Back

The Topology of Mutated Driver Pathways

Dridi, R.; Alghassi, H.; Obeidat, M.; Tayur, S.

2019-11-30 bioinformatics
10.1101/860676 bioRxiv
Show abstract

Much progress has been made, and continues to be made, towards identifying candidate mutated driver pathways in cancer. However, no systematic approach to understanding how candidate pathways relate to each other for a given cancer (such as Acute myeloid leukemia), and how one type of cancer may be similar or different from another with regard to their respective pathways (Acute myeloid leukemia vs. Glioblastoma multiforme for instance), has emerged thus far. Our work attempts to contribute to the understanding of space of pathways through a novel topological framework. We illustrate our approach, using mutation data (obtained from TCGA) of two types of tumors: Acute myeloid leukemia (AML) and Glioblastoma multiforme (GBM). We find that the space of pathways for AML is homotopy equivalent to a sphere, while that of GBM is equivalent to a genus-2 surface. We hope to trigger new types of questions (i.e., allow for novel kinds of hypotheses) towards a more comprehensive grasp of cancer.

Matching journals

The top 9 journals account for 50% of the predicted probability mass.

1
PLOS ONE
4510 papers in training set
Top 22%
8.5%
2
Scientific Reports
3102 papers in training set
Top 9%
8.5%
3
Physical Review E
95 papers in training set
Top 0.1%
6.9%
4
PLOS Computational Biology
1633 papers in training set
Top 6%
6.4%
5
Chaos, Solitons & Fractals
32 papers in training set
Top 0.4%
4.9%
6
BioSystems
11 papers in training set
Top 0.1%
4.6%
7
Physical Biology
43 papers in training set
Top 0.3%
4.3%
8
Cancers
200 papers in training set
Top 1%
4.0%
9
Bulletin of Mathematical Biology
84 papers in training set
Top 0.5%
3.6%
50% of probability mass above
10
Frontiers in Computational Neuroscience
53 papers in training set
Top 0.9%
2.6%
11
Mathematical Biosciences
42 papers in training set
Top 0.4%
2.6%
12
Computers in Biology and Medicine
120 papers in training set
Top 2%
1.9%
13
Chaos: An Interdisciplinary Journal of Nonlinear Science
16 papers in training set
Top 0.1%
1.8%
14
Frontiers in Genetics
197 papers in training set
Top 5%
1.7%
15
The European Physical Journal Plus
13 papers in training set
Top 0.4%
1.7%
16
Journal of Theoretical Biology
144 papers in training set
Top 0.9%
1.7%
17
Royal Society Open Science
193 papers in training set
Top 2%
1.7%
18
Entropy
20 papers in training set
Top 0.2%
1.5%
19
Journal of The Royal Society Interface
189 papers in training set
Top 3%
1.3%
20
Frontiers in Molecular Biosciences
100 papers in training set
Top 3%
1.2%
21
Biology
43 papers in training set
Top 1%
1.2%
22
Mathematics
11 papers in training set
Top 0.2%
1.1%
23
Physica A: Statistical Mechanics and its Applications
10 papers in training set
Top 0.2%
1.0%
24
BMC Bioinformatics
383 papers in training set
Top 6%
0.8%
25
PeerJ
261 papers in training set
Top 14%
0.8%
26
Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences
15 papers in training set
Top 0.8%
0.8%
27
Mathematical Biosciences and Engineering
23 papers in training set
Top 0.6%
0.8%
28
Journal of Mathematical Biology
37 papers in training set
Top 0.3%
0.8%
29
Biosystems
18 papers in training set
Top 0.4%
0.8%
30
Frontiers in Immunology
586 papers in training set
Top 8%
0.8%