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Updated: Jul 11, 2026

Cell Type-specific Gene Expression Profiling in the Mouse Liver
Published on: September 17, 2019
Identification of genes that regulate multiple cellular processes/responses in the context of lipotoxicity to
Shireesh Srivastava1, Zheng Li, Xuerui Yang
1Department of Chemical Engineering and Material Science, Michigan State University, East Lansing, MI 48824, USA. srivas14@egr.msu.edu
Background:
In order to devise efficient treatments for complex, multi-factorial diseases, it is important to identify the genes which regulate multiple cellular processes. Exposure to elevated levels of free fatty acids (FFAs) and tumor necrosis factor alpha (TNF-alpha) alters multiple cellular processes, causing lipotoxicity. Intracellular lipid accumulation has been shown to reduce the lipotoxicity of saturated FFA. We hypothesized that the genes which simultaneously regulate lipid accumulation as well as cytotoxicity may provide better targets to counter lipotoxicity of saturated FFA.
Results:
As a model system to test this hypothesis, human hepatoblastoma cells (HepG2) were exposed to elevated physiological levels of FFAs and TNF-alpha. Triglyceride (TG) accumulation, toxicity and the genomic responses to the treatments were measured. Here, we present a framework to identify such genes in the context of lipotoxicity. The aim of the current study is to identify the genes that could be altered to treat or ameliorate the cellular responses affected by a complex disease rather than to identify the causal genes. Genes that regulate the TG accumulation, cytotoxicity or both were identified by a modified genetic algorithm partial least squares (GA/PLS) analysis. The analyses identified NADH dehydrogenase and mitogen activated protein kinases (MAPKs) as important regulators of both cytotoxicity and lipid accumulation in response to FFA and TNF-alpha exposure. In agreement with the predictions, inhibiting NADH dehydrogenase and c-Jun N-terminal kinase (JNK) reduced cytotoxicity significantly and increased intracellular TG accumulation. Inhibiting another MAPK pathway, the extracellular signal regulated kinase (ERK), on the other hand, improved the cytotoxicity without changing TG accumulation. Much greater reduction in the toxicity was observed upon inhibiting the NADH dehydrogenase and MAPK (which were identified by the dual-response analysis), than for the stearoyl-CoA desaturase (SCD) activation (which was identified for the TG-alone analysis).
Conclusion:
These results demonstrate the applicability of GA/PLS in identifying the genes that regulate multiple cellular responses of interest and that genes regulating multiple cellular responses may be better candidates for countering complex diseases.
Insights
Identifying genes that regulate both lipid accumulation and cell death is key to treating complex diseases like lipotoxicity. Targeting NADH dehydrogenase and MAPKs offers a promising therapeutic strategy.
Area of Science:
- Cellular biology
- Molecular medicine
- Genomics
Background:
- Complex diseases involve multiple cellular processes, necessitating identification of key regulatory genes.
- Elevated free fatty acids (FFAs) and tumor necrosis factor alpha (TNF-alpha) induce lipotoxicity by altering cellular processes.
- Intracellular lipid accumulation can mitigate saturated FFA-induced lipotoxicity.
Purpose of the Study:
- To identify genes that simultaneously regulate lipid accumulation and cytotoxicity for effective lipotoxicity treatment.
- To develop a framework for identifying genes that ameliorate cellular responses in complex diseases.
- To evaluate therapeutic targets for countering saturated FFA-induced lipotoxicity.
Main Methods:
- Human hepatoblastoma (HepG2) cells were exposed to elevated FFAs and TNF-alpha.
- Triglyceride (TG) accumulation, cytotoxicity, and genomic responses were measured.
- A modified genetic algorithm partial least squares (GA/PLS) analysis identified key regulatory genes.
Main Results:
- NADH dehydrogenase and mitogen-activated protein kinases (MAPKs) were identified as critical regulators of both cytotoxicity and lipid accumulation.
- Inhibition of NADH dehydrogenase and c-Jun N-terminal kinase (JNK) reduced cytotoxicity and increased TG accumulation.
- Inhibiting NADH dehydrogenase and MAPKs demonstrated greater toxicity reduction than targeting stearoyl-CoA desaturase (SCD).
Conclusions:
- GA/PLS is effective in identifying genes that regulate multiple cellular responses.
- Genes regulating multiple cellular processes are superior candidates for treating complex diseases.
- Targeting genes involved in both lipid accumulation and cytotoxicity offers a promising therapeutic approach for lipotoxicity.
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