13 resultados para protein targeting

em DigitalCommons@The Texas Medical Center


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The eukaryotic stress response is an essential mechanism that helps protect cells from a variety of environmental stresses. Cell death can result if cells are not able to properly adapt and protect themselves against adverse stress conditions. Failure to properly deal with stress has implications in human diseases including neurodegenerative disorders and distinct cancers, emphasizing the importance of understanding the eukaryotic stress response in detail. As part of this response, expression of a battery of heat shock proteins (HSP) is induced, which act as molecular chaperones to assist in the repair or triage of unfolded proteins. The 90-kDa HSP (Hsp90) operates in the context of a multi-chaperone complex to promote the maturation of nuclear and cytoplasmic clients. I have discovered that Hsp90 and the co-chaperone Sba1 accumulate in the nucleus of quiescent Saccharomyces cerevisiae cells in a karyopherin-dependent manner. I isolated nuclear accumulation- defective HSP82 mutant alleles to probe the nature of this targeting event and identified a mutant with a single amino acid substitution (I578F) sufficient to prevent nuclear accumulation of Hsp90 in quiescent cells. Diploid hsp82-I578F cells exhibited pronounced defects in spore wall construction and maturation, resulting in catastrophic sporulation. The mislocalization and sporulation phenotypes were shared by another previously identified HSP82 mutant allele, further linking localization to Hsp90 functional status. Pharmacological inhibition of Hsp90 with macbecin in sporulating diploid cells also blocked spore formation, underscoring the importance of this chaperone in this developmental program. The yeast molecular chaperone Hsp104 is a member of the Hsp100 superfamily of AAA+ ATPases. Unlike the Hsp90 family of chaperones, Hsp104 is not restricted to a specific set of client proteins, but rather assists in reactivating stress-denatured proteins by solubilizing protein aggregates. I have discovered that Hsp104, along with the Hsp70 chaperone, Ssa1, and the sHSP Hsp26 accumulate into RNA processing bodies (P- bodies) and stress granules, sites of mRNA metabolism. I found that Hsp104 recruits both Ssa1 and Hsp26 to P-bodies and that these three chaperones are required for stress granule formation. These findings suggest a possible role for chaperones in mRNA metabolism by aiding in the assembly, disassembly or conversion of these enigmatic mRNP complexes. Taken together, the work presented in this dissertation serves to better understand the eukaryotic stress response by illustrating the importance of subcellular-chaperone localization in key biological processes.

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PURPOSE: Resistance to platinum chemotherapy remains a significant problem in ovarian carcinoma. Here, we examined the biological mechanisms and therapeutic potential of targeting a critical platinum resistance gene, ATP7B, using both in vitro and in vivo models. EXPERIMENTAL DESIGN: Expression of ATP7A and ATP7B was examined in ovarian cancer cell lines by real-time reverse transcription-PCR and Western blot analysis. ATP7A and ATP7B gene silencing was achieved with targeted small interfering RNA (siRNA) and its effects on cell viability and DNA adduct formation were examined. For in vivo therapy experiments, siRNA was incorporated into the neutral nanoliposome 1,2-dioleoyl-sn-glycero-3-phosphatidylcholine (DOPC). RESULTS: ATP7A and ATP7B genes were expressed at higher levels in platinum-resistant cells compared with sensitive cells; however, only differences in ATP7B reached statistical significance. ATP7A gene silencing had no significant effect on the sensitivity of resistant cells to cisplatin, but ATP7B silencing resulted in 2.5-fold reduction of cisplatin IC(50) levels and increased DNA adduct formation in cisplatin-resistant cells (A2780-CP20 and RMG2). Cisplatin was found to bind to the NH(2)-terminal copper-binding domain of ATP7B, which might be a contributing factor to cisplatin resistance. For in vivo therapy experiments, ATP7B siRNA was incorporated into DOPC and was highly effective in reducing tumor growth in combination with cisplatin (70-88% reduction in both models compared with controls). This reduction in tumor growth was accompanied by reduced proliferation, increased tumor cell apoptosis, and reduced angiogenesis. CONCLUSION: These data provide a new understanding of cisplatin resistance in cancer cells and may have implications for therapeutic reversal of drug resistance.

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IkappaB kinase beta (IKKbeta) is involved in tumor development and progression through activation of the nuclear factor (NF)-kappaB pathway. However, the molecular mechanism that regulates IKKbeta degradation remains largely unknown. Here, we show that a Cullin 3 (CUL3)-based ubiquitin ligase, Kelch-like ECH-associated protein 1 (KEAP1), is responsible for IKKbeta ubiquitination. Depletion of KEAP1 led to the accumulation and stabilization of IKKbeta and to upregulation of NF-kappaB-derived tumor angiogenic factors. A systematic analysis of the CUL3, KEAP1, and RBX1 genomic loci revealed a high percentage of genome loss and missense mutations in human cancers that failed to facilitate IKKbeta degradation. Our results suggest that the dysregulation of KEAP1-mediated IKKbeta ubiquitination may contribute to tumorigenesis.

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Antiangiogenesis is a promising anti-tumor strategy through inhibition tumor vascularformation to suppress tumor growth. Targeting specific VEGF/R has been showntherapeutic benefits in many cancer types and become a first approvedantiangiogenic modalities by Food and Drug Administration (FDA) in United States.However, interruption of homeostasis in normal tissues that is likely due to theinhibition of VEGF/R signaling pathway induces unfavorable side effects. Moreover,cytostatic nature of antiangiogenic drugs frequently causes less tumor cell specifickilling activity, and cancer cells escaped from cell death induced by these drugseven gain more malignant phenotypes, resulting in tumor invasion and metastasis.To overcome these issues, we developed a novel anti-tumor therapeutic EndoCDfusion protein which linked endostatin (Endo) to cytosine deaminase-uracilvphosphoribosyl transferase (CD). Endo targets unique tumor endothelial cells toprovide tumor-specific antiangiogenesis activity and also carries CD to the localtumor area, where it serves nontoxic prodrug 5-fluorocytosine (5-FC) enzymaticconversion reaction to anti-metabolite chemotherapy drug 5-fluorouracil (5-FU). Wedemonstrated that 5-FU concentration was highly increased in tumor sites, resultingin high level of endothelial cells and tumor cells cytotoxic efficacy. Furthermore,EndoCD/5-FC therapy decreased tumor growth and colorectal liver metastasisincident compared with bevacizumab/5-FU treatment in human breast and colorectalliver metastasis orthotropic animal models. In cardiotoxicity safety profile,EndoCD/5-FC is a contrast to bevacizumab/5-FU; lower risk of cardiotoxicityinduction or heart function failure was found in EndoCD/5-FC treatment thanbevacizumab/5-FU does in mice. EndoCD/5-FC showed more potent therapeuticefficacy with high safety profile and provided stronger tumor invasion or metastasisinhibition than antiangiogenic drugs. Together, EndoCD fusion protein with 5-FCshowed dual tumor targeting activities including antiangiogenesis and tumor localchemotherapy, and it could serve as an alternative option for antiangiogenic therapy.

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Numerous proteins in intracellular signaling pathways are known to be covalently modified by long chain fatty acids. The objective of this project was to identify potentially novel components of the protein kinase C signaling pathway by virtue of their fatty acylation. A 64 kDa palmitoylated protein (p64) was identified that became deacylated following stimulation of quiescent cells with serum, FGF, or PDBu, suggesting that stimulus-dependent deacylation might alter interactions between p64 and other membrane/cytoskeletal components. A myristoylated protein of 68 kDa observed during these studies was identified as the "80K" PKC substrate. This protein was acylated cotranslationally with myristate through an amide linkage. The majority of the 80K protein was tightly associated with the plasma membrane, with approximately 20% in the cytosol. Although phosphorylation of the membrane-bound and soluble forms of the protein was increased 6-fold in response to PDBu, no changes in the subcellular distribution or myristoylation of the protein were observed. A cDNA encoding the murine form of this protein was cloned, and its deduced amino acid sequence revealed the presence of an N-terminal myristoylation consensus and five potential sites for phosphorylation by PKC. A mutant in which the N-terminal glycine residue was changed to alanine was no longer a substrate for NMT and consequently lost its membrane-binding potential. However, its ability to be phosphorylated in response to purified growth factors and phorbol esters was unimpaired. These results indicate that the myristoylated N-terminus of the 80K protein is required for its association with the plasma membrane, and that the cytoplasmic form of the protein can be phosphorylated independently of the membrane-bound form. Mutants of PKC were constructed in which the regulatory domain was removed and replaced by the N-terminus of the 80K or Al proteins. Unexpectedly, both the myristoylated and nonmyristoylated fusion proteins were tightly associated with the nuclear envelope. Further deletion analyses mapped nuclear targeting signals to the hinge region and a portion of the catalytic domain of PKC, explaining the ability of PKC to be translocated to the nucleus in response to certain stimuli. ^

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The origin and structure of P55$\sp{\rm gag},$ a gag encoded polyprotein lacking the nucleocapsid protein, NCp10, have been explored. Evidence shows that P55$\sp{\rm gag}$ is formed by non-viral proteolytic cleavage of the Moloney murine leukemia virus (MoMuLV)gag precursor protein, Pr65$\sp{\rm gag}.$ P55$\sp{\rm gag}$ is produced in cells infected by a viral protease deletion mutant and by a recombinant murine sarcoma virus known to lack the protease gene, implying that a cellular protease is responsible for the cleavage. Structural and immunological studies show that the protein cleavage site is upstream of the CAp30-NCp10 viral proteolytic junction, implying that P55$\sp{\rm gag}$ lacks the carboxy-terminal residues of CAp30. During the course of studying P55$\sp{\rm gag},$ another protein was discovered, which I named nucleocapsid-related protein(NCRP). NCRP possesses the portion of CAp30 that is lacking in P55$\sp{\rm gag}.$ NCRP possesses antigenic epitopes present in CAp30 and NCp10. NCRP was observed in virus lysates and in nuclear lysates of MoMuLV infected cells; it was not detected in the cytoplasmic fractions of MoMuLV infected cells. Our results indicated that NCRP originates from Pr65$\sp{\rm gag},$ resulting from the same cellular proteolytic cleavage event that produces the viral cellular protein P55$\sp{\rm gag}.$ P55$\sp{\rm gag}$- and NCRP-like proteins also were observed in AKV murine leukemia virus (AKV MuLV) and feline leukemia virus (FeLV) infected cells and in their respective virus particles. The site of cleavage that yields P55$\sp{\rm gag}$ and NCRP is within the carboxy terminus of CAp30, likely within a motif highly conserved among mammalian type C retroviruses. This new motif, called the capsid conserved motif (CCM), overlaps a region containing both a possible bipartite nuclear targeting sequence and a region homologous with the U1 small nuclear ribonucleoprotein 70-kD protein. This domain, when intact, may act as a nuclear targeting sequence for the gag precursor proteins Pr65$\sp{\rm gag}$ and CAp30. Nuclei of cells infected with MoMuLV were examined for the presence of gag proteins. Both Pr65$\sp{\rm gag}$ and CAp30 were detected in the nuclear fraction of MoMuLV, AKV MuLV and FeLV infected cells. P55$\sp{\rm gag}$ was never detected in the nucleus of MoMuLV, AKV MuLV and FeLV infected cells or in their respective virus particles. I propose that NCRP may be involved in sequestering viral genomic RNA for the purposes of encapsidation and intracellular viral genomic RNA dimerization. ^

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ErbB2 is an excellent target for cancer therapies because its overexpression was found in about 30% of breast cancers and correlated with poor prognosis of the patients. Unfortunately, current therapies for ErbB2-positive breast cancers remain unsatisfying due to side effects and resistance, and new therapies for ErbB2 overexpressing breast cancers are needed. Peptide/protein therapy using cell-penetrating peptides (CPPs) as carriers is promising because the internalization is highly efficient and the cargos can be bioactive. The major obstacle in using CPPs for therapy is their lack of specificity. We sought to develop a peptide carrier specifically introducing therapeutics to ErbB2-overexpressing breast cancer cells. By modifying the TAT-derived CPP, and attaching anti-HER2/neu peptide mimetic (AHNP), we developed the peptide carrier (P3-AHNP) specifically targeted ErbB2-overexpressing breast cancers in vitro and in vivo. A STAT3 SH2 domain-binding peptide conjugated to this peptide carrier (P3-AHNP-STAT3BP) was delivered preferentially into ErbB2-overexpressing breast cancer cells in vitro and in vivo. P3-AHNP-STAT3BP inhibited growth and induced apoptosis in vitro, with ErbB2-overexpressing 435.eB cells being more sensitive than the ErbB2-lowexpressing MDA-MB-435 cells. P3-AHNP-STAT3BP preferentially accumulated and inhibited growth in 435.eB xenografts, comparing with MDA-MB-435 xenografts or normal tissues with low levels of ErbB2. This ErbB2-targeting peptide delivery system provided the basis for future development of novel cancer target-specific treatments with low toxicity to normal cells. ^ Another urgent issue in treating ErbB2-positive breast cancers is trastuzumab resistance. Trastuzumab is the only FDA-approved ErbB2-targeting antibody for treatment of metastatic breast cancers overexpressing ErbB2, and has remarkable therapeutic efficacy in certain patients. The overall trastuzumab response rate, however, is limited, and understanding the mechanisms of trastuzumab resistance is needed to overcome this problem. We report that PTEN activation contributes to trastuzumab's anti-tumor activity. Trastuzumab treatment quickly inactivated Src, which reduced PTEN tyrosine phosphorylation, increased PTEN membrane localization and its phosphatase activity in cancer cells. Reducing PTEN expression in breast cancer cells by antisense oligonucleotides conferred trastuzumab resistance in vitro and in vivo. Importantly, PI3K inhibitors sensitized PTEN-deficient breast cancers to the growth inhibition by trastuzumab in vitro and in vivo, suggesting that combination therapies with PI3K inhibitors plus trastuzumab could overcome trastuzumab resistance. ^

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Cancer is the most devastating disease that has tremendous impacts on public health. Many efforts have been devoted to fighting cancer through either translational or basic researches for years. Nowadays, it emerges the importance to converge these two research directions and complement to each other for battling with cancer. Thus, our study aims at both translational and basic research directions. The first goal of our study is focus on translational research to search for new agents targeting prevention and therapy of advanced prostate cancer. Hormone refractory prostate cancer is incurable and lethal. Androgen receptor (AR) mediates androgen's effect not only on the tumor initiation but also plays the major role in the relapse transition of prostate cancer. Here we demonstrate that emodin, a natural compound, can directly target AR to suppress prostate cancer cell growth in vitro and prolong the survival of C3(1)/SV40 transgenic mice in vivo. Emodin treatment resulted in repressing androgen-dependent transactivation of AR by inhibiting AR nuclear translocation. Emodin decreased the association of AR and heat shock protein 90 and increased the association of AR and MDM2, which in turn, induces AR degradation through a proteasome-mediated pathway in a ligand independent manner. Our work indicates a new mechanism for the emodin-mediated anticancer effect and justifies further investigation of emodin as a therapeutic and preventive agent for prostate cancer. The second goal of our study is try to elucidate the fundamental tumor biology of cancer progression then provide the rationale to develop more efficient therapeutic strategy. Enhancer of zeste homologue 2 (EZH2) plays an important role in many biological processes through its intrinsic methyltransferase activity to trimethylate lysine 27 in histone H3. Although overexpression of EZH2 has been shown to be involved in cancer progression, the detailed mechanisms are elusive. Here, we show that Akt phosphorylates EZH2 at serine 21 and suppresses its methyltransferase activity by impeding the binding to its substrate histone H3, resulting in a decrease of lysine 27 trimethylation and derepression of silenced genes, thus promotes cell proliferation and tumorigenicity. Our results also show that histone methylation is not permanent but regulated in a dynamic manner and that the Akt signaling pathway is involved in the regulation of this epigenetic modification through phosphorylation of EZH2, thus contributing to oncogenic processes. ^

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The Notch signaling pathway plays a central role in metazoan growth and patterning, and its deregulation leads to many human diseases, including cancer. It is therefore important to understand the modes of Notch signaling regulation. Recent discoveries have demonstrated that mutations in conserved endosomal pathway components such as Erupted and Vps25 can ectopically activate Notch signaling in Drosophila. Mutations in the tumor suppressor lethal giant discs (lgd) display similar but even stronger and more specific Notch activation than in the erupted and vps25 mutant animals. This Notch activation in lgd mutant tissues causes hyperplastic overgrowth of the Drosophila imaginal discs, and the eventual lethality of the animal. However, the gene that encodes Lgd, and its function in the Notch pathway have not yet been identified. ^ I have found that Lgd is a novel, conserved C2 domain protein that regulates Notch trafficking. Lgd cell-autonomously restricts Notch signaling in the Drosophila wing disc to the target cells in the D/V boundary. The function of Lgd lies at or upstream of Notch S3 activation, but Lgd doesn't affect the binding affinities between Notch and Delta. Lgd is also not required for cis-inhibition of Notch signaling by ligands. Notch accumulates on the early endosome in lgd mutant cells and signals in a ligand-independent manner, a result that has previously been seen in endosomal pathway mutants. Interestingly, Notch activation in lgd mutant cells is dependent on the endosomal protein Hrs, and Lgd activity appears to be downstream of Hrs function in endocytosis. Taken together, my data identify Lgd as a novel tumor suppressor protein that regulates Notch signaling by targeting Notch for degradation or recycling. ^

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Increased dependence on aerobic glycolysis for energy (ATP) supply has been observed in various human cancer cells. It is plausible to exploit this metabolic alteration for therapeutic benefits by inhibiting glycolysis to preferentially abolish cancer energy metabolism and kill the malignant cells. 3-Bromopyruvate has been shown to be a potent inhibitor of glycolysis capable of inducing severe ATP reduction and cell death in various cancer cell lines, especially cancer cells with mitochondrial defects or under hypoxic conditions. However, the detailed mechanisms of this novel anticancer agent still remain unclear. My study demonstrated that 3-Bromopyruvate caused a covalent modification of hexokinase II, a key glycolytic enzyme, and disrupted its association with mitochondria. This led to mitochondrial permeability transition and a substantial release of apoptosis-inducing faction (AIF) prior to cytochrome c release. Dissociation of HK II from mitochondria using a cell permeable specific peptide also induced the release of AIF and cytochrome c, and caused substantial cell death. HK II-targeted peptide did not cause significant change in mitochondria respiration and glycolysis activity, suggesting that dissociation of this molecule from mitochondria alone can also cause cell death, and that this may be a novel mechanism by which 3-Bromopyruvate exerts its potent cytotoxic action, in addition to its inhibition of the enzyme activity. Another significant new discovery was that 3-Bromopyruvate induced rapid reduction of protein ubiquitination in vivo, which occurred within several hours of drug incubation and before ATP reduction and cell death. Further mechanistic studies showed that this was due to the inhibition the ubiquitin activating enzyme E1 and the conjugating enzyme E2. Knocking down ubiquitin protein expression by siRNA did not suppress mitochondria respiration and glycolysis, but caused significant cell death. Taken together, this study demonstrated that induction of HK II dissociation from mitochondria and inhibition of glycolysis are two newly discovered mechanisms that contribute to the potent anticancer activity of 3-Bromopyruvate, and identified this compound as a valuable chemical tool for research in protein ubiquitination. ^

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RAS-ERK-MAPK (Mitogen-activated protein kinase) pathway plays an essential role in proliferation, differentiation, and tumor progression. In this study, we showed that ERK downregulated FOXO3a through directly interacting with and phosphorylating FOXO3a at Serine 294, Serine 344, and Serine 425. ERK-phosphorylated FOXO3a was degraded by MDM2-mediated ubiquitin-proteosome pathway. FOXO3a phosphorylation and degradation consequently promoted cell proliferation and tumorigenesis. However, the non-phosphorylated FOXO3a mutant, which was resistant to the interaction and degradation by MDM2, resulted in inhibition of tumor formation. Forkhead O transcription factors (FOXOs) are important in the regulation of cellular functions including cell cycle arrest and cell death. Perturbation of FOXOs function leads to deregulated cell proliferation and cancer. Inactivation of FOXO proteins by activation of cell survival pathways, such as PI3K/AKT/IKK, is associated with tumorigenesis. Our study will further highlight FOXOs as new therapeutic targets in a broad spectrum of cancers. ^ Chemotherapeutic drug resistance is the most concerned problem in cancer therapy as resistance ultimately leads to treatment failure of cancer patients. In another study, we showed that blocking ERK activity with AZD6244, an established MEK1/2 inhibitor currently under human cancer clinical trials, enhances FOXO3a expression in various human cancer cell lines in vitro, and also in human colon cancer cell xenografts in vivo. Knocking down FOXO3a and its downstream gene Bim impaired AZD6244-induced growth suppression, whereas restoring activation of FOXO3a sensitized human cancer cell to AZD6244-induced growth arrest and apoptosis. More importantly, AZD6244-resistant cancer cells showed impaired endogenous FOXO3a nuclear translocation, reduced FOXO3a-Bim promoter association and significantly decreased Bim expression in response to AZD6244. AZD6244-resistant cancer cells can be sensitized to API-2 (an AKT inhibitor) and LY294002 (a PI3K inhibitor) in suppressing cell growth and colony formation, these inhibitors were known to enhance FOXO3a activity/nuclear translocation through inhibiting PI3K-AKT pathway. This study reveals novel molecular mechanism contributing to AZD6244-resistance through regulation of FOXO3a activity, further provides significant clinical implication of combining AZD6244 with PI3K/AKT inhibitors for sensitizing AZD6244-resistant cancer cells by activating FOXO3a. FOXO3a activation can be an essential pharmacological target and indicator to mediate and predict AZD6244 efficacy in clinical use. ^

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Multiple myeloma (MM) is a debilitating and incurable B-cell malignancy. Previous studies have documented that the hepatocyte growth factor (HGF) plays a role in the pathobiology of MM. The receptor tyrosine kinase MET induced signaling initiates when its ligand HGF binds to the MET receptor. However, the direct importance of MET in MM has not been elucidated. The present work used three different but complementary approaches to reduce MET protein levels or its activity to demonstrate the importance of MET in MM. ^ In the first approach, MET transcript and protein levels were reduced by directly targeting the cellular MET transcripts using shRNA retroviral infection techniques. This direct reduction of MET mRNA leads to a reduction of MET protein levels, which caused an inhibition of growth and induction of cell death. ^ In the second approach, a global transcription inhibitor flavopiridol was used as a potential pharmacological tool to reduce MET levels. MET has a short half-life of 30 min for mRNA and 4 hours for protein; therefore using a RNA pol II inhibitor such as flavopiridol would be a viable option to reduce MET levels. When using flavopiridol in MM cell lines, there was a reduction of MET transcript and protein levels, which was associated with the induction of cell death. ^ Finally in the last strategy, MET kinase activity was suppressed by MP470, a small molecule inhibitor that binds to the ATP binding pocket in the kinase domain. At concentrations where phosphorylation of MET was inhibited there was induction of cell death in MM cell lines and primary cells from patients. In addition, in MM cell lines there was a decrease in phosphorylation of AKT (ser473) and caspase-9 (ser196); downstream of MET, suggesting that the mechanism of action for survival may be through these cascade of events. ^ Overall, this study provides a proof-of-principle that MET is important for the survival of MM cell lines as well as primary plasma cells obtained from patients. Therefore, targeting MET therapeutically may be a possible strategy to treat patients with this debilitating disease of MM. ^

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Tumor necrosis factor (TNF)-Receptor Associated Factors (TRAFs) are a family of signal transducer proteins. TRAF6 is a unique member of this family in that it is involved in not only the TNF superfamily, but the toll-like receptor (TLR)/IL-1R (TIR) superfamily. The formation of the complex consisting of Receptor Activator of Nuclear Factor κ B (RANK), with its ligand (RANKL) results in the recruitment of TRAF6, which activates NF-κB, JNK and MAP kinase pathways. TRAF6 is critical in signaling with leading to release of various growth factors in bone, and promotes osteoclastogenesis. TRAF6 has also been implicated as an oncogene in lung cancer and as a target in multiple myeloma. In the hopes of developing small molecule inhibitors of the TRAF6-RANK interaction, multiple steps were carried out. Computational prediction of hot spot residues on the protein-protein interaction of TRAF6 and RANK were examined. Three methods were used: Robetta, KFC2, and HotPoint, each of which uses a different methodology to determine if a residue is a hot spot. These hot spot predictions were considered the basis for resolving the binding site for in silico high-throughput screening using GOLD and the MyriaScreen database of drug/lead-like compounds. Computationally intensive molecular dynamics simulations highlighted the binding mechanism and TRAF6 structural changes upon hit binding. Compounds identified as hits were verified using a GST-pull down assay, comparing inhibition to a RANK decoy peptide. Since many drugs fail due to lack of efficacy and toxicity, predictive models for the evaluation of the LD50 and bioavailability of our TRAF6 hits, and these models can be used towards other drugs and small molecule therapeutics as well. Datasets of compounds and their corresponding bioavailability and LD50 values were curated based, and QSAR models were built using molecular descriptors of these compounds using the k-nearest neighbor (k-NN) method, and quality of these models were cross-validated.