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1.
J Chem Inf Model ; 63(17): 5484-5495, 2023 09 11.
Artigo em Inglês | MEDLINE | ID: mdl-37635298

RESUMO

Computer-assisted synthetic planning has seen major advancements that stem from the availability of large reaction databases and artificial intelligence methodologies. SynRoute is a new retrosynthetic planning software tool that uses a relatively small number of general reaction templates, currently 263, along with a literature-based reaction database to find short, practical synthetic routes for target compounds. For each reaction template, a machine learning classifier is trained using data from the Pistachio reaction database to predict whether new computer-generated reactions based on the template are likely to work experimentally in the laboratory. This reaction generation methodology is used together with a vectorized Dijkstra-like search of top-scoring routes organized by synthetic strategies for easy browsing by a synthetic chemist. SynRoute was able to find routes for an average of 83% of compounds based on selection of random subsets of drug-like compounds from the ChEMBL database. Laboratory evaluation of 12 routes produced by SynRoute, to synthesize compounds not from the previous random subsets, demonstrated the ability to produce feasible overall synthetic strategies for all compounds evaluated.


Assuntos
Inteligência Artificial , Software , Bases de Dados Factuais , Aprendizado de Máquina
2.
ACS Cent Sci ; 8(1): 86-101, 2022 Jan 26.
Artigo em Inglês | MEDLINE | ID: mdl-35106376

RESUMO

Combinatorial methods enable the synthesis of chemical libraries on scales of millions to billions of compounds, but the ability to efficiently screen and sequence such large libraries has remained a major bottleneck for molecular discovery. We developed a novel technology for screening and sequencing libraries of synthetic molecules of up to a billion compounds in size. This platform utilizes the fiber-optic array scanning technology (FAST) to screen bead-based libraries of synthetic compounds at a rate of 5 million compounds per minute (∼83 000 Hz). This ultra-high-throughput screening platform has been used to screen libraries of synthetic "self-readable" non-natural polymers that can be sequenced at the femtomole scale by chemical fragmentation and high-resolution mass spectrometry. The versatility and throughput of the platform were demonstrated by screening two libraries of non-natural polyamide polymers with sizes of 1.77M and 1B compounds against the protein targets K-Ras, asialoglycoprotein receptor 1 (ASGPR), IL-6, IL-6 receptor (IL-6R), and TNFα. Hits with low nanomolar binding affinities were found against all targets, including competitive inhibitors of K-Ras binding to Raf and functionally active uptake ligands for ASGPR facilitating intracellular delivery of a nonglycan ligand.

3.
Angiogenesis ; 14(1): 1-16, 2011 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-21104121

RESUMO

Angiogenesis is one of the major processes controlling growth and metastasis of tumors. Angiogenesis inhibitors have been targeted for the treatment of various cancers for more than 2 decades. We have developed a novel class of steroidal compounds aimed at blocking the angiogenic process in cancerous tissues. Our lead compound, SR16388, is a potent antiangiogenic agent with binding affinity to estrogen receptor-α (ER-α) and -ß (ER-ß) at the nanomolar range. This compound inhibited the proliferation of human microvascular endothelial cells (HMVEC) and various types of human cancer cells in vitro. SR16388 inhibited embryonic angiogenesis as measured in the chick chorioallantoic membrane (CAM) assay. The blood vessel density in the CAM was greatly reduced after the embryos were treated with 3 µg/CAM of SR16388 for 24 h. SR16388 at a dose of 2 µM prevented tube formation in Matrigel after HMVEC cells were treated for 8 h. In a modified Boyden chamber assay, SR16388 inhibited the migration of HMVECs by 80% at 500 nM. Using a novel in vivo Fibrin Z-chamber model, we demonstrated that SR16388 at a single daily oral dose of 3 mg/kg for 12 days significantly inhibited the granulation tissue (GT) thickness and the microvessel density of the GT as compared to control. More importantly, SR16388 down-regulated the pro-angiogenic transcription factors, hypoxia inducible factor 1α (HIF-1α) and signal transducer and activator of transcription 3 (STAT3) in non-small cell lung cancer (NSCLC) cells. Together, these effects of SR16388 can lead to the reduction of vascularization and tumor growth in vivo.


Assuntos
Inibidores da Angiogênese/uso terapêutico , Estradiol/análogos & derivados , Neoplasias/tratamento farmacológico , Esteroides/uso terapêutico , Inibidores da Angiogênese/química , Inibidores da Angiogênese/farmacologia , Animais , Apoptose/efeitos dos fármacos , Linhagem Celular Tumoral , Proliferação de Células/efeitos dos fármacos , Galinhas , Regulação para Baixo/efeitos dos fármacos , Células Endoteliais/citologia , Células Endoteliais/efeitos dos fármacos , Estradiol/química , Estradiol/farmacologia , Estradiol/uso terapêutico , Receptor alfa de Estrogênio/metabolismo , Receptor beta de Estrogênio/metabolismo , Fibrina/metabolismo , Fase G1/efeitos dos fármacos , Humanos , Subunidade alfa do Fator 1 Induzível por Hipóxia/metabolismo , Camundongos , Camundongos Nus , Microvasos/citologia , Neoplasias/irrigação sanguínea , Neoplasias/patologia , Neovascularização Patológica/tratamento farmacológico , Fosforilação/efeitos dos fármacos , Ratos , Ratos Endogâmicos F344 , Fator de Transcrição STAT3/metabolismo , Esteroides/química , Esteroides/farmacologia
4.
Sci Am ; 315(3): 14, 2016 Aug 16.
Artigo em Inglês | MEDLINE | ID: mdl-27924897
5.
Sci Am ; 309(6): 20, 2013 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-24383356
6.
Biochem Pharmacol ; 80(6): 819-26, 2010 Sep 15.
Artigo em Inglês | MEDLINE | ID: mdl-20513360

RESUMO

The orphan nuclear receptor estrogen-related receptor alpha (ERRalpha) has been implicated in the development of various human malignancies, including breast, prostate, ovary, and colon cancer. ERRalpha, bound to a co-activator protein (e.g., peroxisome proliferator receptor gamma co-activator-1alpha, PGC-1alpha), regulates cellular energy metabolism by activating transcription of genes involved in various metabolic processes, such as mitochondrial genesis, oxidative phosphorylation, and fatty acid oxidation. Accumulating evidence suggests that ERRalpha is a novel target for solid tumor therapy, conceivably through effects on the regulation of tumor cell energy metabolism associated with energy stress within solid tumor microenvironments. This report describes a novel steroidal antiestrogen (SR16388) that binds selectively to ERRalpha, but not to ERRbeta or ERRgamma, as determined using a time-resolved fluorescence resonance energy transfer assay. SR16388 potently inhibits ERRalpha's transcriptional activity in reporter gene assays, and prevents endogenous PGC-1alpha and ERRalpha from being recruited to the promoters or enhancers of target genes. Representative in vivo results show that SR16388 inhibited the growth of human prostate tumor xenografts in nude mice as a single agent at 30mg/kg given once daily and 100mg/kg given once weekly. In a combination study, SR16388 (10mg/kg, once daily) and paclitaxel (7.5mg/kg, twice weekly) inhibited the growth of prostate tumor xenografts in nude mice by 61% compared to untreated xenograft tumors. SR16388 also inhibited the proliferation of diverse human tumor cell lines after a 24-h exposure to the compound. SR16388 thus has utility both as an experimental antitumor agent and as a chemical probe of ERRalpha biology.


Assuntos
Estradiol/análogos & derivados , Antagonistas de Estrogênios/química , Antagonistas de Estrogênios/farmacologia , Receptores de Estrogênio/antagonistas & inibidores , Animais , Linhagem Celular Tumoral , Cristalografia por Raios X , Estradiol/química , Estradiol/farmacologia , Antagonistas de Estrogênios/metabolismo , Humanos , Masculino , Camundongos , Camundongos Endogâmicos BALB C , Camundongos Nus , Receptores de Estrogênio/química , Receptores de Estrogênio/metabolismo , Esteroides/química , Esteroides/farmacologia , Ensaios Antitumorais Modelo de Xenoenxerto/métodos , Receptor ERRalfa Relacionado ao Estrogênio
7.
J Proteomics Bioinform ; 6(2): e22, 2013 Jan 28.
Artigo em Inglês | MEDLINE | ID: mdl-24790390
8.
J Comb Chem ; 6(2): 255-61, 2004.
Artigo em Inglês | MEDLINE | ID: mdl-15002974

RESUMO

We have developed a high-throughput purification system to purify combinatorial libraries at a 50-100-mg scale with a throughput of 250 samples/instrument/day. We applied an accelerated retention window method to shorten the purification time and targeted one fraction per injection to simplify data tracking, lower QC workload, and simplify the postpurification processing. First, we determined the accurate retention time and peak height for all compounds using an eight-channel parallel LC/UV/MS system, and calculated the specific preparative HPLC conditions for individual compounds. The preparative HPLC conditions include the compound-specific gradient segment for individual compounds with a fixed gradient slope and the compound-specific UV or ELSD threshold for triggering a fraction collection device. A unique solvent composition or solvent strength was programmed for each compound in the preparative HPLC in order to elute all compounds at the same target time. Considering the possible deviation of the predicted retention time, a 1-min window around the target time was set to collect peaks above a threshold based on UV or ELSD detection. Dual column preparative instruments were used to maximize throughput. We have purified more than 500 000 druglike compounds using this system in the past 3 years. We report various components of this high-throughput purification system and some of our purification results.

9.
J Comb Chem ; 6(4): 478-86, 2004.
Artigo em Inglês | MEDLINE | ID: mdl-15244408

RESUMO

A 4-amido-pyrrolidone library that was intentionally synthesized as pairs of diastereomers was produced by solution-phase parallel syntheses and purified by an automated high-throughput purification system. A total of 2592 4-amido-pyrrolidinones were ultimately isolated as single diastereomers from a matrix of 1920 syntheses. After the four-step synthesis and HPLC purification, the average yield of a single diastereomer was 36.6%. The average chemical purity was >90%, and the average diastereomeric purity was >87%. The choice of chiral amines used to make amides with heterocyclic acid chlorides had a dramatic effect on success. Analysis of the relationship between amines used for synthesis and the diastereomeric separation showed that amides made from chiral 1,2-amino alcohols gave superior separation to amides from chiral morpholines. The presence of a hydrogen bond donor on the amide side chain seems to be required for a better diastereomeric separation.

10.
J Comb Chem ; 5(5): 547-59, 2003.
Artigo em Inglês | MEDLINE | ID: mdl-12959555

RESUMO

The quality of combinatorial libraries determines the success of biological screening in drug discovery programs. In this paper, we evaluate and compare various methods for measuring identity, purity, and quantity (yield) of combinatorial libraries. Determination of quantitative purity reveals the true library quality and often indicates potential quality problems before full-scale library production. The relative purity can be determined for every member in a large library in a high-throughput mode, but must be cautiously interpreted. In particular, many impurities are not observable by relative purity measurements using detectors such as UV(214), UV(254), and evaporative light-scattering detection. These "invisible" impurities may constitute a significant portion of the sample weight. We found that TFA, plastic extracts, inorganic compounds, and resin washout are among these impurities. With compelling evidence, we reach a conclusion that purification is the only way to remove "invisible" impurities and improve the quantitative purity of any compound even though some compounds may have a high relative purity before purification.


Assuntos
Técnicas de Química Combinatória/normas , Contaminação de Medicamentos , Preparações Farmacêuticas/normas , Técnicas de Química Combinatória/métodos , Preparações Farmacêuticas/química , Controle de Qualidade
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