Let be a hypergraph on the non-empty finite vertex set with the hyperedge set , where each hyperedge is a subset of with at least two vertices. This paper introduces the first and second Hyper-Zagreb indices for hypergraphs, extending these well-known graph indices to hypergraphs. We discuss bounds on these indices for general hypergraphs, weak bipartite hypergraphs, hypertrees, -uniform hypergraphs, -uniform weak bipartite hypergraphs, and -uniform hypertrees, characterizing the extremal hypergraphs that achieve these bounds. Additionally, we present a novel application of these indices in drug design and bioactivity prediction, demonstrating their utility in quantitative structure-activity relationship (QSAR) modeling.

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