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Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
Published on: October 11, 2018
Complex patterns of chromosome 11 aberrations in myeloid malignancies target CBL, MLL, DDB1 and LMO2
Thorsten Klampfl1, Jelena D Milosevic, Ana Puda
1CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.
Abstract:
Exome sequencing of primary tumors identifies complex somatic mutation patterns. Assignment of relevance of individual somatic mutations is difficult and poses the next challenge for interpretation of next generation sequencing data. Here we present an approach how exome sequencing in combination with SNP microarray data may identify targets of chromosomal aberrations in myeloid malignancies. The rationale of this approach is that hotspots of chromosomal aberrations might also harbor point mutations in the target genes of deletions, gains or uniparental disomies (UPDs). Chromosome 11 is a frequent target of lesions in myeloid malignancies. Therefore, we studied chromosome 11 in a total of 813 samples from 773 individual patients with different myeloid malignancies by SNP microarrays and complemented the data with exome sequencing in selected cases exhibiting chromosome 11 defects. We found gains, losses and UPDs of chromosome 11 in 52 of the 813 samples (6.4%). Chromosome 11q UPDs frequently associated with mutations of CBL. In one patient the 11qUPD amplified somatic mutations in both CBL and the DNA repair gene DDB1. A duplication within MLL exon 3 was detected in another patient with 11qUPD. We identified several common deleted regions (CDR) on chromosome 11. One of the CDRs associated with de novo acute myeloid leukemia (P=0.013). One patient with a deletion at the LMO2 locus harbored an additional point mutation on the other allele indicating that LMO2 might be a tumor suppressor frequently targeted by 11p deletions. Our chromosome-centered analysis indicates that chromosome 11 contains a number of tumor suppressor genes and that the role of this chromosome in myeloid malignancies is more complex than previously recognized.
Insights
Combining exome sequencing and SNP microarray data helps identify mutation targets in chromosomal aberrations within myeloid malignancies. This approach reveals chromosome 11 harbors tumor suppressors, indicating its complex role in these cancers.
Area of Science:
- Genomics
- Cancer Genetics
- Molecular Oncology
Background:
- Interpreting complex somatic mutation patterns from exome sequencing is challenging.
- Identifying the relevance of individual mutations requires advanced analytical approaches.
- Chromosomal aberrations are common in myeloid malignancies, but their target genes are not always clear.
Purpose of the Study:
- To develop and apply an approach combining exome sequencing and SNP microarray data to identify targets of chromosomal aberrations in myeloid malignancies.
- To investigate the role of chromosome 11 in myeloid malignancies by analyzing deletions, gains, and uniparental disomies (UPDs).
- To identify potential tumor suppressor genes on chromosome 11 affected by mutations and chromosomal alterations.
Main Methods:
- Analysis of 813 samples from 773 patients with myeloid malignancies using SNP microarrays.
- Exome sequencing was performed on selected cases with chromosome 11 defects.
- Statistical analysis to associate chromosomal aberrations with specific mutations and clinical outcomes (e.g., acute myeloid leukemia).
Main Results:
- Chromosome 11 aberrations (gains, losses, UPDs) were identified in 6.4% of samples.
- Chromosome 11q UPDs were frequently associated with CBL mutations.
- A common deleted region on chromosome 11 was linked to de novo acute myeloid leukemia (P=0.013).
- Evidence suggests LMO2 may function as a tumor suppressor targeted by 11p deletions.
Conclusions:
- The integrated approach of exome sequencing and SNP microarray data effectively identifies targets of chromosomal aberrations.
- Chromosome 11 plays a significant and complex role in myeloid malignancies, harboring multiple tumor suppressor genes.
- Further investigation into chromosome 11 alterations is crucial for understanding myeloid leukemia pathogenesis.
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