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Updated: Feb 15, 2026

Versatile Technique to Produce a Hierarchical Design in Nanoporous Gold
Published on: February 10, 2023
General solution of the chemical master equation and modality of marginal distributions for hierarchic first-order
Matthias Reis1, Justus A Kromer2, Edda Klipp3
1Institute of Biology, Theoretical Biophysics, Humboldt-Universität zu Berlin, 10117, Berlin, Germany.
Abstract:
Multimodality is a phenomenon which complicates the analysis of statistical data based exclusively on mean and variance. Here, we present criteria for multimodality in hierarchic first-order reaction networks, consisting of catalytic and splitting reactions. Those networks are characterized by independent and dependent subnetworks. First, we prove the general solvability of the Chemical Master Equation (CME) for this type of reaction network and thereby extend the class of solvable CME's. Our general solution is analytical in the sense that it allows for a detailed analysis of its statistical properties. Given Poisson/deterministic initial conditions, we then prove the independent species to be Poisson/binomially distributed, while the dependent species exhibit generalized Poisson/Khatri Type B distributions. Generalized Poisson/Khatri Type B distributions are multimodal for an appropriate choice of parameters. We illustrate our criteria for multimodality by several basic models, as well as the well-known two-stage transcription-translation network and Bateman's model from nuclear physics. For both examples, multimodality was previously not reported.
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