Conclusions Using the graph theoretical invariants of Mapper graphs, we found that the centrality scores of the working memory task are significantly higher than the centrality scores of the story/math task; and the centrality scores of the sensory-motor task are significantly higher than the centrality scores of the story/math task. These results suggest that whole-brain activation patterns are more similar for tasks requiring higher cognitive effort when compared to periods of rest.