Author Manuscript Published OnlineFirst on March 2, 2020; DOI: 10.1158/1078-0432.CCR-20-0184 Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited.
Anande et al – revised manuscript RNA splicing alterations in AML
RNA splicing alterations induce a cellular stress response associated with poor
prognosis in Acute Myeloid Leukemia
Running title: RNA splicing alterations in AML
Govardhan Anande1, Nandan P. Deshpande2, Sylvain Mareschal3, Aarif M. N.
Batcha4,5, Henry R. Hampton1, Tobias Herold6,7, Soren Lehmann3,8, Marc R.
Wilkins2, Jason W.H. Wong1,9, Ashwin Unnikrishnan1#* & John E. Pimanda1,10,11#*
1Adult Cancer Program, Lowy Cancer Research Centre & Prince of Wales Clinical
School, UNSW Sydney, NSW, Australia
2School of Biotechnology and Biomolecular Sciences, UNSW Sydney, NSW,
Australia
3Hematology Centre, Karolinska University Hospital and Department of Medicine,
Karolinska Institutet, Huddinge, Stockholm, Sweden
4Institute of Medical Data Processing, Biometrics and Epidemiology, Faculty of
Medicine, LMU Munich, Munich, Germany
5Data Integration for Future Medicine, LMU Munich, Munich, Germany
6Department of Medicine III, University Hospital, LMU Munich, Munich, Germany
7Research Unit Apoptosis in Hematopoietic Stem Cells, Helmholtz Zentrum
München, German Research Center for Environmental Health, Munich, Germany
8Department of Medical Sciences, Uppsala University, Uppsala, Sweden
9School of Biomedical Sciences, Li Ka Shing Faculty of Medicine, The University of
Hong Kong, Hong Kong
1
Downloaded from clincancerres.aacrjournals.org on September 24, 2021. © 2020 American Association for Cancer Research. Author Manuscript Published OnlineFirst on March 2, 2020; DOI: 10.1158/1078-0432.CCR-20-0184 Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited.
Anande et al – revised manuscript RNA splicing alterations in AML
10Department of Pathology, School of Medical Sciences, UNSW Sydney, NSW,
Australia
11Department of Haematology, Prince of Wales Hospital, Sydney, NSW, Australia
#Joint senior authors
*correspondences to be addressed to: [email protected] (A.U.) or
[email protected] (J.P.)
Conflict of Interest Disclosures:
The authors declare no potential conflicts of interests.
2
Downloaded from clincancerres.aacrjournals.org on September 24, 2021. © 2020 American Association for Cancer Research. Author Manuscript Published OnlineFirst on March 2, 2020; DOI: 10.1158/1078-0432.CCR-20-0184 Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited.
Anande et al – revised manuscript RNA splicing alterations in AML
Key Points
Widespread and recurrent alternative splicing differences exist between AML patients with good or poor prognosis
Missplicing of RNA splicing factors leads to altered splicing of their target transcripts
Aberrant splicing of protein translation genes triggers the induction of an integrated stress response and concomitant inflammatory response
Alternative RNA splicing information can be used to improve the accuracy of existing prognostic algorithms in AML
The addition of the splicing signature accurately classifies ELNInt AML patients, effectively converting a three-group classification system into a two- group one, facilitating better treatment decisions to be made.
Translational Relevance
Utilising cytogenetic and mutational information, the European LeukemiaNet (ELN)
algorithm is the clinical standard for prognosis in AML. However, there is
considerable room for improvement, especially in patients classified as intermediate-
risk for whom treatment is challenging. The 4-gene splicing signature that we have
discovered improves the accuracy of classification, converting the existing three-
group risk classification (favorable, intermediate and adverse-risk) into essentially
two groups with significantly different overall survival. This will facilitate improved
treatment decisions to be made for patients.
Our findings also reveal new molecular vulnerabilities that can be potential drug
targets for the treatment of AML, a disease that currently has poor overall outcomes
(<30% five-year survival rate). Direct pharmacological inhibition of splicing factors is
potentially challenging clinically due to the toxicity of the drugs. Our data suggests
that targeting integrated stress response or pathways stimulated as a consequence of
missplicing in leukemic cells could be an alternative approach.
3
Downloaded from clincancerres.aacrjournals.org on September 24, 2021. © 2020 American Association for Cancer Research. Author Manuscript Published OnlineFirst on March 2, 2020; DOI: 10.1158/1078-0432.CCR-20-0184 Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited.
Anande et al – revised manuscript RNA splicing alterations in AML
Abstract
Purpose: RNA splicing is a fundamental biological process that generates protein
diversity from a finite set of genes. Recurrent somatic mutations of splicing factor
genes are common in some hematological cancers but are relatively uncommon in
Acute Myeloid Leukemia (AML, < 20% of patients). We examined whether RNA
splicing differences exist in AML, even in the absence of splicing factor mutations.
Experimental Design: We developed a bioinformatics pipeline to study alternative
RNA splicing in RNA-seq data from large cohorts of AML patients.
Results: We have identified recurrent differential alternative splicing between
patients with poor and good prognosis. These splicing events occurred even in
patients without any discernible splicing factor mutations. Alternative splicing
recurrently occurred in genes with specific molecular functions, primarily related to
protein translation. Developing tools to predict the functional impact of alternative
splicing on the translated protein, we discovered that ~45% of the splicing events
directly affected highly conserved protein domains. Several splicing factors were
themselves misspliced and the splicing of their target transcripts were altered.
Studying differential gene expression in the same patients, we identified that
alternative splicing of protein translation genes in ELNAdv patients resulted in the
induction of an integrated stress response and up-regulation of inflammation-related
genes. Lastly, using machine learning techniques, we identified a splicing signature of
four genes which refine the accuracy of existing risk prognosis schemes and validated
it in a completely independent cohort.
4
Downloaded from clincancerres.aacrjournals.org on September 24, 2021. © 2020 American Association for Cancer Research. Author Manuscript Published OnlineFirst on March 2, 2020; DOI: 10.1158/1078-0432.CCR-20-0184 Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited.
Anande et al – revised manuscript RNA splicing alterations in AML
Conclusions: Our discoveries therefore identify aberrant alternative splicing as a
molecular feature of adverse AML with clinical relevance.
5
Downloaded from clincancerres.aacrjournals.org on September 24, 2021. © 2020 American Association for Cancer Research. Author Manuscript Published OnlineFirst on Mar