The trouble is that there are many, many different ways that a cancerous cell is able to be cancerous.
A malignant cancer cell has generally had upwards of 7 mutational events that directly enable it to replicate itself enough times to form a tumor and become damaging.
These mutations includes things like breaking programmed cell death (apoptosis) pathways (e.g. P53 mutations), increases in anaerobic glycolysis (due to lack of oxygen within the micro-environment of a tumor), increasing production of angiogenesis related proteins (to create new blood vessels to the tumor so that it can continue to grow).
Cancer cells even acquire mutations to the pathways that regulate DNA damage repair and replication so that further mutations happen more easily, providing more variation in the clonal colony of cancerous cells making the "cancer" more able to withstand changes in the tumors environment (e.g. the introduction of chemotherapy, hypoxia, etc). Essentially the cancer evolves over relatively short periods of time.
In other words, this is just one pathway that there is a chance we may be able to disrupt, but it may very well be a crucial one. If we can build up enough drugs to target the specific mutations that make some cancers so aggressive, then we stand a good chance at significantly reducing the mortality of cancer.
Excellent research, but we have a long way to go still.