiveness of MEK inhibitors in KRAS mutant cancer models [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 1104.
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Affiliation(s)
| | - Wei Deng
- Turning Point Therapeutics, San Diego, CA
| | | | | | - Ana Parra
- Turning Point Therapeutics, San Diego, CA
| | | | | | - Xin Zhang
- Turning Point Therapeutics, San Diego, CA
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Yeoman B, Shatkin G, Beri P, Banisadr A, Katira P, Engler AJ. Adhesion strength and contractility enable metastatic cells to become adurotactic. Cell Rep 2021; 34:108816. [PMID: 33691109 PMCID: PMC7997775 DOI: 10.1016/j.celrep.2021.108816] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Revised: 01/10/2021] [Accepted: 02/10/2021] [Indexed: 11/05/2022] Open
Abstract
Significant changes in cell stiffness, contractility, and adhesion, i.e., mechanotype, are observed during a variety of biological processes. Whether cell mechanics merely change as a side effect of or driver for biological processes is still unclear. Here, we sort genotypically similar metastatic cancer cells into strongly adherent (SA) versus weakly adherent (WA) phenotypes to study how contractility and adhesion differences alter the ability of cells to sense and respond to gradients in material stiffness. We observe that SA cells migrate up a stiffness gradient, or durotax, while WA cells largely ignore the gradient, i.e., adurotax. Biophysical modeling and experimental validation suggest that differences in cell migration and durotaxis between weakly and strongly adherent cells are driven by differences in intra-cellular actomyosin activity. These results provide a direct relationship between cell phenotype and durotaxis and suggest how, unlike other senescent cells, metastatic cancer cells navigate against stiffness gradients.
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Affiliation(s)
- Benjamin Yeoman
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA; Department of Mechanical Engineering, San Diego State University, San Diego, CA 92182, USA
| | - Gabriel Shatkin
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA
| | - Pranjali Beri
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA
| | - Afsheen Banisadr
- Biomedical Sciences Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - Parag Katira
- Department of Mechanical Engineering, San Diego State University, San Diego, CA 92182, USA; Computational Sciences Research Center, San Diego State University, San Diego, CA 92182, USA.
| | - Adam J Engler
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA; Biomedical Sciences Program, University of California, San Diego, La Jolla, CA 92093, USA.
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Banisadr A, Eick M, Beri P, Parisian AD, Yeoman B, Placone JK, Engler AJ, Furnari F. EGFRvIII uses intrinsic and extrinsic mechanisms to reduce glioma adhesion and increase migration. J Cell Sci 2020; 133:jcs247189. [PMID: 33243756 PMCID: PMC7774888 DOI: 10.1242/jcs.247189] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Accepted: 11/09/2020] [Indexed: 12/20/2022] Open
Abstract
A lack of biological markers has limited our ability to identify the invasive cells responsible for glioblastoma multiforme (GBM). To become migratory and invasive, cells must downregulate matrix adhesions, which could be a physical marker of invasive potential. We engineered murine astrocytes with common GBM mutations, e.g. Ink4a (Ink) or PTEN deletion and expressing a constitutively active EGF receptor truncation (EGFRvIII), to elucidate their effect on adhesion. While loss of Ink or PTEN did not affect adhesion, counterparts expressing EGFRvIII were significantly less adhesive. EGFRvIII reduced focal adhesion size and number, and these cells - with more labile adhesions - displayed enhanced migration. Regulation appears to depend not on physical receptor association to integrins but, rather, on the activity of the receptor kinase, resulting in transcriptional integrin repression. Interestingly, EGFRvIII intrinsic signals can be propagated by cytokine crosstalk to cells expressing wild-type EGFR, resulting in reduced adhesion and enhanced migration. These data identify potential intrinsic and extrinsic mechanisms that gliomas use to invade surrounding parenchyma.
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Affiliation(s)
- Afsheen Banisadr
- Biomedical Sciences Program, UC San Diego, La Jolla, CA 92093, USA
| | - Mariam Eick
- Department of Bioengineering, UC San Diego, La Jolla, CA 92093, USA
| | - Pranjali Beri
- Department of Bioengineering, UC San Diego, La Jolla, CA 92093, USA
| | | | - Benjamin Yeoman
- Department of Bioengineering, UC San Diego, La Jolla, CA 92093, USA
- Department of Mechanical Engineering, San Diego State University, San Diego, CA 92182, USA
| | - Jesse K Placone
- Department of Bioengineering, UC San Diego, La Jolla, CA 92093, USA
| | - Adam J Engler
- Biomedical Sciences Program, UC San Diego, La Jolla, CA 92093, USA
- Sanford Consortium for Regenerative Medicine, La Jolla, CA 92037, USA
| | - Frank Furnari
- Biomedical Sciences Program, UC San Diego, La Jolla, CA 92093, USA
- Ludwig Institute for Cancer Research, La Jolla, CA 92037, USA
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Beri P, Popravko A, Yeoman B, Kumar A, Chen K, Hodzic E, Chiang A, Banisadr A, Placone JK, Carter H, Fraley SI, Katira P, Engler AJ. Cell Adhesiveness Serves as a Biophysical Marker for Metastatic Potential. Cancer Res 2019; 80:901-911. [PMID: 31857292 DOI: 10.1158/0008-5472.can-19-1794] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2019] [Revised: 09/30/2019] [Accepted: 12/16/2019] [Indexed: 02/07/2023]
Abstract
Tumors are heterogeneous and composed of cells with different dissemination abilities. Despite significant effort, there is no universal biological marker that serves as a metric for metastatic potential of solid tumors. Common to disseminating cells from such tumors, however, is the need to modulate their adhesion as they detach from the tumor and migrate through stroma to intravasate. Adhesion strength is heterogeneous even among cancer cells within a given population, and using a parallel plate flow chamber, we separated and sorted these populations into weakly and strongly adherent groups; when cultured under stromal conditions, this adhesion phenotype was stable over multiple days, sorting cycles, and common across all epithelial tumor lines investigated. Weakly adherent cells displayed increased migration in both two-dimensional and three-dimensional migration assays; this was maintained for several days in culture. Subpopulations did not show differences in expression of proteins involved in the focal adhesion complex but did exhibit intrinsic focal adhesion assembly as well as contractile differences that resulted from differential expression of genes involved in microtubules, cytoskeleton linkages, and motor activity. In human breast tumors, expression of genes associated with the weakly adherent population resulted in worse progression-free and disease-free intervals. These data suggest that adhesion strength could potentially serve as a stable marker for migration and metastatic potential within a given tumor population and that the fraction of weakly adherent cells present within a tumor could act as a physical marker for metastatic potential. SIGNIFICANCE: Cancer cells exhibit heterogeneity in adhesivity, which can be used to predict metastatic potential.
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Affiliation(s)
- Pranjali Beri
- Department of Bioengineering, University of California, San Diego, La Jolla, California
| | - Anna Popravko
- Department of Bioengineering, University of California, San Diego, La Jolla, California
| | - Benjamin Yeoman
- Department of Bioengineering, University of California, San Diego, La Jolla, California
- Department of Mechanical Engineering, San Diego State University, San Diego, California
| | - Aditya Kumar
- Department of Bioengineering, University of California, San Diego, La Jolla, California
| | - Kevin Chen
- Department of Bioengineering, University of California, San Diego, La Jolla, California
| | - Enio Hodzic
- Department of Bioengineering, University of California, San Diego, La Jolla, California
| | - Alyssa Chiang
- Department of Bioengineering, University of California, San Diego, La Jolla, California
| | - Afsheen Banisadr
- Biomedical Sciences Program, University of California, San Diego, La Jolla, California
| | - Jesse K Placone
- Department of Bioengineering, University of California, San Diego, La Jolla, California
| | - Hannah Carter
- Moores Cancer Center, University of California, San Diego, La Jolla, California
- Department of Medicine/Division of Medical Genetics, University of California, San Diego, La Jolla, California
| | - Stephanie I Fraley
- Department of Bioengineering, University of California, San Diego, La Jolla, California
- Moores Cancer Center, University of California, San Diego, La Jolla, California
| | - Parag Katira
- Department of Mechanical Engineering, San Diego State University, San Diego, California
- Computational Sciences Research Center, San Diego State University, San Diego, California
| | - Adam J Engler
- Department of Bioengineering, University of California, San Diego, La Jolla, California.
- Biomedical Sciences Program, University of California, San Diego, La Jolla, California
- Sanford Consortium for Regenerative Medicine, La Jolla, California
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Zanca C, Villa GR, Benitez JA, Thorne AH, Koga T, D'Antonio M, Ikegami S, Ma J, Boyer AD, Banisadr A, Jameson NM, Parisian AD, Eliseeva OV, Barnabe GF, Liu F, Wu S, Yang H, Wykosky J, Frazer KA, Verkhusha VV, Isaguliants MG, Weiss WA, Gahman TC, Shiau AK, Chen CC, Mischel PS, Cavenee WK, Furnari FB. Glioblastoma cellular cross-talk converges on NF-κB to attenuate EGFR inhibitor sensitivity. Genes Dev 2017; 31:1212-1227. [PMID: 28724615 PMCID: PMC5558924 DOI: 10.1101/gad.300079.117] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2017] [Accepted: 06/16/2017] [Indexed: 01/31/2023]
Abstract
Zanca et al. show that heterogeneous expression of the wild-type EGFR receptor and its constitutively active mutant form, EGFRvIII, limits sensitivity to EGFR-directed therapies through an interclonal communication mechanism mediated by IL-6 cytokine secreted from EGFRvIII-positive tumor cells. In glioblastoma (GBM), heterogeneous expression of amplified and mutated epidermal growth factor receptor (EGFR) presents a substantial challenge for the effective use of EGFR-directed therapeutics. Here we demonstrate that heterogeneous expression of the wild-type receptor and its constitutively active mutant form, EGFRvIII, limits sensitivity to these therapies through an interclonal communication mechanism mediated by interleukin-6 (IL-6) cytokine secreted from EGFRvIII-positive tumor cells. IL-6 activates a NF-κB signaling axis in a paracrine and autocrine manner, leading to bromodomain protein 4 (BRD4)-dependent expression of the prosurvival protein survivin (BIRC5) and attenuation of sensitivity to EGFR tyrosine kinase inhibitors (TKIs). NF-κB and survivin are coordinately up-regulated in GBM patient tumors, and functional inhibition of either protein or BRD4 in in vitro and in vivo models restores sensitivity to EGFR TKIs. These results provide a rationale for improving anti-EGFR therapeutic efficacy through pharmacological uncoupling of a convergence point of NF-κB-mediated survival that is leveraged by an interclonal circuitry mechanism established by intratumoral mutational heterogeneity.
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Affiliation(s)
- Ciro Zanca
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Genaro R Villa
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA.,Department of Molecular and Medical Pharmacology, School of Medicine, University of California at Los Angeles, Los Angeles, California 90095, USA.,Medical Scientist Training Program, School of Medicine, University of California at Los Angeles, Los Angeles, California 90095, USA
| | - Jorge A Benitez
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | | | - Tomoyuki Koga
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Matteo D'Antonio
- Moores Cancer Center, University of California at San Diego, La Jolla, California 92093, USA
| | - Shiro Ikegami
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Jianhui Ma
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Antonia D Boyer
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Afsheen Banisadr
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Nathan M Jameson
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Alison D Parisian
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Olesja V Eliseeva
- Gamaleya Research Center of Epidemiology and Microbiology, Moscow 123098, Russian Federation
| | | | - Feng Liu
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA.,National Research Center for Translational Medicine, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China.,State Key Laboratory of Medical Genomics, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China.,Rui Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Sihan Wu
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Huijun Yang
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Jill Wykosky
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Kelly A Frazer
- Moores Cancer Center, University of California at San Diego, La Jolla, California 92093, USA.,Institute for Genomic Medicine, University of California at San Diego, La Jolla, California 92093, USA.,Department of Pediatrics, Rady Children's Hospital, Division of Genome Information Sciences, University of California at San Diego, La Jolla, California 92093, USA
| | - Vladislav V Verkhusha
- Department of Anatomy and Structural Biology, Gruss-Lipper Biophotonics Center, Albert Einstein College of Medicine, Bronx, New York 10461, USA
| | - Maria G Isaguliants
- Gamaleya Research Center of Epidemiology and Microbiology, Moscow 123098, Russian Federation.,Department of Microbiology, Tumor, and Cell Biology, Karolinska Institutet, Stockholm 17177, Sweden.,Department of Research, Riga Stradins University, Riga LV-1007, Latvia
| | - William A Weiss
- Department of Neurology, Brain Tumor Research Center, Helen Diller Family Comprehensive Cancer Center, University of California at San Francisco, San Francisco, California 94159, USA.,Department of Pediatrics, Brain Tumor Research Center, Helen Diller Family Comprehensive Cancer Center, University of California at San Francisco, San Francisco, California 94159, USA.,Department of Neurosurgery, Brain Tumor Research Center, Helen Diller Family Comprehensive Cancer Center, University of California at San Francisco, San Francisco, California 94159, USA
| | - Timothy C Gahman
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Andrew K Shiau
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA
| | - Clark C Chen
- Moores Cancer Center, University of California at San Diego, La Jolla, California 92093, USA
| | - Paul S Mischel
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA.,Moores Cancer Center, University of California at San Diego, La Jolla, California 92093, USA.,Department of Pathology, School of Medicine, University of California at San Diego, La Jolla, California 92093, USA
| | - Webster K Cavenee
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA.,Moores Cancer Center, University of California at San Diego, La Jolla, California 92093, USA.,Department of Medicine, School of Medicine, University of California at San Diego, La Jolla, California 92093, USA
| | - Frank B Furnari
- Ludwig Institute for Cancer Research, La Jolla, California 92093, USA.,Moores Cancer Center, University of California at San Diego, La Jolla, California 92093, USA.,Department of Pathology, School of Medicine, University of California at San Diego, La Jolla, California 92093, USA
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Fuhrmann A, Banisadr A, Beri P, Tlsty TD, Engler AJ. Metastatic State of Cancer Cells May Be Indicated by Adhesion Strength. Biophys J 2017; 112:736-745. [PMID: 28256233 DOI: 10.1016/j.bpj.2016.12.038] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2016] [Revised: 11/29/2016] [Accepted: 12/16/2016] [Indexed: 01/23/2023] Open
Abstract
Cancer cells within a tumor are heterogeneous and only a small fraction are able to form secondary tumors. Universal biological markers that clearly identify potentially metastatic cells are limited, which complicates isolation and further study. However, using physical rather than biological characteristics, we have identified Mg2+- and Ca2+-mediated differences in adhesion strength between metastatic and nonmetastatic mammary epithelial cell lines, which occur over concentration ranges similar to those found in tumor stroma. Metastatic cells exhibit remarkable heterogeneity in their adhesion strength under stromal-like conditions, unlike their nonmetastatic counterparts, which exhibit Mg2+- and Ca2+-insensitive adhesion. This heterogeneity is the result of increased sensitivity to Mg2+- and Ca2+-mediated focal adhesion disassembly in metastatic cells, rather than changes in integrin expression or focal adhesion phosphorylation. Strongly adherent metastatic cells exhibit less migratory behavior, similar to nonmetastatic cell lines but contrary to the unselected metastatic cell population. Adhesion strength heterogeneity was observed across multiple cancer cell lines as well as isogenically, suggesting that adhesion strength may serve as a general marker of metastatic cells.
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Affiliation(s)
- Alexander Fuhrmann
- Department of Bioengineering, University of California, San Diego, La Jolla, California
| | - Afsheen Banisadr
- Biomedical Sciences Program, University of California, San Diego, La Jolla, California
| | - Pranjali Beri
- Department of Bioengineering, University of California, San Diego, La Jolla, California
| | - Thea D Tlsty
- Department of Pathology, University of California, San Francisco, San Francisco, California
| | - Adam J Engler
- Department of Bioengineering, University of California, San Diego, La Jolla, California; Biomedical Sciences Program, University of California, San Diego, La Jolla, California; Sanford Consortium for Regenerative Medicine, La Jolla, California.
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Stromberg LR, Stromberg ZR, Banisadr A, Graves SW, Moxley RA, Mukundan H. Purification and characterization of lipopolysaccharides from six strains of non-O157 Shiga toxin-producing Escherichia coli. J Microbiol Methods 2015; 116:1-7. [DOI: 10.1016/j.mimet.2015.06.008] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2015] [Revised: 06/15/2015] [Accepted: 06/16/2015] [Indexed: 12/30/2022]
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Nowak-Lovato K, Alexandrov LB, Banisadr A, Bauer AL, Bishop AR, Usheva A, Mu F, Hong-Geller E, Rasmussen KØ, Hlavacek WS, Alexandrov BS. Binding of nucleoid-associated protein fis to DNA is regulated by DNA breathing dynamics. PLoS Comput Biol 2013; 9:e1002881. [PMID: 23341768 PMCID: PMC3547798 DOI: 10.1371/journal.pcbi.1002881] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2012] [Accepted: 11/29/2012] [Indexed: 12/23/2022] Open
Abstract
Physicochemical properties of DNA, such as shape, affect protein-DNA recognition. However, the properties of DNA that are most relevant for predicting the binding sites of particular transcription factors (TFs) or classes of TFs have yet to be fully understood. Here, using a model that accurately captures the melting behavior and breathing dynamics (spontaneous local openings of the double helix) of double-stranded DNA, we simulated the dynamics of known binding sites of the TF and nucleoid-associated protein Fis in Escherichia coli. Our study involves simulations of breathing dynamics, analysis of large published in vitro and genomic datasets, and targeted experimental tests of our predictions. Our simulation results and available in vitro binding data indicate a strong correlation between DNA breathing dynamics and Fis binding. Indeed, we can define an average DNA breathing profile that is characteristic of Fis binding sites. This profile is significantly enriched among the identified in vivo E. coli Fis binding sites. To test our understanding of how Fis binding is influenced by DNA breathing dynamics, we designed base-pair substitutions, mismatch, and methylation modifications of DNA regions that are known to interact (or not interact) with Fis. The goal in each case was to make the local DNA breathing dynamics either closer to or farther from the breathing profile characteristic of a strong Fis binding site. For the modified DNA segments, we found that Fis-DNA binding, as assessed by gel-shift assay, changed in accordance with our expectations. We conclude that Fis binding is associated with DNA breathing dynamics, which in turn may be regulated by various nucleotide modifications. Cellular transcription factors (TFs) are proteins that regulate gene expression, and thereby cellular activity and fate, by binding to specific DNA segments. The physicochemical determinants of protein-DNA binding specificity are not completely understood. Here, we report that the propensity of transient opening and re-closing of the double helix, resulting from thermal fluctuations, aka “DNA breathing” or “DNA bubbles,” can be associated with binding affinity in the case of Fis, a well-studied nucleoid-associated protein in Escherichia coli. We found that a particular breathing profile is characteristic of high-affinity Fis binding sites and that DNA fragments known to bind Fis in vivo are statistically enriched for this profile. Furthermore, we used simulations of DNA breathing dynamics to guide design of gel-shift experiments aimed at testing the idea that local breathing influences Fis binding. As a result, we show that via nucleotide modifications but without modifying nucleotides that directly contact Fis, we were able to transform a low-affinity Fis binding site into a high-affinity site and vice versa. The nucleotide modifications were designed only based on DNA breathing simulations. Our study suggests that strong Fis-DNA binding depends on DNA breathing - a novel physicochemical characteristic that could be used for prediction and rational design of TF binding sites.
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Affiliation(s)
- Kristy Nowak-Lovato
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Ludmil B. Alexandrov
- Cancer Genome Project, Wellcome Trust Sanger Institute, Cambridge, United Kingdom
| | - Afsheen Banisadr
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Amy L. Bauer
- X-Theoretical Design Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Alan R. Bishop
- Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Anny Usheva
- Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States of America
| | - Fangping Mu
- Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Elizabeth Hong-Geller
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Kim Ø. Rasmussen
- Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - William S. Hlavacek
- Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
- * E-mail: (WSH); (BSA)
| | - Boian S. Alexandrov
- Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
- * E-mail: (WSH); (BSA)
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Ghafourian H, Rahimi H, Banisadr A, Shahisavandi K, Bayat I. An investigation of the amount of lead in blood of Tehran citizens in 1980–1981. ACTA ACUST UNITED AC 2007. [DOI: 10.1080/00207238308710091] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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