Modeling Liver Cancer Molecular and Histological Features by CRISPR Editing of Porcine Hepatocytes.
Lobna ElkhadragyOlayinka G. DavidCaitlyn C. CastilloLuke N. RedlonLuke R. JordanNusrat KhanHannah LiuIsadora Andre Rosa LopesYan-Qiong ZhouHiroaki KanzakiYujin HoshidaJonathan P. SamuelsonAmaia LujambioLawrence B. SchookGrace GuzmanKyle M. SchachtschneiderRon C. Gaba
Through ex vivo CRISPR editing of clinically relevant genes in porcine hepatocytes, ex vivo CRISPR editing of clinically relevant genes in porcine hepatocytes established cell and animal models that recapitulate key molecular and histological features of human HCC.
Abstract
Background
/Aims: Hepatocellular carcinoma (HCC) is an aggressive disease with limited response to available therapies. Progress in therapeutic development has been hampered by the lack of preclinical models that recapitulate human HCC and support evaluation of multimodal therapies. Here, we employ CRISPR editing to identify alterations that drive hepatocyte transformation and to establish genetically defined HCC models.
Methods
Hepatocytes were isolated from pigs (n=7) and subjected to combinations of 2-4 gene alterations, including CRISPR-mediated knockout of tumor suppressor genes (TP53, PTEN, CDKN2A, AXIN1), with or without c-Myc overexpression. Resulting cells were injected subcutaneously into immunodeficient mice to assess their tumorigenicity and histological features. To establish a large-animal model, autologous transformed hepatocytes were implanted into four intrahepatic sites (n=5 pigs). Transcriptomic profiling of cells, xenografts, and porcine tumors was conducted by RNA sequencing, using FDR<0.05 for DEG analysis.
Results
Eight combinations of gene alterations yielded cells expandable in culture, in contrast to unmodified primary hepatocytes. Cells harboring at least three gene alterations (n=5 lines) formed xenograft tumors (n=22 mice), whereas cells with only two gene knockouts did not (n=5 mice). Xenografts with sgTP53; c-MycOE; sgPTEN and/or sgCDKN2A recapitulated histological features of human liver cancer, including clear cell, trabecular, and pseudoglandular HCC and cholangiocarcinoma. Transcriptomic analysis of transformed cells and xenograft tumors revealed activation of cell-cycle pathways and similarity to human HCC profiles. Autologous implantation of transformed hepatocytes generated intrahepatic tumors at 7/8 injection sites (87.5%) in two pigs, providing proof-of-concept for an immune-competent HCC model in wild-type pigs.
Conclusions
This study delineates cooperative oncogenic alterations that drive hepatocyte transformation ex vivo and provides cell and animal models that recapitulate key histological and molecular features of human HCC.
IMPACT AND IMPLICATIONS
HCC has poor response rates to available treatments, underscoring the urgent need for translational preclinical models. Through ex vivo CRISPR editing of clinically relevant genes in porcine hepatocytes, we established cell and animal models that recapitulate key molecular and histological features of human HCC. This platform provides a foundation for future mechanistic studies, genotype-phenotype mapping, and preclinical testing of precision therapies. Moreover, the porcine model's size and physiological similarity to humans make it a promising model for evaluating locoregional therapies and device-based therapies in an immune-competent setting.
Some claim that especially in the field of agile software development the research lags years behind of the practice. In this paper, we characterize the status and main challenges for research on agile software development, and propose a preliminary roadmap, focusing on providing more empirical research, primarily on e...
Torgeir Dingsøyr, T. Dybå, P. Abrahamsson· Agile Conference· 92 citations· ⚡7
The results indicate that software developers are a slightly happy population, but the need for limiting the unhappiness of developers remains, and 219 factors representing causes of unhappiness while developing software are identified.
D. Graziotin, Fabian Fagerholm, Xiaofeng Wang et al.· International Conference on...· 84 citations· ⚡6
This study investigates how Lean internal startup facilitates software product innovation in large companies and identifies its enablers and inhibitors, and shows the potential of the method-in-action framework to investigate the Lean startup approach in non-startup context.
Henry Edison, Nina M. Smørsgård, Xiaofeng Wang et al.· Journal of Systems and Softw...· 78 citations· ⚡6
The goal is to not only refine the accuracy of the LLM-based tool but also to underscore its potential in streamlining the software development lifecycle through proactive code improvement and education.
Z. Rasheed, Malik Abdul Sami, Muhammad Waseem et al.· arXiv.org· 62 citations· ⚡3
Agile methods continue to gain popularity. In particular, the Scrum method appears to be on the verge of becoming a de-facto standard in the industry, leading the so called Agile movement. While there are success stories and recommendations, there is little scientifically valid evidence of the challenges in the adoptio...
A. Marchenko, P. Abrahamsson· Agile Conference· 59 citations· ⚡11
A comprehensive overview of how enhanced sampling methods are reshaping the field, with a particular focus on the data-driven construction of collective variables, is provided.
Kai Zhu, Enrico Trizio, Jintu Zhang et al.· Chemical Reviews· 58 citations
Exploring how generative AI could make machine vision more accessible to businesses. The post GenEye in a Box: Making Machine Vision Something You Can Just Ask For appeared first on GPT-Lab.