bioRxivNeurosciencePreprint
An integrated multi-omic analysis of iPSC-derived motor neurons from C9ORF72 ALS patients
Loren Ornelas, Emilda Gomez, Lindsay Panther, Aaron P. Frank, Susan LeiiD, Berhan Mandefro, Maria G. Bañuelos, Brandon Shelley, Julia KayeiD, Leandro de Araújo LimaiD, Stacia K. WymaniD, Ryan G. LimiD, Jie WuiD, Jennifer T. StocksdaleiD, Malcolm Casale, Victoria J. DardoviD, Andrea D. MatlockiD, Vidya VenkatramaniD, Ronald Holewenski, Pamela MilaniiD, Miriam Adam, Brook T. Wassie, Andrew Tai-Ann ChengiD, Alyssa N. CoyneiD, J. Gavin Daigle, , Leslie Michels ThompsoniD
Abstract
Neurodegenerative diseases present a challenge for systems biology, due to the lack of reliable animal models and the difficulties in obtaining samples from patients at early stages of disease, when interventions might be most effective. Studying induced pluripotent stem cell (iPSC)-derived neurons could overcome these challenges and dramatically accelerate and broaden therapeutic strategies. Here we undertook a network-based multi-omic characterization of iPSC-derived motor neurons from ALS patients carrying genetically dominant hexanucleotide expansions in C9orf72 to gain a deeper understanding of the relationship between DNA, RNA, epigenetics and protein in the same pool of tissue. ALS motor neurons showed the expected C9orf72-related alterations to specific nucleoporins and production of dipeptide repeats. RNA-seq, ATAC-seq and data-independent acquisition mass-spectrometry (DIA-MS) proteomics were then performed on the same motor neuron cultures. Using integrative computational methods that combined all of the omics, we discovered a number of novel dysregulated pathways including biological adhesion and extracellular matrix organization and disruption in other expected pathways such as RNA splicing and nuclear transport. We tested the relevance of these pathways in vivo in a C9orf72 Drosophila model, analyzing the data to determine which pathways were causing disease phenotypes and which were compensatory. We also confirmed that some pathways are altered in late-stage neurodegeneration by analyzing human postmortem C9 cervical spine data. To validate that these key pathways were integral to the C9 signature, we prepared a separate set of C9orf72 and control motor neuron cultures using a different differentiation protocol and applied the same methods. As expected, there were major overall differences between the differentiation protocols, especially at the level of in individual omics data. However, a number of the core dysregulated pathways remained significant using the integrated multiomic analysis. This new method of analyzing patient specific neural cultures allows the generation of disease-related hypotheses with a small number of patient lines which can be tested in larger cohorts of patients.
- organism: human
- organism: Drosophila
- assay: scRNA-seq
- assay: ATAC-seq
- assay: proteomics
- research focus: gene regulatory network inference
- research focus: differential expression
- research focus: benchmarking
- approach: statistical model
- approach: experimental assay
- Citations
- 3
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