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1.
Sci Data ; 10(1): 858, 2023 12 02.
Artigo em Inglês | MEDLINE | ID: mdl-38042886

RESUMO

Mass spectrometry-based proteomics plays a critical role in current biological and clinical research. Technical issues like data integration, missing value imputation, batch effect correction and the exploration of inter-connections amongst these technical issues, can produce errors but are not well studied. Although proteomic technologies have improved significantly in recent years, this alone cannot resolve these issues. What is needed are better algorithms and data processing knowledge. But to obtain these, we need appropriate proteomics datasets for exploration, investigation, and benchmarking. To meet this need, we developed MultiPro (Multi-purpose Proteome Resource), a resource comprising four comprehensive large-scale proteomics datasets with deliberate batch effects using the latest parallel accumulation-serial fragmentation in both Data-Dependent Acquisition (DDA) and Data Independent Acquisition (DIA) modes. Each dataset contains a balanced two-class design based on well-characterized and widely studied cell lines (A549 vs K562 or HCC1806 vs HS578T) with 48 or 36 biological and technical replicates altogether, allowing for investigation of a multitude of technical issues. These datasets allow for investigation of inter-connections between class and batch factors, or to develop approaches to compare and integrate data from DDA and DIA platforms.


Assuntos
Linhagem Celular , Proteoma , Proteômica , Algoritmos , Espectrometria de Massas , Proteoma/metabolismo , Humanos
2.
Comput Struct Biotechnol J ; 20: 4369-4375, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36051874

RESUMO

Mass-spectrometry-based proteomics presents some unique challenges for batch effect correction. Batch effects are technical sources of variation, can confound analysis and usually non-biological in nature. As proteomic analysis involves several stages of data transformation from spectra to protein, the decision on when and what to apply batch correction on is often unclear. Here, we explore several relevant issues pertinent to batch effect correct considerations. The first involves applications of batch effect correction requiring prior knowledge on batch factors and exploring data to uncover new/unknown batch factors. The second considers recent literature that suggests there is no single best batch effect correction algorithm---i.e., instead of a best approach, one may instead ask, what is a suitable approach. The third section considers issues of batch effect detection. And finally, we look at potential developments for proteomic-specific batch effect correction methods and how to do better functional evaluations on batch corrected data.

3.
Antib Ther ; 5(1): 63-72, 2022 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-35372784

RESUMO

The target of an antibody plays a significant role in the success of antibody-based therapeutics and diagnostics, and vaccine development. This importance is focused on the target binding site-epitope, where epitope selection as a part of design thinking beyond traditional antigen selection using whole cell or whole protein immunization can positively impact success. With purified recombinant protein production and peptide synthesis to display limited/selected epitopes, intrinsic factors that can affect the functioning of resulting antibodies can be more easily selected for. Many of these factors stem from the location of the epitope that can impact accessibility of the antibody to the epitope at a cellular or molecular level, direct inhibition of target antigen activity, conservation of function despite escape mutations, and even noncompetitive inhibition sites. By incorporating novel computational methods for predicting antigen changes to model-informed drug discovery and development, superior vaccines and antibody-based therapeutics or diagnostics can be easily designed to mitigate failures. With detailed examples, this review highlights the new opportunities, factors, and methods of predicting antigenic changes for consideration in sagacious epitope selection.

4.
Methods Protoc ; 4(2)2021 Jun 21.
Artigo em Inglês | MEDLINE | ID: mdl-34205648

RESUMO

Polystyrene (PS) is one of the major plastics contributing to environmental pollution with its durability and resistance to natural biodegradation. Recent research showed that mealworms (Tenebrio molitor) and superworms (Zophobas morio) are naturally able to consume PS as a carbon food source and degrade them without observable toxic effects. In this study, we explored the effects of possible food additives and use of worm frass as potential plant fertilizers. We found that small amounts of sucrose and bran increased PS consumption and that the worm frass alone could support dragon fruit cacti (Hylocereus undatus) growth, with superworm frass in particular, supporting better growth and rooting than mealworm frass and control media over a fortnight. As known fish and poultry feed, these findings present worms as a natural solution to simultaneously tackle both the global plastic problem and urban farming issue in a zero-waste sustainable bioremediation cycle.

5.
Molecules ; 25(24)2020 Dec 13.
Artigo em Inglês | MEDLINE | ID: mdl-33322154

RESUMO

The ongoing development of drug resistance in HIV continues to push for the need of alternative drug targets in inhibiting HIV. One such target is the Reverse transcriptase (RT) enzyme which is unique and critical in the viral life cycle-a rational target that is likely to have less off-target effects in humans. Serendipitously, we found two chemical scaffolds from the National Cancer Institute (NCI) Diversity Set V that inhibited HIV-1 RT catalytic activity. Computational structural analyses and subsequent experimental testing demonstrated that one of the two chemical scaffolds binds to a novel location in the HIV-1 RT p51 subunit, interacting with residue Y183, which has no known association with previously reported drug resistance. This finding supports the possibility of a novel druggable site on p51 for a new class of non-nucleoside RT inhibitors that may inhibit HIV-1 RT allosterically. Although inhibitory activity was shown experimentally to only be in the micromolar range, the scaffolds serve as a proof-of-concept of targeting the HIV RT p51 subunit, with the possibility of medical chemistry methods being applied to improve inhibitory activity towards more effective drugs.


Assuntos
Transcriptase Reversa do HIV/antagonistas & inibidores , Transcriptase Reversa do HIV/química , HIV-1/efeitos dos fármacos , Inibidores da Transcriptase Reversa/química , Inibidores da Transcriptase Reversa/farmacologia , Sequência de Aminoácidos , Antivirais/química , Antivirais/farmacologia , Sítios de Ligação , Relação Dose-Resposta a Droga , Ativação Enzimática/efeitos dos fármacos , Infecções por HIV/tratamento farmacológico , Infecções por HIV/virologia , HIV-1/enzimologia , Humanos , Conformação Molecular , Simulação de Acoplamento Molecular , Simulação de Dinâmica Molecular , Estrutura Molecular , Terapia de Alvo Molecular , Ligação Proteica , Relação Estrutura-Atividade
6.
J Allergy Clin Immunol ; 144(2): 514-523.e5, 2019 08.
Artigo em Inglês | MEDLINE | ID: mdl-30995457

RESUMO

BACKGROUND: Variable heavy chain (VH) family frameworks (FWRs) have been reported to affect antibody receptor and superantigen binding; however, such effects in IgE remain largely unknown. Given that VH family biases have been previously reported in IgE of certain allergies, there is a need to investigate this phenomenon for biotechnological and therapeutic purposes. OBJECTIVE: We sought to investigate the effects of VH families on IgE interaction with FcεRIα, anti-IgE omalizumab, antigen, and superantigen protein A (spA) by using the pertuzumab and trastuzumab IgE models. METHODS: Pertuzumab VH1-VH7 family variants of IgE with the same complementarity-determining regions were investigated with regard to their binding interactions to FcεRIα, Her2, omalizumab, and spA. Notable FcεRIα-IgE observations were cross-checked against appropriate trastuzumab IgE VH variants. Computational structural modeling and simulations were also performed for insight into the mechanism of interactions with various VH FWRs. RESULTS: The pertuzumab VH5 IgE variant, but not the trastuzumab VH5 IgE, was found to interact with FcεRIα significantly longer than the respective VH family variants within each model antibody. No significant differences in interaction were found between IgE and omalizumab for the pertuzumab VH variants. Although trastuzumab VH3 interacted with spA, none of our pertuzumab VH variants, including VH3, associated with spA. CONCLUSION: We found unexpected varying allosteric communications caused by the VH family FWRs to the FcεRIα-, Her2-, and spA-binding regions of pertuzumab IgE, with implications for use of IgE/anti-IgE therapeutics to treat allergy and IgE therapeutics in allergo-oncology.


Assuntos
Antígenos de Bactérias/química , Imunoglobulina E/química , Cadeias Pesadas de Imunoglobulinas/química , Região Variável de Imunoglobulina/imunologia , Receptores de IgE/química , Superantígenos/química , Anticorpos Monoclonais Humanizados/química , Anticorpos Monoclonais Humanizados/imunologia , Antígenos de Bactérias/imunologia , Humanos , Hipersensibilidade/imunologia , Hipersensibilidade/terapia , Imunoglobulina E/imunologia , Imunoglobulina E/uso terapêutico , Cadeias Pesadas de Imunoglobulinas/imunologia , Cadeias Pesadas de Imunoglobulinas/uso terapêutico , Região Variável de Imunoglobulina/química , Região Variável de Imunoglobulina/uso terapêutico , Imunoterapia , Omalizumab/química , Omalizumab/imunologia , Receptores de IgE/imunologia , Superantígenos/imunologia , Trastuzumab/química , Trastuzumab/imunologia
7.
Biosci Rep ; 39(1)2019 01 31.
Artigo em Inglês | MEDLINE | ID: mdl-30630879

RESUMO

The reductionist approach is prevalent in biomedical science. However, increasing evidence now shows that biological systems cannot be simply considered as the sum of its parts. With experimental, technological, and computational advances, we can now do more than view parts in isolation, thus we propose that an increasing holistic view (where a protein is investigated as much as a whole as possible) is now timely. To further advocate this, we review and discuss several studies and applications involving allostery, where distant protein regions can cross-talk to influence functionality. Therefore, we believe that an increasing big picture approach holds great promise, particularly in the areas of antibody engineering and drug discovery in rational drug design.


Assuntos
Formação de Anticorpos/genética , Descoberta de Drogas/tendências , Imunoglobulinas/genética , Engenharia de Proteínas/tendências , Regulação Alostérica/genética , Humanos , Imunoglobulinas/biossíntese
8.
Cell Cycle ; 17(5): 669-670, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29578358

RESUMO

The FcαR receptor (CD89) binds to the constant region of Immunoglobulin (Ig) A to mediate mucosal immunity [1-2]. FcαR consist of five exons: two that code for the signal peptide regions S1 & S2, two for the extracellular regions EC1 and EC2, and the final exon for the transmembrane/cytoplasmic tail region [3]. Previously, we reported that the EC1 region plays an essential role for extracellular membrane localization of the receptor [4], where the absence of EC1 would prevent the variants from localizing to the cell surface, even with a full signal peptide. In the case of FcαR Variant 4 (lacking the S2 region only), there was some "leakiness" to membrane surface localization.


Assuntos
Antígenos CD/metabolismo , Membrana Celular/metabolismo , Receptores Fc/metabolismo , Antígenos CD/química , Antígenos CD/genética , Células HeLa , Humanos , Imunidade nas Mucosas , Imunoglobulina A/metabolismo , Microscopia Confocal , Mutagênese , Receptores Fc/química , Receptores Fc/genética
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