O Keskin1,2, I Bahar1, RL Jernigan2,
JA Beutler3, RH Shoemaker4, EA Sausville4
and DG Covell2,*
1Chemical Engineering Department and
Polymer Research Center, Bogazici University, TUBITAK Advanced Polymeric
Materials Research Center, Bebek 80815, Istanbul, Turkey, 2Molecular
Structure Section, Laboratory of Experimental and Computational Biology,
NCI, NIH, SAIC, Frederick, MD 21702, and Bethesda, MD 20892, USA, 3Laboratory
of Drug Discovery Research and Development, DTP, DCTDC, NCI, SAIC,
Frederick, MD 21702, USA, 4Developmental Therapeutics Program,
Division of Cancer Treatment and Diagnosis NCI, NIH, Frederick, MD 21702
and Bethesda, MD 20892, USA, *Corresponding author
An analysis of the growth inhibitory potency of 122 anticancer agents
available from the National Cancer Institute anticancer drug screen is
presented. Methods of singular value decomposition (SVD) were applied to
determine the matrix of distances between all compounds. These SVD-derived
dissimilarity distances were used to cluster compounds that exhibit
similar tumor growth inhibitory activity patterns against 60 human cancer
cell lines. Cluster analysis divides the 122 standard agents into 25
statistically distinct groups. The first eight groups include structurally
diverse compounds with reactive functionalities that act as DNA-damaging
agents while the remaining 17 groups include compounds that inhibit
nucleic acid biosynthesis and mitosis. Examination of the average activity
patterns across the 60 tumor cell lines reveals unique 'fingerprints'
associated with each group. A diverse set of structural features are
observed for compounds within these groups, with frequent occurrences of
strong within-group structural similarities. Clustering of cell types by
their response to the 122 anticancer agents divides the 60 cell types into
21 groups. The strongest within-panel groupings were found for the renal,
leukemia and ovarian cell panels. These results contribute to the basis
for comparisons between (GI50) screening patterns of the
122 anticancer agents and additional tested compounds.
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