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1.
AAPS PharmSciTech ; 21(7): 271, 2020 Oct 06.
Artigo em Inglês | MEDLINE | ID: mdl-33033946

RESUMO

To develop a comprehensive understanding of pharmaceutical drug substance manufacturing (DSM) processes, we conducted a data mining study to examine 50 new drug applications (NDAs) approved in 2010-2016. We analyzed the prevalence of several frequently deployed in-process control (IPC) techniques and postreaction workup procedures, as well as the operational conditions specified for reactions and workups. Our findings show that crystallization and high-performance liquid chromatography (HPLC) were the most commonly used workup steps and in-process controls, respectively, in drug substance manufacturing. On average, each NDA implemented 12.6 in-process controls and 11.3 workups. Operation time for reactions and workup procedures varied from a few minutes to multiple days, though 61% of these were between 1 and 10 h.


Assuntos
Preparações Farmacêuticas/síntese química , Cristalização , Mineração de Dados , Controle de Qualidade
2.
Nat Chem Biol ; 10(10): 816-22, 2014 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-25129029

RESUMO

The Campylobacter jejuni protein glycosylation locus (pgl) encodes machinery for asparagine-linked (N-linked) glycosylation and serves as the archetype for bacterial N-linked glycosylation. This machinery has been functionally transferred into Escherichia coli, enabling convenient mechanistic dissection of the N-linked glycosylation process in this genetically tractable host. Here we sought to identify sequence determinants in the oligosaccharyltransferase PglB that restrict its specificity to only those glycan acceptor sites containing a negatively charged residue at the -2 position relative to asparagine. This involved creation of a genetic assay, glycosylation of secreted N-linked acceptor proteins (glycoSNAP), that facilitates high-throughput screening of glycophenotypes in E. coli. Using this assay, we isolated several C. jejuni PglB variants that could glycosylate an array of noncanonical acceptor sequences, including one in a eukaryotic N-glycoprotein. These results underscore the utility of glycoSNAP for shedding light on poorly understood aspects of N-linked glycosylation and for engineering designer N-linked glycosylation biocatalysts.


Assuntos
Asparagina/química , Proteínas de Bactérias/química , Campylobacter jejuni/química , Hexosiltransferases/química , Proteínas de Membrana/química , Engenharia de Proteínas , Sequência de Aminoácidos , Asparagina/metabolismo , Proteínas de Bactérias/genética , Proteínas de Bactérias/metabolismo , Campylobacter jejuni/enzimologia , Escherichia coli/genética , Escherichia coli/metabolismo , Expressão Gênica , Glicosilação , Hexosiltransferases/genética , Hexosiltransferases/metabolismo , Proteínas de Membrana/genética , Proteínas de Membrana/metabolismo , Modelos Moleculares , Dados de Sequência Molecular , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Alinhamento de Sequência , Especificidade por Substrato
3.
Nat Chem Biol ; 8(5): 434-6, 2012 Mar 25.
Artigo em Inglês | MEDLINE | ID: mdl-22446837

RESUMO

We performed bottom-up engineering of a synthetic pathway in Escherichia coli for the production of eukaryotic trimannosyl chitobiose glycans and the transfer of these glycans to specific asparagine residues in target proteins. The glycan biosynthesis was enabled by four eukaryotic glycosyltransferases, including the yeast uridine diphosphate-N-acetylglucosamine transferases Alg13 and Alg14 and the mannosyltransferases Alg1 and Alg2. By including the bacterial oligosaccharyltransferase PglB from Campylobacter jejuni, we successfully transferred glycans to eukaryotic proteins.


Assuntos
Dissacarídeos/biossíntese , Proteínas de Escherichia coli/metabolismo , Escherichia coli/metabolismo , Polissacarídeos/biossíntese , Engenharia de Proteínas , Campylobacter jejuni/enzimologia , Glicosilação , Hexosiltransferases/metabolismo , Manosiltransferases/metabolismo , Proteínas de Membrana/metabolismo , N-Acetilglucosaminiltransferases/metabolismo , Proteínas de Saccharomyces cerevisiae/metabolismo
4.
Int J Pharm X ; 7: 100239, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38545329

RESUMO

A network of regulatory innovations brings a holistic approach to improving the submission, assessment, and lifecycle management of pharmaceutical quality information in the U.S. This dedicated effort in the FDA's Center for Drug Evaluation and Research (CDER) aims to enhance the quality assessment of submissions for new drugs, generic drugs, and biological products including biosimilars. These regulatory innovations include developing or contributing: (i) the Knowledge-Aided Assessment and Structured Application (KASA), (ii) a new common technical document for quality (ICH M4Q(R2)), (iii) structured data on Pharmaceutical Quality/Chemistry, Manufacturing and Controls (PQ/CMC), (iv) Integrated Quality Assessment (IQA), (v) the Quality Surveillance Dashboard (QSD), and (vi) the Established Conditions tool from the ICH Q12 guideline. The innovations collectively drive CDER toward a more coordinated, effective, and efficient quality assessment. Improvements are made possible by structured regulatory submissions, a systems approach to quality risk management, and data-driven decisions based on science, risk, and effective knowledge management. The intended result is better availability of quality medicines for U.S. patients.

5.
Biotechnol Bioeng ; 110(6): 1550-64, 2013 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-23456823

RESUMO

There is an urgent need for new tools that enable better understanding of the structure, recognition, metabolism, and biosynthesis of glycans as well as the production of biologically important glycans and glycoconjugates. With the discovery of glycoprotein synthesis in bacteria and functional transfer of glycosylation pathways between species, Escherichia coli cells have become a tractable host for both understanding glycosylation and the underlying glycan code of living cells as well as for expressing glycoprotein therapeutics and vaccines. Here, we review recent efforts to harness natural biological pathways and engineer synthetic designer pathways in bacteria for making complex glycans and conjugating these to lipids and proteins. The result of these efforts has been a veritable transformation of bacteria into living factories for scalable, bottom-up production of complex glycoconjugates by design.


Assuntos
Bactérias/genética , Bactérias/metabolismo , Glicoconjugados/biossíntese , Engenharia Metabólica/métodos , Polissacarídeos/biossíntese , Escherichia coli/genética , Escherichia coli/metabolismo , Glicoconjugados/genética , Glicosilação , Polissacarídeos/genética
6.
AAPS J ; 25(1): 20, 2023 01 26.
Artigo em Inglês | MEDLINE | ID: mdl-36702976

RESUMO

Approval of the first generic 0.05% cyclosporine ophthalmic emulsion (COE) in the U.S. represents a milestone achievement of the science and research program in the U.S. Food and Drug Administration's Center for Drug Evaluation and Research (CDER). COE is a locally acting complex drug product indicated to increase tear production in patients whose production is presumed to be suppressed due to ocular inflammation associated with keratoconjunctivitis sicca. The path to approval required overcoming numerous scientific challenges to determining therapeutic equivalence to the reference listed drug. Researchers in CDER's Office of Pharmaceutical Quality and Office of Generic Drugs developed a quality by design approach to understand the effects of process and formulation variables on the product's critical quality attributes, including globule size distribution (GSD), turbidity, viscosity, zeta potential, surface tension, and osmolality. CDER researchers explored multiple techniques to perform physicochemical characterization and analyze the GSD including laser diffraction, nanoparticle tracking analysis, cryogenic transmission electron microscopy, dynamic light scattering, asymmetric field flow fractionation, and two-dimensional diffusion ordered spectroscopy nuclear magnetic resonance. Biphasic models to study drug transfer kinetics demonstrated that COEs with qualitative and quantitative sameness and comparable GSDs, analyzed using earth mover's distance, can be therapeutic equivalents. This body of research facilitated the review and approval of the first U.S. generic COE. In addition, the methods and fundamental understanding developed from this research may support the development and assessment of other complex generics. The approval of a generic COE should improve the availability of this complex drug product to U.S. patients.


Assuntos
Ciclosporina , Medicamentos Genéricos , Humanos , Estados Unidos , Ciclosporina/química , Emulsões/química , Equivalência Terapêutica , Difusão , United States Food and Drug Administration
7.
Int J Pharm ; 625: 122119, 2022 Sep 25.
Artigo em Inglês | MEDLINE | ID: mdl-36029995

RESUMO

An international sampling study yielded 69 samples of extended-release prescription pharmaceuticals for legal sale in the U.S. Samples included 29 lots of innovator and 40 lots of generic solid oral extended-release drugs manufactured at 16 different facilities and containing 6 different active ingredients. Dosage unit uniformity and dissolution were tested for each lot. All samples met the relevant testing criteria for dosage unit uniformity and dissolution. There were no indications that manufacturer or region impacted a product's acceptability for use by patients. The variability of attributes was used to calculate a process performance index (Ppk) for each facility. Higher Ppk values suggest less variability relative to specification limits. Only two manufacturers fell below a 4-sigma manufacturing benchmark Ppk of 1.33 for dosage unit uniformity: a European manufacturer of a brand drug and an Asian manufacturer of a generic drug. Conversely, all but four manufacturers fell below a 4-sigma benchmark for the minimum Ppk across their product's dissolution timepoints: generic drug manufacturers in India (two), the U.S., and Canada. Compared to the immediate-release products of a previous study, Ppks were generally lower for extended-release products. A retrospective analysis found that manufacturers performing below median Ppks submitted more Field Alert Reports after the end of the sampling period.


Assuntos
Medicamentos Genéricos , Humanos , Estudos Retrospectivos , Solubilidade , Comprimidos
8.
Int J Pharm ; 622: 121778, 2022 Jun 25.
Artigo em Inglês | MEDLINE | ID: mdl-35500688

RESUMO

Continuous manufacturing (CM) sends materials directly and continuously to the next step of a process, eliminating hold times and reducing processing times. The potential benefits of CM include improved product quality, reduced waste, lower costs, and increased manufacturing flexibility and agility. Some pharmaceutical manufacturers have been hesitant to adopt CM owing to perceived regulatory risks such as increased time to regulatory approval and market entry, more difficulty submitting postapproval changes, and higher inspectional scrutiny. An FDA self-audit of regulatory submissions in the U.S. examined the outcomes, at approval and during the product lifecycle, of continuous manufacturing applications as compared to traditional batch applications. There were no substantial regulatory barriers identified for CM applications related to manufacturing process changes or pre-approval inspections. CM applicants had relatively shorter times to approval and market as compared to similar batch applications, based on the mean or median times to approval (8 or 3 months faster) and marketing (12 or 4 months faster) from submission, translating to an estimated $171-537 M in early revenue benefit.


Assuntos
Tecnologia Farmacêutica , Preparações Farmacêuticas
9.
Appl Environ Microbiol ; 77(3): 871-81, 2011 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-21131519

RESUMO

The Campylobacter jejuni pgl gene cluster encodes a complete N-linked protein glycosylation pathway that can be functionally transferred into Escherichia coli. In this system, we analyzed the interplay between N-linked glycosylation, membrane translocation and folding of acceptor proteins in bacteria. We developed a recombinant N-glycan acceptor peptide tag that permits N-linked glycosylation of diverse recombinant proteins expressed in the periplasm of glycosylation-competent E. coli cells. With this "glycosylation tag," a clear difference was observed in the glycosylation patterns found on periplasmic proteins depending on their mode of inner membrane translocation (i.e., Sec, signal recognition particle [SRP], or twin-arginine translocation [Tat] export), indicating that the mode of protein export can influence N-glycosylation efficiency. We also established that engineered substrate proteins targeted to environments beyond the periplasm, such as the outer membrane, the membrane vesicles, and the extracellular medium, could serve as substrates for N-linked glycosylation. Taken together, our results demonstrate that the C. jejuni N-glycosylation machinery is compatible with distinct secretory mechanisms in E. coli, effectively expanding the N-linked glycome of recombinant E. coli. Moreover, this simple glycosylation tag strategy expands the glycoengineering toolbox and opens the door to bacterial synthesis of a wide array of recombinant glycoprotein conjugates.


Assuntos
Escherichia coli/metabolismo , Glicoproteínas/biossíntese , Glicoproteínas/metabolismo , Polissacarídeos/metabolismo , Engenharia de Proteínas/métodos , Proteínas de Bactérias/genética , Proteínas de Bactérias/metabolismo , Campylobacter jejuni/genética , Campylobacter jejuni/metabolismo , Meios de Cultura , Escherichia coli/genética , Proteínas de Escherichia coli/biossíntese , Proteínas de Escherichia coli/química , Proteínas de Escherichia coli/genética , Proteínas de Escherichia coli/metabolismo , Glicoproteínas/química , Glicoproteínas/genética , Glicosilação , Periplasma/metabolismo , Transporte Proteico , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Partícula de Reconhecimento de Sinal/metabolismo
10.
Int J Pharm ; 602: 120554, 2021 Jun 01.
Artigo em Inglês | MEDLINE | ID: mdl-33794326

RESUMO

Over the last two centuries, medicines have evolved from crude herbal and botanical preparations into more complex manufacturing of sophisticated drug products and dosage forms. Along with the evolution of medicines, the manufacturing practices for their production have advanced from small-scale manual processing with simple tools to large-scale production as part of a trillion-dollar pharmaceutical industry. Today's pharmaceutical manufacturing technologies continue to evolve as the internet of things, artificial intelligence, robotics, and advanced computing begin to challenge the traditional approaches, practices, and business models for the manufacture of pharmaceuticals. The application of these technologies has the potential to dramatically increase the agility, efficiency, flexibility, and quality of the industrial production of medicines. How these technologies are deployed on the journey from data collection to the hallmark digital maturity of Industry 4.0 will define the next generation of pharmaceutical manufacturing. Acheiving the benefits of this future requires a vision for it and an understanding of the extant regulatory, technical, and logistical barriers to realizing it.


Assuntos
Inteligência Artificial , Preparações Farmacêuticas , Indústria Farmacêutica , Previsões , Tecnologia Farmacêutica
11.
JAMA Netw Open ; 3(8): e2013920, 2020 08 03.
Artigo em Inglês | MEDLINE | ID: mdl-32833019

RESUMO

Importance: Health care practitioners and patients must have information to support their confidence in the quality of prescription pharmaceuticals. Objective: To determine whether there were clear and substantive differences in major quality attributes between difficult-to-make solid oral dosage form pharmaceutical products marketed in the US. Design, Setting, and Participants: This quality improvement study analyzed US Food and Drug Administration-collected samples of 252 drug products marketed in the US and manufactured in the US, Canada, Europe, India, and the rest of Asia. These drug products were immediate-release solid oral dosage forms considered difficult to make on the basis of product quality history. This sampling included 35 innovator and 217 generic drug samples manufactured by 46 different firms containing 17 different active ingredients. Statistical analysis was performed from February to November 2019. Main Outcomes and Measures: All products were tested within their shelf life on the basis of the legally recognized tests of the US Pharmacopeia for the major quality attributes of dosage unit uniformity and dissolution. These tests measure dosage consistency and drug release, respectively. The consistency of either attribute was used to calculate a process performance index to describe the variability in manufacturing. Results: All 252 drug product samples met the US market standards for dosage unit uniformity and dissolution, although the process performance index (Ppk) for dissolution fell below the level of 4-sigma capability (ie, <1 error per 1600) for 11 different manufacturers and for generics in 4 of 5 regions, including the US. As part of a retrospective analysis, manufacturers performing above the median Ppk for either dissolution or dosage unit uniformity submitted fewer product quality defect reports (mean field alert reports of 0.22 and 0.63, respectively) than those falling at or below the median Ppk for these attributes (mean field alert reports of 2.1 and 1.7, respectively). Conclusions and Relevance: All samples met the US market standards for dosage unit uniformity and dissolution, indicating acceptability for use by patients regardless of manufacturer or region. To our knowledge, this is the largest sampling study of pharmaceutical manufacturers for the US market and these data provide objective insight into the quality of prescription drugs with high manufacturing risks.


Assuntos
Preparações Farmacêuticas/análise , Preparações Farmacêuticas/normas , Cápsulas/análise , Cápsulas/normas , Medicamentos Genéricos/análise , Medicamentos Genéricos/normas , Controle de Qualidade , Melhoria de Qualidade , Comprimidos/análise , Comprimidos/normas , Estados Unidos
12.
Trends Biotechnol ; 37(3): 253-267, 2019 03.
Artigo em Inglês | MEDLINE | ID: mdl-30241924

RESUMO

There is a trend across the pharmaceutical sector toward process intensification and continuous manufacturing to produce small-molecule drugs or biotechnology products. For biotechnology products, advancing the manufacturing technology behind upstream and downstream processes has the potential to reduce product shortages and variability, allow for production flexibility, simplify scale-up procedures, improve product quality, reduce facility footprints, increase productivity, and reduce production costs. On the upstream side of biotechnology manufacturing, continuous perfusion cell cultures are fairly well established. However, truly integrated continuous biomanufacturing requires the uninterrupted connection of continuous unit operations (upstream and downstream) with no isolated intermediate or hold steps occurring between them. This work examines the current scientific and regulatory landscape surrounding the implementation of integrated continuous biomanufacturing.


Assuntos
Produtos Biológicos/isolamento & purificação , Produtos Biológicos/metabolismo , Biotecnologia/métodos , Aprovação de Drogas/métodos , Tecnologia Farmacêutica/métodos , Biotecnologia/tendências , Tecnologia Farmacêutica/tendências
13.
Curr Protein Pept Sci ; 9(2): 138-49, 2008 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-18393885

RESUMO

Gram-negative bacteria, especially Escherichia coli, are often the preferred hosts for recombinant protein production because of their fast doubling times, ability to grow to high cell density, propensity for high recombinant protein titers and straightforward protein purification techniques. The utility of simple bacteria in such studies continues to improve as a result of an ever-increasing body of knowledge regarding their native protein biogenesis machinery. From translation on the ribosome to interaction with cytosolic accessory factors to transport across the inner membrane into the periplasmic space, cellular proteins interact with many different types of cellular machinery and each interaction can have a profound effect on the protein folding process. This review addresses key aspects of cellular protein folding, solubility and expression in E. coli with particular focus on the elegant biological machinery that orchestrates the transition from nascent polypeptide to folded, functional protein. Specifically highlighted are a variety of different techniques to intentionally alter the folding environment of the cell as a means to understand and engineer intracellular protein folding and stability.


Assuntos
Proteínas de Bactérias/metabolismo , Bactérias Gram-Negativas/metabolismo , Engenharia de Proteínas , Dobramento de Proteína , Proteínas Recombinantes/metabolismo , Ribossomos/metabolismo , Proteínas de Bactérias/química , Proteínas de Membrana/metabolismo , Chaperonas Moleculares/metabolismo , Periplasma/metabolismo , Proteínas Periplásmicas/química , Proteínas Periplásmicas/metabolismo , Biossíntese de Proteínas , Transporte Proteico , Proteínas Recombinantes/química
14.
J Mol Biol ; 367(3): 715-30, 2007 Mar 30.
Artigo em Inglês | MEDLINE | ID: mdl-17280684

RESUMO

All secreted proteins in Escherichia coli must be maintained in an export-competent state before translocation across the inner membrane. In the case of the Sec pathway, this function is carried out by the dedicated SecB chaperone and the general chaperones DnaK-DnaJ-GrpE and GroEL-GroES, whose job collectively is to render substrate proteins partially or entirely unfolded before engagement of the translocon. To determine whether these or other general molecular chaperones are similarly involved in the translocation of folded proteins through the twin-arginine translocation (Tat) system, we screened a collection of E. coli mutant strains for their ability to transport a green fluorescent protein (GFP) reporter through the Tat pathway. We found that the molecular chaperone DnaK was essential for cytoplasmic stability of GFP bearing an N-terminal Tat signal peptide, as well as for numerous other recombinantly expressed endogenous and heterologous Tat substrates. Interestingly, the stability conferred by DnaK did not require a fully functional Tat signal as substrates bearing translocation defective twin lysine substitutions in the consensus Tat motif were equally unstable in the absence of DnaK. These findings were corroborated by crosslinking experiments that revealed an in vivo association between DnaK and a truncated version of the Tat substrate trimethylamine N-oxide reductase (TorA502) bearing an RR or a KK signal peptide. Since TorA502 lacks nine molybdo-cofactor ligands essential for cofactor attachment, the involvement of DnaK is apparently independent of cofactor acquisition. Finally, we show that the stabilizing effects of DnaK can be exploited to increase the expression and translocation of Tat substrates under conditions where the substrate production level exceeds the capacity of the Tat translocase. This latter observation is expected to have important consequences for the use of the Tat system in biotechnology applications where high levels of periplasmic expression are desirable.


Assuntos
Proteínas de Escherichia coli/metabolismo , Proteínas de Choque Térmico HSP70/metabolismo , Proteínas de Membrana Transportadoras/metabolismo , Transporte Biológico Ativo , Proteínas de Transporte/genética , Proteínas de Transporte/metabolismo , Chaperonina 10/genética , Chaperonina 10/metabolismo , Chaperonina 60/genética , Chaperonina 60/metabolismo , Escherichia coli/genética , Escherichia coli/metabolismo , Proteínas de Escherichia coli/genética , Proteínas de Fluorescência Verde/genética , Proteínas de Fluorescência Verde/metabolismo , Proteínas de Choque Térmico HSP40/genética , Proteínas de Choque Térmico HSP40/metabolismo , Proteínas de Choque Térmico HSP70/genética , Proteínas Ligantes de Maltose , Proteínas de Membrana Transportadoras/genética , Oxirredutases N-Desmetilantes/genética , Oxirredutases N-Desmetilantes/metabolismo , Sinais Direcionadores de Proteínas/genética , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo
15.
J Pharm Sci ; 106(11): 3242-3256, 2017 11.
Artigo em Inglês | MEDLINE | ID: mdl-28743606

RESUMO

Crofelemer is a botanical polymeric proanthocyanidin that inhibits chloride channel activity and is used clinically for treating HIV-associated secretory diarrhea. Crofelemer lots may exhibit significant physicochemical variation due to the natural source of the raw material. A variety of physical, chemical, and biological assays were used to identify potential critical quality attributes (CQAs) of crofelemer, which may be useful in characterizing differently sourced and processed drug products. Crofelemer drug substance was extracted from tablets of one commercial drug product lot, fractionated, and subjected to accelerated thermal degradation studies to produce derivative lots with variations in chemical and physical composition potentially representative of manufacturing and raw material variation. Liquid chromatography, UV absorbance spectroscopy, mass spectrometry, and nuclear magnetic resonance analysis revealed substantial changes in the composition of derivative lots. A chloride channel inhibition cell-based bioassay suggested that substantial changes in crofelemer composition did not necessarily result in major changes to bioactivity. In 2 companion papers, machine learning and data mining approaches were applied to the analytical and biological data sets presented herein, along with chemical stability data sets derived from forced degradation studies, to develop an integrated mathematical model that can identify CQAs which are most relevant in distinguishing between different populations of crofelemer.


Assuntos
Antidiarreicos/química , Canais de Cloreto/antagonistas & inibidores , Proantocianidinas/química , Antidiarreicos/isolamento & purificação , Antidiarreicos/farmacologia , Linhagem Celular , Canais de Cloreto/metabolismo , Cromatografia em Gel , Cromatografia Líquida de Alta Pressão , Dicroísmo Circular , Estabilidade de Medicamentos , Humanos , Espectroscopia de Ressonância Magnética , Proantocianidinas/isolamento & purificação , Proantocianidinas/farmacologia , Espectrometria de Massas por Ionização por Electrospray , Espectrofotometria Ultravioleta , Espectroscopia de Infravermelho com Transformada de Fourier , Comprimidos
16.
J Pharm Sci ; 106(11): 3270-3279, 2017 11.
Artigo em Inglês | MEDLINE | ID: mdl-28743607

RESUMO

There is growing interest in generating physicochemical and biological analytical data sets to compare complex mixture drugs, for example, products from different manufacturers. In this work, we compare various crofelemer samples prepared from a single lot by filtration with varying molecular weight cutoffs combined with incubation for different times at different temperatures. The 2 preceding articles describe experimental data sets generated from analytical characterization of fractionated and degraded crofelemer samples. In this work, we use data mining techniques such as principal component analysis and mutual information scores to help visualize the data and determine discriminatory regions within these large data sets. The mutual information score identifies chemical signatures that differentiate crofelemer samples. These signatures, in many cases, would likely be missed by traditional data analysis tools. We also found that supervised learning classifiers robustly discriminate samples with around 99% classification accuracy, indicating that mathematical models of these physicochemical data sets are capable of identifying even subtle differences in crofelemer samples. Data mining and machine learning techniques can thus identify fingerprint-type attributes of complex mixture drugs that may be used for comparative characterization of products.


Assuntos
Antidiarreicos/química , Canais de Cloreto/antagonistas & inibidores , Proantocianidinas/química , Antidiarreicos/farmacologia , Linhagem Celular , Canais de Cloreto/metabolismo , Dicroísmo Circular , Mineração de Dados , Estabilidade de Medicamentos , Humanos , Aprendizado de Máquina , Análise de Componente Principal , Proantocianidinas/farmacologia , Espectrofotometria Ultravioleta , Espectroscopia de Infravermelho com Transformada de Fourier
17.
J Pharm Sci ; 106(11): 3257-3269, 2017 11.
Artigo em Inglês | MEDLINE | ID: mdl-28688843

RESUMO

As the second of a 3-part series of articles in this issue concerning the development of a mathematical model for comparative characterization of complex mixture drugs using crofelemer (CF) as a model compound, this work focuses on the evaluation of the chemical stability profile of CF. CF is a biopolymer containing a mixture of proanthocyanidin oligomers which are primarily composed of gallocatechin with a small contribution from catechin. CF extracted from drug product was subjected to molecular weight-based fractionation and thiolysis. Temperature stress and metal-catalyzed oxidation were selected for accelerated and forced degradation studies. Stressed CF samples were size fractionated, thiolyzed, and analyzed with a combination of negative-ion electrospray ionization mass spectrometry (ESI-MS) and reversed-phase-HPLC with UV absorption and fluorescence detection. We further analyzed the chemical stability data sets for various CF samples generated from reversed-phase-HPLC-UV and ESI-MS using data-mining and machine learning approaches. In particular, calculations based on mutual information of over 800,000 data points in the ESI-MS analytical data set revealed specific CF cleavage and degradation products that were differentially generated under specific storage/degradation conditions, which were not initially identified using traditional analysis of the ESI-MS results.


Assuntos
Antidiarreicos/química , Proantocianidinas/química , Cromatografia Líquida de Alta Pressão/métodos , Estabilidade de Medicamentos , Armazenamento de Medicamentos , Aprendizado de Máquina , Oxirredução , Espectrometria de Massas por Ionização por Electrospray/métodos , Compostos de Sulfidrila/química , Temperatura
18.
Sci Rep ; 7(1): 15907, 2017 Nov 21.
Artigo em Inglês | MEDLINE | ID: mdl-29162910

RESUMO

Synthesis of homogenous glycans in quantitative yields represents a major bottleneck to the production of molecular tools for glycoscience, such as glycan microarrays, affinity resins, and reference standards. Here, we describe a combined biological/enzymatic synthesis that is capable of efficiently converting microbially-derived precursor oligosaccharides into structurally uniform human-type N-glycans. Unlike starting material obtained by chemical synthesis or direct isolation from natural sources, which can be time consuming and costly to generate, our approach involves precursors derived from renewable sources including wild-type Saccharomyces cerevisiae glycoproteins and lipid-linked oligosaccharides from glycoengineered Escherichia coli. Following deglycosylation of these biosynthetic precursors, the resulting microbial oligosaccharides are subjected to a greatly simplified purification scheme followed by structural remodeling using commercially available and recombinantly produced glycosyltransferases including key N-acetylglucosaminyltransferases (e.g., GnTI, GnTII, and GnTIV) involved in early remodeling of glycans in the mammalian glycosylation pathway. Using this approach, preparative quantities of hybrid and complex-type N-glycans including asymmetric multi-antennary structures were generated and subsequently used to develop a glycan microarray for high-throughput, fluorescence-based screening of glycan-binding proteins. Taken together, these results confirm our combined synthesis strategy as a new, user-friendly route for supplying chemically defined human glycans simply by combining biosynthetically-derived precursors with enzymatic remodeling.


Assuntos
Escherichia coli/metabolismo , Oligossacarídeos/metabolismo , Polissacarídeos/biossíntese , Bibliotecas de Moléculas Pequenas , Glicosiltransferases/isolamento & purificação , Glicosiltransferases/metabolismo , Humanos , Lectinas/metabolismo , Polissacarídeos/química , Saccharomyces cerevisiae/metabolismo
19.
Protein Sci ; 15(3): 449-58, 2006 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-16452624

RESUMO

One of the most vexing problems facing structural genomics efforts and the biotechnology enterprise in general is the inability to efficiently produce functional proteins due to poor folding and insolubility. Additionally, protein misfolding and aggregation has been linked to a number of human diseases, such as Alzheimer's. Thus, a robust cellular assay that allows for direct monitoring, manipulation, and improvement of protein folding could have a profound impact. We report the development and characterization of a genetic selection for protein folding and solubility in living bacterial cells. The basis for this assay is the observation that protein transport through the bacterial twin-arginine translocation (Tat) pathway depends on correct folding of the protein prior to transport. In this system, a test protein is expressed as a tripartite fusion between an N-terminal Tat signal peptide and a C-terminal TEM1 beta-lactamase reporter protein. We demonstrate that survival of Escherichia coli cells on selective medium expressing a Tat-targeted test protein/beta-lactamase fusion correlates with the solubility of the test protein. Using this assay, we isolated solubility-enhanced variants of the Alzheimer's Abeta42 peptide from a large combinatorial library of Abeta42 sequences, thereby confirming that our assay is a highly effective selection tool for soluble proteins. By allowing the bacterial Tat pathway to exert folding quality control on expressed target protein sequences, we have generated a powerful tool for monitoring protein folding and solubility in living cells, for molecular engineering of solubility-enhanced proteins or for the isolation of factors and/or cellular conditions that stabilize aggregation-prone proteins.


Assuntos
Proteínas de Escherichia coli/metabolismo , Proteínas de Membrana Transportadoras/metabolismo , Engenharia de Proteínas/métodos , Proteínas Recombinantes de Fusão/análise , Sequência de Aminoácidos , Peptídeos beta-Amiloides/química , Peptídeos beta-Amiloides/genética , Escherichia coli/genética , Dados de Sequência Molecular , Fragmentos de Peptídeos/química , Fragmentos de Peptídeos/genética , Biblioteca de Peptídeos , Dobramento de Proteína , Sinais Direcionadores de Proteínas , Transporte Proteico , Proteínas Recombinantes de Fusão/química , Alinhamento de Sequência , Solubilidade , beta-Lactamases/análise , beta-Lactamases/genética
20.
Int J Pharm ; 515(1-2): 390-402, 2016 Dec 30.
Artigo em Inglês | MEDLINE | ID: mdl-27773853

RESUMO

Failures surrounding pharmaceutical quality, particularly with respect to product manufacturing issues and facility remediation, account for the majority of drug shortages and product recalls in the United States. Major scientific advancements pressure established regulatory paradigms, especially in the areas of biosimilars, precision medicine, combination products, emerging manufacturing technologies, and the use of real-world data. Pharmaceutical manufacturing is increasingly globalized, prompting the need for more efficient surveillance systems for monitoring product quality. Furthermore, increasing scrutiny and accelerated approval pathways provide a driving force to be even more efficient with limited regulatory resources. To address these regulatory challenges, the Office of Pharmaceutical Quality (OPQ) in the Center for Drug Evaluation and Research (CDER) at the U.S. Food and Drug Administration (FDA) harbors a rigorous science and research program in core areas that support drug quality review, inspection, surveillance, standards, and policy development. Science and research is the foundation of risk-based quality assessment of new drugs, generic drugs, over-the-counter drugs, and biotechnology products including biosimilars. This is an overview of the science and research activities in OPQ that support the mission of ensuring that safe, effective, and high-quality drugs are available to the American public.


Assuntos
Preparações Farmacêuticas/normas , Pesquisa/normas , Humanos , Estados Unidos , United States Food and Drug Administration
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