Research Article

Hybrid-Controlled Neurofuzzy Networks Analysis Resulting in Genetic Regulatory Networks Reconstruction

Table 10

Comparison of our algorithm performance by other methods in literature in detecting interactions among experimentally known gene interactions.

NoInteractionsDBN [57]VBEM [58]Time delay-ARACNE [59]PF subjected to LASSO [30]Propose Algorithm

1CLN03 → SWI04ConsistentConsistentConsistentNot FoundConsistent
2CLN03 → SWI06Not FoundNot FoundConsistentInconsistentNot Found
3CLN03 → MBP01Not FoundNot FoundConsistentNot FoundNot Found
4CDC28 → MBP01Not FoundConsistentConsistentNot FoundConsistent
5CDC28 → SWI04Not FoundNot FoundNot FoundNot FoundConsistent
6CDC28 → SWI06Not FoundNot FoundConsistentInconsistentNot Found
7CDC28 → CDC06Not FoundConsistentNot FoundNot FoundNot Found
8CDC28 SIC01Not FoundNot FoundNot FoundNot FoundNot Found
9SWI04 → CLN01ConsistentConsistentConsistentNot FoundNot Found
10SWI04 → CLN02ConsistentNot FoundNot FoundNot FoundNot Found
11SWI04 → CDC28Not FoundNot FoundNot FoundNot FoundNot Found
12SWI06 → CLB05Not FoundNot FoundNot FoundConsistentConsistent
13SWI06 → CLB06Not FoundConsistentConsistentNot FoundConsistent
14SWI06 → CLN1InconsistentInconsistentConsistentConsistentInconsistent
15SWI06 → CLN2Not FoundNot FoundNot FoundConsistentConsistent
16SWI06 → CDC28Not FoundNot FoundNot FoundNot FoundConsistent
17MBP01 → CLB05Not FoundNot FoundNot FoundNot FoundNot Found
18MBP01 → CLB06Not FoundNot FoundNot FoundNot FoundConsistent
19MBP01 → CDC28Not FoundNot FoundNot FoundNot FoundNot Found
20CLN01 → SWI06Not FoundNot FoundNot FoundConsistentConsistent
21CLN01 → SWI04Not FoundNot FoundNot FoundNot FoundConsistent
22CLN01 SIC01ConsistentInconsistentInconsistentConsistentInconsistent
23CLN02 SIC01Not FoundNot FoundInconsistentNot FoundNot Found
24CLN02 → SWI04Not FoundNot FoundConsistentNot FoundConsistent
25CLN02 → SWI06Not FoundNot FoundNot FoundConsistentNot Found
26SIC01 CDC28Not FoundNot FoundNot FoundInconsistentNot Found
27SIC01 CLB05Not FoundNot FoundNot FoundNot FoundNot Found
28SIC01 CLB06Not FoundNot FoundNot FoundNot FoundNot Found
29CDC20 CLB05Not FoundNot FoundNot FoundNot FoundConsistent
30CDC20 CLB06Not FoundNot FoundNot FoundNot FoundInconsistent
31CDC20 CDC28Not FoundNot FoundNot FoundConsistentConsistent
32CLB05 → CDC06Not FoundNot FoundNot FoundNot FoundNot Found
33CLB06 → CDC06Not FoundInconsistentConsistentNot FoundNot Found

*Symbols “ ” and “ ” illustrate activator and repressor interactions, respectively.