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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
71

MOLECULAR RECOGNITION EVENTS IN POLYMER-BASED SYSTEMS

Mateen, Rabia January 2019 (has links)
Molecular recognition is an important tool for developing tunable controlled release systems and fabricating biosensors with increased selectivity and sensitivity. The development of polymer-based materials that exploit molecular recognition events such as host-guest complexation, enzyme-substrate and enzyme-inhibitor interactions and nucleic acid hybridization was pursued in this thesis. Using polymers as an anchor for molecular recognition can enhance the affinity, selectivity, and the capacity for immobilization of recognition units, enabling the practical use of affinity-based systems in real applications. To introduce the potential for immobilization while preserving or enhancing the affinity of small molecule recognition units, the affinity of derivatized cyclodextrins for the hydrophobic drug, dexamethasone, was investigated. Cyclodextrins (CDs) are molecules that possess a hydrophilic exterior and a hydrophobic cavity capable of accommodating a wide range of small molecule guests. Analysis of the solubilization capacities, thermodynamic parameters and aggregative potentials of carboxymethyl and hydrazide derivatives of CDs established the dextran-conjugated βCD derivative as an ideal carrier of hydrophobic drugs and the hydrazide βCD derivative as an optimal solubilizer of lipophilic pharmaceuticals, both alone and when incorporated in a polymer-based drug delivery vehicle. To enable non-covalent immobilization and stabilization of biomacromolecular recognition units, a printed layer hydrogel was investigated as a selective diffusion barrier for analyte sensing and enzyme inhibitor recognition. A printable hydrogel platform was developed from an established injectable system composed of aldehyde- and hydrazide-functionalized poly(oligoethylene glycol methacrylate) polymers. The printed layer hydrogel effectively immobilized a wide range of enzymes and protected enzyme activity against time-dependent and protease-induced denaturation, while facilitating the diffusion of small molecules. Furthermore, to demonstrate the potential of the printed film hydrogel immobilization layer to enhance the selectivity of the target, the printable hydrogel platform was used to develop a microarray-based assay for the screening of inhibitors of the model enzyme, β-lactamase. The assay was able to accurately quantify dose-response relationships of a series of established inhibitors, while reducing the required reagent volumes in traditional drug screening campaigns by 95%. Most significantly, the assay demonstrated an ability to discriminate true inhibitors of β-lactamase from a class of non-specific inhibitors called promiscuous aggregating inhibitors. Finally, to enable non-covalent immobilization of DNA recognition units, the printable hydrogel-based microarray was tested for its ability to immobilize DNA recognition sites and promote the detection of DNA hybridization events. A long, concatameric DNA molecule was generated through rolling circle amplification and was used as a sensing material for the detection of a small, fluorophore labeled oligonucleotide. The printable hydrogel was able to effectively entrap the rolling circle amplification product. Properties of the printable hydrogel were investigated for their ability to support the detection of DNA hybridization events. / Thesis / Doctor of Philosophy (PhD) / This thesis describes the development of polymer-based materials that exploit molecular recognition events for drug delivery and biosensing applications. First, cyclodextrins (CDs) are molecules that are capable of binding a wide range of small molecules. A comprehensive analysis of the complexation properties of CD derivatives revealed critical insight regarding their application in polymer-based drug delivery vehicles. Second, a printable hydrogel platform was developed to support the immobilization and activity of biomolecules and establish a biosensing interface that facilitates the diffusion of small molecules but not molecular aggregates. A microarray-based assay was developed by employing the printed hydrogel interface for the screening of inhibitors of the model enzyme, β-lactamase, and the detection of DNA hybridization events.
72

Characterization, toxicity, and biological activities of organometallic compounds and peptide nucleic acids for potential use as antimicrobials

Ernst, Marigold Ellen Bethany 29 April 2019 (has links)
Bacterial antibiotic resistance is a globally recognized problem that has prompted extensive research into novel antimicrobial compounds. This dissertation describes research focusing on two types of potential antimicrobial molecules, organometallic compounds (OMC) and peptide nucleic acids (PNA). Organometallic compounds show promise as antimicrobial drugs because of their structural difference from conventional antibiotics and antimicrobials, and because of the ability to "tune" their chemical and biological properties by varying ligand attachments. Peptide nucleic acids, when linked to a cell-penetrating peptide (CPP), can suppress bacterial gene expression by an antisense mechanism and are attractive candidates for antimicrobial drugs because they bind strongly to target nucleic acids and are resistant to nucleases. Chapters 1 and 2 of the dissertation provide an introduction and broad literature review to frame the experimental questions addressed. Chapter 3 describes work to test the cytotoxicity and cellular penetration capabilities of novel OMCs by evaluating their effects on J774A.1 murine macrophage-like cells that were either uninfected or were infected with Mycobacterium bovis BCG. Results indicate that OMCs with an iridium (Ir) metal center and an amino acid ligand show minimal cytotoxicity against eukaryotic cells but likely do not penetrate the intracellular compartment in significant amounts. Chapter 4 presents research into in vitro effects of CPP-PNAs targeting the tetA and tetR antibiotic resistance genes (CPP-anti-tetA PNA and CPP-anti-tetR PNA, respectively) in tetracycline-resistant Salmonella enterica ssp. enterica serovar Typhimurium DT104 (DT104). Through the use of modified minimum inhibitory concentration (MIC) and minimum bactericidal concentration (MBC) assays it was shown that both the CPP-anti-tetA PNA and CPP-anti-tetR PNA increase tetracycline susceptibility in DT104. Chapter 5 explores the molecular mechanism of the CPP-anti-tetA PNA and CPP-anti-tetR PNA through the use of reverse transcriptase quantitative polymerase chain reaction (RT-qPCR). Results indicate good specificity of the CPP-anti-tetA PNA for its nucleic acid target as evidenced by suppression of tetA mRNA expression in DT104 cultures treated with a combination of tetracycline and the PNA. Chapter 6 describes the development of a mouse model of DT104 infection using BALB/c mice, followed by implementation of that model to test in vivo antimicrobial effects of the CPP-anti-tetA PNA and the CPP-Sal-tsf PNA, which targets expression of the essential tsf gene. An optimal dose of DT104 was identified that causes clinical illness within 2-4 days. At the doses tested, concurrent treatment of infected mice with tetracycline and the CPP-anti-tetA PNA or with the CPP-Sal-tsf PNA alone did not have a protective effect. Final conclusions are 1) that further research with the OMCs should focus on compounds with an Ir center and an amino acid ligand, and should explore ways to enhance intracellular penetration, 2) that the in vitro results of the PNA studies suggest that PNAs targeting expression of antibiotic resistance genes could allow for repurposing of antibiotics to which bacteria are resistant, and 3) additional study of the behavior of PNAs in vivo is advised. / Doctor of Philosophy / Antibiotic-resistant bacteria are increasingly recognized as a threat to global health, and new antibacterial drugs are urgently needed. Before a chemical compound can advance far in the journey to becoming a new drug it must be tested for toxicity against mammalian cells. A portion of this dissertation research involved testing the toxicity of several organometallic compounds (OMCs) previously shown to have antibacterial potential. Mouse-derived mammalian cells were treated with several of the OMCs, and initial results indicated that one of the OMCs is non-toxic and is likely a safe option for additional analysis. This OMC was further tested to see if it could inhibit mycobacterial growth inside of the mammalian cells. It did not effectively clear bacteria from inside of the mammalian cells, likely because of poor penetration of the cell membrane. Further research with this compound should focus on ways to effectively transport the OMC inside infected mammalian cells so that it can reach the bacteria it is meant to target. A second portion of this research involved using a peptide nucleic acid (PNA) to try and reverse tetracycline antibiotic resistance in the bacterial strain Salmonella enterica ssp. enterica serovar Typhimurium DT104 (DT104). Peptide nucleic acids are short linear molecules that can bind strongly to complementary DNA and RNA sequences and thus be used to interfere with expression of specific genes. A PNA was designed to inhibit expression of the bacterial tetA gene that codes for a protein called the TetA tetracycline efflux pump, which imparts resistances to tetracycline. Treating the bacteria with the PNA resulted in a lower dose of tetracycline needed to inhibit bacterial growth, indicating a successful increase in tetracycline susceptibility. By using a molecular analysis technique called reversetranscriptase quantitative polymerase chain reaction (RT-qPCR), it was possible to measure the amount of tetA messenger RNA (mRNA) in cultures of DT104 treated only with tetracycline or with a combination of tetracycline and the PNA. As expected, bacteria treated with both the antibiotic and the PNA had less tetA mRNA than the cultures treated only with tetracycline, supporting the hypothesis that the PNA prevents the bacteria from effectively expressing the tetA gene. The PNA was next used in conjunction with tetracycline as an experimental treatment for mice infected with DT104. The PNA did not provide the expected protective effect under these circumstances. The overall conclusion for this part of the research is that PNAs offer an exciting potential avenue for counteracting antibiotic resistance, but additional experimentation is needed. Future research should focus on investigating more effective ways to get the PNAs inside the bacteria and on understanding more about how the PNAs behave in live animals. Several other PNAs targeting different genes involved in antibiotic resistance or essential bacterial functions were also tested against DT104 with variable success.
73

Small Molecules as Amyloid Inhibitors: Molecular Dynamic Simulations with Human Islet Amyloid Polypeptide (IAPP)

King, Kelsie Marie 09 June 2021 (has links)
Islet amyloid polypeptide (IAPP) is a 37-residue amyloidogenic hormone implicated in the progression of Type II Diabetes (T2D). T2D affects an estimated 422 million people yearly and is a co-morbidity with numerous diseases. IAPP forms toxic oligomers and amyloid fibrils that reduce pancreatic β-cell mass and exacerbate the T2D disease state. Toxic oligomer formation is attributed, in part, to the formation of inter-peptide β-strands comprised of residues 23-27 (FGAIL). Flavonoids, a class of polyphenolic natural products, have been found experimentally to inhibit IAPP aggregate formation. Many of these known IAPP aggregation attenuating small flavonoids differ structurally only slightly; the influence of functional group placement on inhibiting the aggregation of the IAPP(20-29) has yet to be explored. To probe the role of small-molecule structural features that impede IAPP aggregation, molecular dynamics (MD) simulations were performed on a model fragment of IAPP(20-29) in the presence of morin, quercetin, dihydroquercetin, epicatechin, and myricetin. Contacts between Phe23 residues are critical to oligomer formation, and small-molecule contacts with Phe23 are a key predictor of β-strand reduction. Structural properties influencing the ability of compounds to disrupt Phe23-Phe23 contacts include carbonyl and hydroxyl group placement. These structural features influence aromaticity and hydrophobicity, principally affecting ability to disrupt IAPP(20-29) oligomer formation. This work provides key information on design considerations for T2D therapeutics. / Master of Science in Life Sciences / Type II Diabetes (T2D) affects an estimated 422 million people worldwide, with the World Health Organization (WHO) reporting that approximately 1.5 million deaths were directly caused by T2D in 2019. The progression of T2D has been attributed to a protein, called islet amyloid polypeptide (IAPP, or amylin) that is co-secreted with insulin after individuals eat or consumes calories. IAPP has been discovered to form toxic aggregates or clumps of protein material that worsen the disease state and cause a loss of mass of pancreatic cells. There is a large market for therapeutics of T2D and more small molecule drugs are needed to slow progression and severity of T2D. Flavonoids, a class of natural molecules, have been found to inhibit the processes by which IAPP promotes T2D disease progression by stopping the aggregation of IAPP. The structures of these flavonoid compounds differ slightly but show difference in ability to slow IAPP aggregation. By understanding how those differences confer more or less protection against T2D and inhibit IAPP aggregation, we can design more potent and specific drugs to target IAPP. To probe the role of molecular structure in preventing IAPP aggregation, molecular dynamics (MD) simulations — a powerful computational technique — were performed on a model fragment of IAPP in the presence of molecules morin, quercetin, dihydroquercetin, epicatechin, and myricetin. MD simulations provide extremely detailed information about potential drug interactions with a given target, serving as an important tool in the development of new drugs. This work has identified key features and predictors of effective IAPP drugs, providing a framework for the further development of therapeutics against T2D and similar diseases.
74

Antimicrobial Producing Bacteria as Agents of Microbial Population Dynamics

Tanner, Justin Rogers 10 December 2010 (has links)
The need for new antibiotics has been highlighted recently with the increasing pace of emergence of drug resistant pathogens (MRSA, XDR-TB, etc.). Modification of existing antibiotics with the additions of side chains or other chemical groups and genomics based drug targeting have been the preferred method of drug development at the corporate level in recent years. These approaches have yielded few viable antibiotics and natural products are once again becoming an area of interest for drug discovery. We examined the antimicrobial "Red Soils" of the Hashemite Kingdom of Jordan that have historically been used to prevent infection and cure rashes by the native peoples. Antimicrobial producing bacteria were present in these soils and found to be the reason for their antibiotic activity. After isolation, these bacteria were found to excrete their antimicrobials into the liquid culture media which we could then attempt to isolate for further study. Adsorbent resins were employed to capture the antimicrobial compounds and then elute them in a more concentrated solution. As part of a drug discovery program, we sought a way to quickly characterize other soils for potential antibiotic producing bacteria. The community level physiologic profile was examined to determine if this approach would allow for a rapid categorizing of soils based on their probability of containing antimicrobial producing microorganisms. This method proved to have a high level of variability that could not be overcome even after mixing using a commercial blender. The role of these antimicrobial producing bacteria within their natural microbial community has largely been confined to microbe-plant interactions. The role of antimicrobial-producing microorganisms in driving the diversity of their community has not been a focus of considerable study. The potential of an antimicrobial-producing bacterium to act as a driver of diversity was examined using an artificial microbial community based in a sand microcosm. The changes in the microbial assemblage indicate that antimicrobial-producing bacteria may act in an allelopathic manner rather than in a predatory role. / Ph. D.
75

Investigating the role of the Apicoplast in Plasmodium falciparum Gametocyte Stages

Wiley, Jessica Delia 22 May 2014 (has links)
Malaria continues to be a global health burden that affects millions of people worldwide each year. Increasing demand for malaria control and eradication has led research to focus on sexual development of the malaria parasite. Sexual development is initiated when pre-destined intraerythrocytic ring stage parasites leave asexual reproduction and develop into gametocytes. A mosquito vector will ingest mature gametocytes during a blood meal. Sexual reproduction will occur in the midgut, leading to the production of sporozoites that will migrate to the salivary gland. The sporozoites will be injected to another human host during the next blood meal consequently, transmitting malaria. Due to decreased drug susceptibility of mature gametocytes, more investigation of the biology and metabolic requirements of malaria parasites during gametocytogenesis, as well as during the mosquito stages, are urgently needed to reveal novel targets for development of transmission-blocking agents. Furthermore, increasing drug resistance of the parasites to current antimalarials, including slowed clearance rates to artemisinin, requires the discovery of innovative drugs against asexual intraerythrocytic stages with novel mechanisms of action. Here, we have investigated the role of the apicoplast during Plasmodium falciparum gametocytogenesis. In addition, we describe drug-screening studies that have elucidated a novel mode of action of one compound from the Malaria Box, as well as identified new natural product compounds that may be serve as starting molecules for antimalarial development. / Ph. D.
76

Inhibition of KDM4D and stabilisation of the PHF8 plant homeodomain's transient structural states using antibodies

Wolfreys, Finn January 2017 (has links)
Though antibodies as therapeutics are limited to extracellular targets, their repertoire of molecular interactions has particular relevance to the many intracellular cellular proteins for which small molecule screening has reached impasse. For such proteins there is little recourse to theory, since molecular recognition is, in practical terms, still not well understood. Here I apply antibody discovery to the lysine demthylases KDM4D and PHF8, two proteins difficult to inhibit selectively due to the similarity of their binding pockets to those of the larger family. With a selective, picomolar affinity antibody, dependent on residues distal to the KDM4D active site, I present what is likely the first example of allosteric inhibition of a KDM4 lysine demethylase, demonstrating that there is opportunity outside active sites oversubscribed with pan inhibitors. Antibody discovery for PHF8, however, was plagued by a familiar problem: antibodies that bound when their antigen was immobilised directly to a surface, but barely bound at all when it was free in solution. The common explanation is that the partial denaturation that accompanies immobilisation reveals epitopes unavailable in solution, but examining the problem in detail for the Plant Homeodomain of PHF8 revealed a connection to its rarely sampled conformations. The prominence these antibodies in the immune responses to PHF8, and to some extent KDM4D, motivates two hypotheses on their origin: either the states are very immunogenic or there is a connection between states of irreversible damage and those sampled reversibly, but rarely, by a protein in solution.
77

<b>COVALENT FRAGMENT SCREENING AND OPTIMIZATION IDENTIFIES NOVEL SCAFFOLDS FOR THE DEVELOPMENT OF INHIBITORS FOR DEUBIQUITINATING ENZYMES</b>

Ryan Dean Imhoff (18436656) 25 April 2024 (has links)
<p dir="ltr">Humans encode approximately 100 deubiquitinating enzymes (DUBs) which are categorized into seven distinct subfamilies. Each family and representative has a unique expression, function and binding topology to ubiquitin. In addition to human DUBs, parasites, bacteria, and viruses contain DUBs with unique structures and functions. One subfamily of DUBs, the ubiquitin C-terminal hydrolases (UCH), has four structurally similar human members and two known members within the <i>Plasmodium falciparum</i> genome. Human UCHL1 and UCHL3 are genetically validated targets in oncology and <i>Plasmodium falciparum</i><i> </i>UCHL3 (PfUCHL3) is a prospective target for antimalarial drug development. Though these three UCH enzymes have potential as therapeutic targets, there is a significant lack of quality small molecule chemical probes to understand the underlying biology and function of the enzymes, pharmacologically validate the targets, and serve as leads for drug development in oncology and malaria.</p><p dir="ltr">The UCH enzymes are cysteine proteases, which our lab has leveraged to identify novel covalent small molecule inhibitors of each enzyme. The workflow for each hit identification and optimization campaign is similar. Covalent fragment screening of electrophilic small molecule libraries against the respective recombinant enzyme was performed to identify chemical space around each enzyme. Subsequent medicinal chemistry hit-to-lead optimization was undertaken to improve upon the moderately potent hit molecules to provide improved small molecule inhibitors for each enzyme. Inhibitor identification and optimization for UCHL1 is described in Chapter 2, revealing a novel scaffold and a cocrystal structure reveals a unique binding pose for UCHL1 inhibitors. These molecules were also characterized in breast cancer cells to validate UCHL1 as a therapeutic target in breast cancer. First-in-class covalent inhibitors of UCHL3 are described in Chapter 3. Medicinal chemistry optimization along with a cocrystal structure of the initial hit has revealed the molecular interactions of this novel inhibitory scaffold. PfUCHL3 inhibitor identification is described in Chapter 4. Characterization of these molecules against Plasmodium falciparum is described along with a comparison to a recently identified reversible PfUCHL3 inhibitor. Finally, conclusions and future directions toward the development of potent, drug-like inhibitors of each UCH enzyme is presented in Chapter 5.</p>
78

Targeting Mycobacterium abscessus infection in cystic fibrosis : a structure-guided fragment-based drug discovery approach

Thomas, Sherine Elizabeth January 2019 (has links)
Recent years have seen the emergence of Mycobacterium abscessus, a highly drug-resistant non-tuberculous mycobacterium, which causes life-threatening infections in people with chronic lung conditions like cystic fibrosis. This opportunistic pathogen is refractory to treatment with standard anti-tuberculosis drugs and most currently available antibiotics, often resulting in accelerated lung function decline. This project aims to use a structure-guided fragment-based drug discovery approach to develop effective drugs to treat M. abscessus infections. During the early stage of the project, three bacterial targets were identified, based on analysis of the structural proteome of M. abscessus and prior knowledge of M. tuberculosis drug targets, followed by gene knockout studies to determine target essentiality for bacterial survival. The three targets from M. abscessus were then cloned, expressed and purified and suitable crystallization conditions were identified leading to the determination of high resolution structures. Further, a large number of starting fragments that hit the three target proteins were determined, using a combination of biophysical screening methods and by defining crystal structures of the complexes. For target 3, PPAT (Phosphopantethiene adenylyl transferase), a chemical linking of two fragments followed by iterative fragment elaboration was carried out to obtain two compounds with low micromolar affinities in vitro. However, these compounds afforded only low inhibitory activity on M. abscessus whole cell. All starting fragments of target 2, PurC (SAICAR synthase), occupied the ATP indole pocket. Efforts were then made to identify further fragment hits by screening diverse libraries. Sub-structure searches of these initial fragment hits and virtual screening helped to identify potential analogues amenable to further medicinal chemistry intervention. While fragment hits of target 1, TrmD (tRNA-(N1G37) methyl transferase), were prioritized, whereby two chemical series were developed using fragment growing and merging approaches. Iterative fragment elaboration cycle, aided by crystallography, biophysical and biochemical assays led to the development of several potential lead candidates having low nano-molar range of in vitro affinities. Two such compounds afforded moderate inhibition of M. abscessus and stronger inhibition of M. tuberculosis and S. aureus cultures. Further chemical modifications of these compounds as well as others are now being done, to optimize cellular and in vivo activities, to be ultimately presented as early stage clinical candidates.
79

Discovery and evaluation of direct acting antivirals against hepatitis C virus

Abdurakhmanov, Eldar January 2015 (has links)
Until recently, the standard therapy for hepatitis C treatment has been interferon and ribavirin. Such treatment has only 50% efficacy and is not well tolerated. The emergence of new drugs has increased the treatment efficacy to 90%. Despite such an achievement, the success is limited since the virus mutates rapidly, causing the emergence of drug resistant forms. In addition, most new drugs were developed to treat genotype 1 infections. Thus, development of new potent antivirals is needed and drug discovery against hepatitis C is continued. In this thesis, a FRET-based protease assay was used to evaluate new pyrazinone based NS3 protease inhibitors that are structurally different to the newly approved and currently developing drugs. Several compounds in this series showed good potencies in the nanomolar range against NS3 proteases from genotype 1, 3, and the drug resistance variant R155K. We assume that these compounds can be further developed into drug candidates that possess activity against above mentioned enzyme variants. By using SPR technology, we analyzed interaction mechanisms and characteristics of allosteric inhibitors targeting NS5B polymerases from genotypes 1 and 3. The compounds exhibited different binding mechanisms and displayed a low affinity against NS5B from genotype 3. In order to evaluate the activity and inhibitors of the NS5B polymerase, we established an SPR based assay, which enables the monitoring of polymerization and its inhibition in real time. This assay can readily be implemented for the discovery of inhibitors targeting HCV. An SPR based fragment screening approach has also been established. A screen of a fragment library has been performed in order to identify novel scaffolds that can be used as a starting point for development of new allosteric inhibitors against NS5B polymerase. Selected fragments will be further elaborated to generate a new potent allosteric drug candidate. Alternative approaches have successfully been developed and implemented to the discovery of potential lead compounds targeting two important HCV drug targets.
80

Ranking And Classification of Chemical Structures for Drug Discovery : Development of Fragment Descriptors And Interpolation Scheme

Kandel, Durga Datta January 2013 (has links) (PDF)
Deciphering the activity of chemical molecules against a pathogenic organism is an essential task in drug discovery process. Virtual screening, in which few plausible molecules are selected from a large set for further processing using computational methods, has become an integral part and complements the expensive and time-consuming in vivo and in vitro experiments. To this end, it is essential to extract certain features from molecules which in the one hand are relevant to the biological activity under consideration, and on the other are suitable for designing fast and robust algorithms. The features/representations are derived either from physicochemical properties or their structures in numerical form and are known as descriptors. In this work we develop two new molecular-fragment descriptors based on the critical analysis of existing descriptors. This development is primarily guided by the notion of coding degeneracy, and the ordering induced by the descriptor on the fragments. One of these descriptors is derived based on the simple graph representation of the molecule, and attempts to encode topological feature or the connectivity pattern in a hierarchical way without discriminating atom or bond types. Second descriptor extends the first one by weighing the atoms (vertices) in consideration with the bonding pattern, valence state and type of the atom. Further, the usefulness of these indices is tested by ranking and classifying molecules in two previously studied large heterogeneous data sets with regard to their anti-tubercular and other bacterial activity. This is achieved by developing a scoring function based on clustering using these new descriptors. Clusters are obtained by ordering the descriptors of training set molecules, and identifying the regions which are (almost) exclusively coming from active/inactive molecules. To test the activity of a new molecule, overlap of its descriptors in those cluster (interpolation) is weighted. Our results are found to be superior compared to previous studies: we obtained better classification performance by using only structural information while previous studies used both structural features and some physicochemical parameters. This makes our model simple, more interpretable and less vulnerable to statistical problems like chance correlation and over fitting. With focus on predictive modeling, we have carried out rigorous statistical validation. New descriptors utilize primarily the topological information in a hierarchical way. This can have significant implications in the design of new bioactive molecules (inverse QSAR, combinatorial library design) which is plagued by combinatorial explosion due to use of large number of descriptors. While the combinatorial generation of molecules with desirable properties is still a problem to be satisfactorily solved, our model has potential to reduce the number of degrees of freedom, thereby reducing the complexity.

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