RESUMO
The retinoic acid receptor-related orphan nuclear receptor gamma t (RORγt), which is a promising therapeutic target for immune diseases, is a major transcription factor of genes related to psoriasis pathogenesis, such as interleukin (IL)-17A, IL-22, and IL-23R. Inspired by the co-crystal structure of RORγt, a 6-oxo-4-phenyl-hexanoic acid derivative 6a was designed, synthesized, and identified as a ligand of RORγt. The structure-activity relationship (SAR) studies in 6a, which focus on the improvement of its membrane permeability profile by introducing chlorine atoms, led to finding 12a, which has a potent RORγt inhibitory activity and a favorable pharmacokinetic profile.
Assuntos
Caproatos/farmacologia , Descoberta de Drogas , Membro 3 do Grupo F da Subfamília 1 de Receptores Nucleares/agonistas , Animais , Caproatos/química , Caproatos/metabolismo , Relação Dose-Resposta a Droga , Humanos , Camundongos , Microssomos Hepáticos/química , Microssomos Hepáticos/metabolismo , Estrutura Molecular , Membro 3 do Grupo F da Subfamília 1 de Receptores Nucleares/genética , Relação Estrutura-AtividadeRESUMO
Advancements in neural machinery have led to a wide range of algorithmic solutions for molecular property prediction. Two classes of models in particular have yielded promising results: neural networks applied to computed molecular fingerprints or expert-crafted descriptors and graph convolutional neural networks that construct a learned molecular representation by operating on the graph structure of the molecule. However, recent literature has yet to clearly determine which of these two methods is superior when generalizing to new chemical space. Furthermore, prior research has rarely examined these new models in industry research settings in comparison to existing employed models. In this paper, we benchmark models extensively on 19 public and 16 proprietary industrial data sets spanning a wide variety of chemical end points. In addition, we introduce a graph convolutional model that consistently matches or outperforms models using fixed molecular descriptors as well as previous graph neural architectures on both public and proprietary data sets. Our empirical findings indicate that while approaches based on these representations have yet to reach the level of experimental reproducibility, our proposed model nevertheless offers significant improvements over models currently used in industrial workflows.
Assuntos
Redes Neurais de Computação , Gráficos por ComputadorRESUMO
The NaV1.7 ion channel has garnered considerable attention as a target for the treatment of pain. Herein we detail the discovery and structure-activity relationships of a novel series of biaryl amides. Optimization led to the identification of several state-dependent, potent and metabolically stable inhibitors which demonstrated promising levels of selectivity over NaV1.5 and good rat pharmacokinetics. Compound 18, which demonstrated preferential inhibition of a slow inactivated state of NaV1.7, was advanced into a rat formalin study where upon reaching unbound drug levels several fold over the rat NaV1.7 IC50 it failed to demonstrate a robust reduction in nociceptive behavior.
Assuntos
Amidas/farmacologia , Descoberta de Drogas , Canal de Sódio Disparado por Voltagem NAV1.7/metabolismo , Amidas/síntese química , Amidas/química , Animais , Relação Dose-Resposta a Droga , Humanos , Camundongos , Estrutura Molecular , Ratos , Relação Estrutura-AtividadeRESUMO
The voltage-gated sodium channel NaV1.7 has received much attention from the scientific community due to compelling human genetic data linking gain- and loss-of-function mutations to pain phenotypes. Despite this genetic validation of NaV1.7 as a target for pain, high quality pharmacological tools facilitate further understanding of target biology, establishment of target coverage requirements and subsequent progression into the clinic. Within the sulfonamide class of inhibitors, reduced potency on rat NaV1.7 versus human NaV1.7 was observed, rendering in vivo rat pharmacology studies challenging. Herein, we report the discovery and optimization of novel benzoxazine sulfonamide inhibitors of human, rat and mouse NaV1.7 which enabled pharmacological assessment in traditional behavioral rodent models of pain and in turn, established a connection between formalin-induced pain and histamine-induced pruritus in mice. The latter represents a simple and efficient means of measuring target engagement.
Assuntos
Benzoxazinas/química , Benzoxazinas/farmacologia , Canal de Sódio Disparado por Voltagem NAV1.7/metabolismo , Sulfonamidas/química , Sulfonamidas/farmacologia , Bloqueadores do Canal de Sódio Disparado por Voltagem/química , Bloqueadores do Canal de Sódio Disparado por Voltagem/farmacologia , Analgésicos/química , Analgésicos/farmacocinética , Analgésicos/farmacologia , Analgésicos/uso terapêutico , Animais , Benzoxazinas/farmacocinética , Benzoxazinas/uso terapêutico , Humanos , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Simulação de Acoplamento Molecular , Dor/tratamento farmacológico , Dor/metabolismo , Ratos , Ratos Sprague-Dawley , Sulfonamidas/farmacocinética , Sulfonamidas/uso terapêutico , Bloqueadores do Canal de Sódio Disparado por Voltagem/farmacocinética , Bloqueadores do Canal de Sódio Disparado por Voltagem/uso terapêuticoRESUMO
Identification of orally active, small molecule antagonists of the glucagon receptor represents a novel treatment paradigm for the management of type 2 diabetes mellitus. The present work discloses novel glucagon receptor antagonists, identified via conformational constraint of current existing literature antagonists. Optimization of lipophilic ligand efficiency (LLE or LipE) culminated in enantiomers (+)-trans-26 and (-)-trans-27 which exhibit good physicochemical and in vitro drug metabolism profiles. In vivo, significant pharmacokinetic differences were noted with the two enantiomers, which were primarily driven through differences in clearance rates. Enantioselective oxidation by cytochrome P450 was ruled out as a causative factor for pharmacokinetic differences.
Assuntos
Benzamidas/química , Pirimidinas/química , Receptores de Glucagon/antagonistas & inibidores , Administração Intravenosa , Administração Oral , Animais , Benzamidas/farmacocinética , Benzamidas/farmacologia , Células Cultivadas , Cães , Ligantes , Conformação Molecular , Estrutura Molecular , Oxirredução , Ligação Proteica/efeitos dos fármacos , Pirimidinas/farmacocinética , Pirimidinas/farmacologia , Ratos , Ratos Wistar , EstereoisomerismoRESUMO
A novel and potent small molecule glucagon receptor antagonist for the treatment of diabetes mellitus is reported. This candidate, (S)-3-[4-(1-{3,5-dimethyl-4-[4-(trifluoromethyl)-1H-pyrazol-1-yl]phenoxy}butyl)benzamido]propanoic acid, has lower molecular weight and lipophilicity than historical glucagon receptor antagonists, resulting in excellent selectivity in broad-panel screening, lower cytotoxicity, and excellent overall in vivo safety in early pre-clinical testing. Additionally, it displays low in vivo clearance and excellent oral bioavailability in both rats and dogs. In a rat glucagon challenge model, it was shown to reduce the glucagon-elicited glucose excursion in a dose-dependent manner and at a concentration consistent with its rat in vitro potency. Its properties make it an excellent candidate for further investigation.
Assuntos
Diabetes Mellitus Tipo 2/tratamento farmacológico , Desenho de Fármacos , Propionatos/farmacologia , Receptores de Glucagon/antagonistas & inibidores , Bibliotecas de Moléculas Pequenas/farmacologia , Animais , Físico-Química , Cães , Relação Dose-Resposta a Droga , Células Epiteliais/efeitos dos fármacos , Haplorrinos , Humanos , Fígado/citologia , Camundongos , Estrutura Molecular , Propionatos/administração & dosagem , Propionatos/síntese química , Ratos , Bibliotecas de Moléculas Pequenas/administração & dosagem , Bibliotecas de Moléculas Pequenas/síntese química , Relação Estrutura-AtividadeRESUMO
Glucokinase activators are a class of experimental agents under investigation as a therapy for Type 2 diabetes mellitus. An X-ray crystal structure of a modestly potent agent revealed the potential to substitute the common heterocyclic amide donor-acceptor motif for a pyridone moiety. We have successfully demonstrated that both pyridone and pyrimidone heterocycles can be used as a potent donor-acceptor substituent. Several sub-micromolar analogs that possess the desired partial activator profile were synthesized and characterized. Unfortunately, the most potent activators suffered from sub-optimal pharmacokinetic properties. Nonetheless, these donor-acceptor motifs may find utility in other glucokinase activator series or beyond.
Assuntos
Ativadores de Enzimas/química , Glucoquinase/metabolismo , Pirimidinonas/síntese química , Regulação Alostérica , Motivos de Aminoácidos , Animais , Sítios de Ligação , Modelos Moleculares , Pirimidinonas/química , RatosRESUMO
DGAT-1 is an enzyme that catalyzes the final step in triglyceride synthesis. mRNA knockout experiments in rodent models suggest that inhibitors of this enzyme could be of value in the treatment of obesity and type II diabetes. The carboxylic acid-based DGAT-1 inhibitor 1 was advanced to clinical trials for the treatment of type 2 diabetes, despite of the low passive permeability of 1. Because of questions relating to the potential attenuation of distribution and efficacy of a poorly permeable agent, efforts were initiated to identify compounds with improved permeability. Replacement of the acid moiety in 1 with an oxadiazole led to the discovery of 52, which possesses substantially improved passive permeability. The resulting pharmacodynamic profile of this neutral DGAT-1 inhibitor was found to be similar to 1 at comparable plasma exposures.
Assuntos
Diacilglicerol O-Aciltransferase/antagonistas & inibidores , Inibidores Enzimáticos/química , Oxazepinas/química , Administração Oral , Animais , Diacilglicerol O-Aciltransferase/metabolismo , Avaliação Pré-Clínica de Medicamentos , Inibidores Enzimáticos/farmacocinética , Inibidores Enzimáticos/uso terapêutico , Meia-Vida , Humanos , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Obesos , Obesidade/tratamento farmacológico , Oxidiazóis/química , Oxazepinas/farmacocinética , Oxazepinas/uso terapêutico , Ligação Proteica , Ratos , Relação Estrutura-AtividadeRESUMO
Small-molecule drugs have enabled the practice of precision oncology for genetically defined patient populations since the first approval of imatinib in 2001. Scientific and technology advances over this 20-year period have driven the evolution of cancer biology, medicinal chemistry, and data science. Collectively, these advances provide tools to more consistently design best-in-class small-molecule drugs against known, previously undruggable, and novel cancer targets. The integration of these tools and their customization in the hands of skilled drug hunters will be necessary to enable the discovery of transformational therapies for patients across a wider spectrum of cancers. SIGNIFICANCE: Target-centric small-molecule drug discovery necessitates the consideration of multiple approaches to identify chemical matter that can be optimized into drug candidates. To do this successfully and consistently, drug hunters require a comprehensive toolbox to avoid following the "law of instrument" or Maslow's hammer concept where only one tool is applied regardless of the requirements of the task. Combining our ever-increasing understanding of cancer and cancer targets with the technological advances in drug discovery described below will accelerate the next generation of small-molecule drugs in oncology.
Assuntos
Neoplasias , Humanos , Neoplasias/tratamento farmacológico , Neoplasias/genética , Ciência de Dados , Medicina de Precisão , Descoberta de Drogas , BiologiaRESUMO
Phosphoinositide 3-kinase α (PIK3CA) is one of the most mutated genes across cancers, especially breast, gynecologic, and head and neck squamous cell carcinoma tumors. Mutations occur throughout the gene, but hotspot mutations in the helical and kinase domains predominate. The therapeutic benefit of isoform-selective PI3Kα inhibition was established with alpelisib, which displays equipotent activity against the wild-type and mutant enzyme. Inhibition of wild-type PI3Kα is associated with severe hyperglycemia and rash, which limits alpelisib use and suggests that selectively targeting mutant PI3Kα could reduce toxicity and improve efficacy. Here we describe STX-478, an allosteric PI3Kα inhibitor that selectively targets prevalent PI3Kα helical- and kinase-domain mutant tumors. STX-478 demonstrated robust efficacy in human tumor xenografts without causing the metabolic dysfunction observed with alpelisib. Combining STX-478 with fulvestrant and/or cyclin-dependent kinase 4/6 inhibitors was well tolerated and provided robust and durable tumor regression in ER+HER2- xenograft tumor models. SIGNIFICANCE: These preclinical data demonstrate that the mutant-selective, allosteric PI3Kα inhibitor STX-478 provides robust efficacy while avoiding the metabolic dysfunction associated with the nonselective inhibitor alpelisib. Our results support the ongoing clinical evaluation of STX-478 in PI3Kα-mutated cancers, which is expected to expand the therapeutic window and mitigate counterregulatory insulin release. See related commentary by Kearney and Vasan, p. 2313. This article is featured in Selected Articles from This Issue, p. 2293.
Assuntos
Neoplasias da Mama , Neoplasias , Humanos , Feminino , Xenoenxertos , Fosfatidilinositol 3-Quinases/genética , Fosfatidilinositol 3-Quinases/metabolismo , Neoplasias/tratamento farmacológico , Neoplasias/genética , Classe I de Fosfatidilinositol 3-Quinases/genéticaRESUMO
B-lymphocytes produce protective antibodies but also contribute to autoimmunity. In particular, marginal zone (MZ) B cells recognize both microbial components and self-antigens. B cell trafficking is critical for B cell activation and is controlled by chemoattactants such as CXCL13 and sphingosine 1-phosphate (S1P). The related tyrosine kinases focal adhesion kinase (FAK) and proline-rich tyrosine kinase (Pyk2) regulate cell migration and adhesion but their roles in B cells are not fully understood. Using a novel Pyk2-selective inhibitor described herein (PF-719), as well as a FAK-selective inhibitor, we show that both Pyk2 and FAK are important for CXCL13- and S1P-induced migration of B-2 cells and MZ B cells. In contrast, LFA-1-mediated adhesion required only Pyk2 whereas activation of the Akt pro-survival kinase required FAK but not Pyk2. Thus Pyk2 and FAK mediate critical processes in B cells and these inhibitors can be used to further elucidate their functions in B cells.
Assuntos
Linfócitos B/efeitos dos fármacos , Quimiotaxia/efeitos dos fármacos , Quinase 2 de Adesão Focal/antagonistas & inibidores , Proteína-Tirosina Quinases de Adesão Focal/antagonistas & inibidores , Proteínas Proto-Oncogênicas c-akt/metabolismo , Pirimidinas/farmacologia , Quinolonas/farmacologia , Sulfonas/farmacologia , para-Aminobenzoatos , Ácido 4-Aminobenzoico/farmacologia , Animais , Linfócitos B/citologia , Linfócitos B/enzimologia , Adesão Celular/efeitos dos fármacos , Linhagem Celular , Quimiocina CXCL13/farmacologia , Fatores Quimiotáticos/farmacologia , Ativação Enzimática/efeitos dos fármacos , Lisofosfolipídeos/farmacologia , Camundongos , Camundongos Endogâmicos C57BL , Esfingosina/análogos & derivados , Esfingosina/farmacologiaRESUMO
New cholecystokinin-1 receptor (CCK1R) agonist 'triggers' were identified using iterative library synthesis. Structural activity relationship studies led to the discovery of compound 10e, a potent CCK1R agonist that demonstrated robust weight loss in a diet-induced obese rat model with very low systemic exposure. Pharmacokinetic data suggest that efficacy is primarily driven through activation of CCK1R's located within the intestinal wall.
Assuntos
Amidas/síntese química , Descoberta de Drogas , Piperidinas/síntese química , Receptor de Colecistocinina A/agonistas , Amidas/química , Amidas/farmacologia , Animais , Células Cultivadas , Modelos Animais de Doenças , Humanos , Concentração Inibidora 50 , Masculino , Camundongos , Camundongos Obesos , Piperidinas/química , Piperidinas/farmacologia , Ligação Proteica/efeitos dos fármacos , Ratos , Ratos Sprague-Dawley , Relação Estrutura-Atividade , Redução de Peso/efeitos dos fármacosRESUMO
A novel series of glucagon receptor antagonists has been discovered. These pyrazole ethers and aminopyrazoles have lower molecular weight and increased polarity such that the molecules fall into better drug-like property space. This work has culminated in compounds 44 and 50 that were shown to have good pharmacokinetic attributes in dog, in contrast to rats, in which clearance was high; and compound 49, which demonstrated a dose-dependent reduction in glucose excursion in a rat glucagon challenge experiment.
Assuntos
Diabetes Mellitus/tratamento farmacológico , Pirazóis/química , Receptores de Glucagon/antagonistas & inibidores , Animais , Química Farmacêutica/métodos , Cães , Relação Dose-Resposta a Droga , Desenho de Fármacos , Éter/química , Glucagon/química , Glucose/química , Humanos , Cinética , Modelos Químicos , Peso Molecular , Ratos , TemperaturaRESUMO
Previous drug discovery efforts identified classical PYK2 kinase inhibitors such as 2 and 3 that possess selectivity for PYK2 over its intra-family isoform FAK. Efforts to identify more kinome-selective chemical matter that stabilize a DFG-out conformation of the enzyme are described herein. Two sub-series of PYK2 inhibitors, an indole carboxamide-urea and a pyrazole-urea have been identified and found to have different binding interactions with the hinge region of PYK2. These leads proved to be more selective than the original classical inhibitors.
Assuntos
Quinase 2 de Adesão Focal/antagonistas & inibidores , Indóis/farmacologia , Inibidores de Proteínas Quinases/farmacologia , Pirazóis/farmacologia , Ureia/farmacologia , Animais , Cristalografia por Raios X , Relação Dose-Resposta a Droga , Quinase 2 de Adesão Focal/metabolismo , Células HEK293 , Humanos , Indóis/síntese química , Indóis/química , Modelos Moleculares , Estrutura Molecular , Inibidores de Proteínas Quinases/síntese química , Inibidores de Proteínas Quinases/química , Pirazóis/síntese química , Pirazóis/química , Ratos , Relação Estrutura-Atividade , Ureia/análogos & derivados , Ureia/químicaRESUMO
Glucokinase activators represent a promising potential treatment for patients with Type 2 diabetes. Herein, we report the identification and optimization of a series of novel indazole and pyrazolopyridine based activators leading to the identification of 4-(6-(azetidine-1-carbonyl)-5-fluoropyridin-3-yloxy)-2-ethyl-N-(5-methylpyrazin-2-yl)-2H-indazole-6-carboxamide (42) as a potent activator with favorable preclinical pharmacokinetic properties and in vivo efficacy.
Assuntos
Desenho de Fármacos , Glucoquinase/química , Hipoglicemiantes/síntese química , Indazóis/química , Pirazinas/síntese química , Pirazóis/química , Piridinas/química , Administração Oral , Animais , Linhagem Celular Tumoral , Diabetes Mellitus Tipo 2/tratamento farmacológico , Glucoquinase/metabolismo , Teste de Tolerância a Glucose , Meia-Vida , Humanos , Hipoglicemiantes/farmacocinética , Hipoglicemiantes/uso terapêutico , Indazóis/síntese química , Indazóis/farmacocinética , Indazóis/uso terapêutico , Insulina/metabolismo , Cinética , Ligação Proteica , Pirazinas/farmacocinética , Pirazinas/uso terapêutico , Pirazóis/farmacocinética , Pirazóis/uso terapêutico , Piridinas/farmacocinética , Piridinas/uso terapêutico , Ratos , Ratos Sprague-Dawley , Relação Estrutura-AtividadeRESUMO
In this paper, we describe a lead transformation tool, NEAT (Novel and Electronically equivalent Aromatic Template), which can help identify novel aromatic rings that are estimated to have similar electrostatic potentials, dipoles, and hydrogen bonding capabilities to a query template; hence, they may offer similar bioactivity profiles. In this work, we built a comprehensive heteroaryl database, and precalculated high-level quantum mechanical (QM) properties, including electrostatic potential charges, hydrogen bonding ability, dipole moments, chemical reactivity, and othe properties. NEAT bioisosteric similarities are based on the electrostatic potential surface calculated by Brood, using the precalculated QM ESP charges and other QM properties. Compared with existing commercial lead transformation software, (1) NEAT is the only one that covers the comprehensive heteroaryl chemical space, and (2) NEAT offers a better characterization of novel aryl cores by using high-evel QM properties that are relevant to molecular interactions. NEAT provides unique value to medicinal chemists quickly exploring the largely uncharted aromatic chemical space, and one successful example of its application is discussed herein.
Assuntos
Descoberta de Drogas , Hidrocarbonetos Aromáticos/química , Modelos Químicos , Teoria Quântica , Humanos , Piperazinas/química , Purinas/química , Citrato de Sildenafila , Sulfonas/químicaRESUMO
A novel series of potent DGAT-1 inhibitors was developed originating from the lactam-based clinical candidate PF-04620110. Incorporation of a dioxino[2,3-d]pyrimidine-based core afforded good alignment of pharmacophore features and resulted in improved passive permeability. Development of an efficient, homochiral synthesis of these targets facilitated confirmation of predictions regarding the stereochemical-dependence of DGAT-1 inhibition for this series. Compound 10 was shown to be a potent inhibitor of human DGAT-1 (10 nM) and to suppress triglyceride synthesis at oral doses of <3mg/kg.
Assuntos
Diacilglicerol O-Aciltransferase/antagonistas & inibidores , Inibidores Enzimáticos/química , Inibidores Enzimáticos/farmacologia , Oxazepinas/química , Oxazepinas/farmacologia , Pirimidinas/química , Pirimidinas/farmacologia , Animais , Diacilglicerol O-Aciltransferase/metabolismo , Desenho de Fármacos , Inibidores Enzimáticos/síntese química , Humanos , Camundongos , Modelos Moleculares , Oxazepinas/síntese química , Pirimidinas/síntese química , Triglicerídeos/metabolismoRESUMO
The synthesis and structure-activity relationship studies on 5-trifluoromethylpyrido[4,3-d]pyrimidin-4(3H)-ones as antagonists of the human calcium receptor (CaSR) have been recently disclosed [ Didiuk et al. ( 2009 ) Bioorg. Med. Chem. Lett. 19 , 4555 - 4559 ). On the basis of its pharmacology and disposition attributes, (R)-2-(2-hydroxyphenyl)-3-(1-phenylpropan-2-yl)-5-(trifluoromethyl)pyrido[4,3-d]pyrimidin-4(3H)-one (1) was considered for rapid advancement to first-in-human (FIH) trials to mitigate uncertainty surrounding the pharmacokinetic/pharmacodynamic (PK/PD) predictions for a short-acting bone anabolic agent. During the course of metabolic profiling, however, glutathione (GSH) conjugates of 1 were detected in human liver microsomes in an NADPH-dependent fashion. Characterization of the GSH conjugate structures allowed insight(s) into the bioactivation pathway, which involved CYP3A4-mediated phenol ring oxidation to the catechol, followed by further oxidation to the electrophilic ortho-quinone species. While the reactive metabolite (RM) liability raised concerns around the likelihood of a potential toxicological outcome, a more immediate program goal was establishing confidence in human PK predictions in the FIH study. Furthermore, the availability of a clinical biomarker (serum parathyroid hormone) meant that PD could be assessed side by side with PK, an ideal scenario for a relatively unprecedented pharmacologic target. Consequently, progressing 1 into the clinic was given a high priority, provided the compound demonstrated an adequate safety profile to support FIH studies. Despite forming identical RMs in rat liver microsomes, no clinical or histopathological signs prototypical of target organ toxicity were observed with 1 in in vivo safety assessments in rats. Compound 1 was also devoid of metabolism-based mutagenicity in in vitro (e.g., Salmonella Ames) and in vivo assessments (micronuclei induction in bone marrow) in rats. Likewise, metabolism-based studies (e.g., evaluation of detoxicating routes of clearance and exhaustive PK/PD studies in animals to prospectively predict the likelihood of a low human efficacious dose) were also conducted, which mitigated the risks of idiosyncratic toxicity to a large degree. In parallel, medicinal chemistry efforts were initiated to identify additional compounds with a complementary range of human PK predictions, which would maximize the likelihood of achieving the desired PD effect in the clinic. The back-up strategy also incorporated an overarching goal of reducing/eliminating reactive metabolite formation observed with 1. Herein, the collective findings from our discovery efforts in the CaSR program, which include the incorporation of appropriate derisking steps when dealing with RM issues are summarized.
Assuntos
Anabolizantes/química , Anabolizantes/metabolismo , Osteoporose/tratamento farmacológico , Piridinas/química , Piridinas/metabolismo , Pirimidinonas/química , Pirimidinonas/metabolismo , Receptores de Detecção de Cálcio/antagonistas & inibidores , Anabolizantes/efeitos adversos , Animais , Cristalografia por Raios X , Humanos , Piridinas/efeitos adversos , Pirimidinonas/efeitos adversos , RatosRESUMO
Accurately measuring and predicting biliary excretion would be extremely valuable in evaluating the contribution of biliary excretion to the total systemic clearance, understanding potential mechanisms of hepatobiliary toxicity as well as potentials for drug-drug interactions in drug discovery. In this study, in vivo rat biliary excretion of drug-like molecules was measured using bile duct cannulated rats. Literature biliary excretion data with similar experimental conditions were collected. A predictive quantitative structure-pharmacokinetic relationship (QSPR) model was developed using genetic algorithm guided principal component regression analysis and 2D molecular descriptors. In the derived model, hydrophobicity expressed with calculated distribution coefficients (cLogD) is the most important molecular property correlating biliary excretion. The derived model has been validated using literature data, and should be useful in estimating biliary excretion potentials of molecules in drug discovery.