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1.
Toxicol Pathol ; 50(8): 942-949, 2022 12.
Artigo em Inglês | MEDLINE | ID: mdl-36341579

RESUMO

Digitization of histologic slides brings with it the promise of enhanced toxicologic pathology practice through the increased application of computational methods. However, the development of these advanced methods requires access to substrate image data, that is, whole slide images (WSIs). Deep learning methods, in particular, rely on extensive training data to develop robust algorithms. As a result, pharmaceutical companies interested in leveraging computational methods in their digital pathology workflows must first invest in data infrastructure to enable data access for both data scientists and pathologists. The process of building robust image data resources is challenging and includes considerations of generation, curation, and storage of WSI files, and WSI access including via linked metadata. This opinion piece describes the collective experience of building resources for WSI data in the Roche group. We elaborate on the challenges encountered and solutions developed with the goal of providing examples of how to build a data resource for digital pathology analytics in the pharmaceutical industry.


Assuntos
Algoritmos , Indústria Farmacêutica
2.
Toxicol Sci ; 157(1): 112-128, 2017 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-28123102

RESUMO

Non-human primates (NHPs) are currently considered to be the non-rodent species of choice for the preclinical safety assessment of single-stranded oligonucleotide (SSO) drugs. We evaluated minipigs as a potential alternative to NHPs to test the safety of this class of compounds. Four different phosphorothioated locked nucleic acid-based SSOs (3 antisense and 1 anti-miR), all with known safety profiles, were administered to minipigs using similar study designs and read-outs as in earlier NHP studies with the same compounds. The studies included toxicokinetic investigations, in-life monitoring, clinical and anatomic pathology. In the minipig, we demonstrated target engagement by the SSOs where relevant, and a similar toxicokinetic behavior in plasma, kidney, and liver when compared with NHPs. Clinical tolerability was similar between minipig and NHPs. For the first time, we showed similar and dose-dependent effects on the coagulation and complement cascade after intravenous dosing similar to those observed in NHPs. Similar to NHPs, morphological changes were seen in proximal tubular epithelial cells of the kidney, Kupffer cells, hepatocytes, and lymph nodes. Minipigs appeared more sensitive to the high-dose kidney toxicity of most of the selected SSOs than NHPs. No new target organ or off-target toxicities were identified in the minipig. The minipig did not predict the clinical features of human injection site reactions better than the NHPs, but histopathological similarities were observed between minipigs and NHPs. We conclude that there is no impediment, as default, to the use of minipigs as the non-rodent species in SSO candidate non-clinical safety packages.


Assuntos
Modelos Animais , Oligonucleotídeos/toxicidade , Porco Miniatura , Animais , Área Sob a Curva , Relação Dose-Resposta a Droga , Feminino , Oligonucleotídeos/administração & dosagem , Oligonucleotídeos/farmacocinética , Suínos , Distribuição Tecidual , Toxicocinética
3.
PLoS One ; 11(7): e0158674, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27387377

RESUMO

Modeling clinically relevant tissue responses using cell models poses a significant challenge for drug development, in particular for drug induced liver injury (DILI). This is mainly because existing liver models lack longevity and tissue-level complexity which limits their utility in predictive toxicology. In this study, we established and characterized novel bioprinted human liver tissue mimetics comprised of patient-derived hepatocytes and non-parenchymal cells in a defined architecture. Scaffold-free assembly of different cell types in an in vivo-relevant architecture allowed for histologic analysis that revealed distinct intercellular hepatocyte junctions, CD31+ endothelial networks, and desmin positive, smooth muscle actin negative quiescent stellates. Unlike what was seen in 2D hepatocyte cultures, the tissues maintained levels of ATP, Albumin as well as expression and drug-induced enzyme activity of Cytochrome P450s over 4 weeks in culture. To assess the ability of the 3D liver cultures to model tissue-level DILI, dose responses of Trovafloxacin, a drug whose hepatotoxic potential could not be assessed by standard pre-clinical models, were compared to the structurally related non-toxic drug Levofloxacin. Trovafloxacin induced significant, dose-dependent toxicity at clinically relevant doses (≤ 4uM). Interestingly, Trovafloxacin toxicity was observed without lipopolysaccharide stimulation and in the absence of resident macrophages in contrast to earlier reports. Together, these results demonstrate that 3D bioprinted liver tissues can both effectively model DILI and distinguish between highly related compounds with differential profile. Thus, the combination of patient-derived primary cells with bioprinting technology here for the first time demonstrates superior performance in terms of mimicking human drug response in a known target organ at the tissue level.


Assuntos
Bioimpressão , Doença Hepática Induzida por Substâncias e Drogas/diagnóstico , Hepatócitos/efeitos dos fármacos , Imageamento Tridimensional , Fígado/efeitos dos fármacos , Albuminas/metabolismo , Técnicas de Cultura de Células , Proliferação de Células , Células Cultivadas , Citocromo P-450 CYP3A/metabolismo , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos , Fluoroquinolonas/administração & dosagem , Hepatócitos/citologia , Hepatócitos/metabolismo , Humanos , Processamento de Imagem Assistida por Computador , Levofloxacino/administração & dosagem , Lipopolissacarídeos/metabolismo , Fígado/metabolismo , Naftiridinas/administração & dosagem , Molécula-1 de Adesão Celular Endotelial a Plaquetas/metabolismo
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