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Updated: Feb 8, 2026

A Bioinformatics Pipeline for Investigating Molecular Evolution and Gene Expression using RNA-seq
Published on: May 28, 2021
SIMBAD: a sequence-independent molecular-replacement pipeline.
Adam J Simpkin1, Felix Simkovic1, Jens M H Thomas1
1Institute of Integrative Biology, University of Liverpool, Liverpool L69 7ZB, England.
SIMBAD is a new pipeline for molecular replacement (MR) that uses sequence-independent methods to find search models. It successfully identifies suitable models by analyzing lattice parameters and experimental data, aiding in solving challenging crystallographic structures.
Area of Science:
- Crystallography
- Structural Biology
- Computational Biology
Background:
- Molecular replacement (MR) traditionally relies on sequence similarity to identify search models for phasing unknown structures.
- Sequence-based methods can fail when structural homology is low or conformational diversity is high.
- Identifying suitable search models is crucial for solving macromolecular structures via crystallography.
Purpose of the Study:
- To present SIMBAD, a novel sequence-independent pipeline for molecular replacement (MR).
- To enable the identification of suitable MR search models using crystallographic data directly.
- To address challenges in MR, including contaminant crystallization and unsequenced targets.
Main Methods:
- SIMBAD implements a three-step pipeline for MR search model identification.
- Step 1: Lattice-parameter search against the Protein Data Bank (PDB) for crystal form homology.
- Step 2: Screening for crystallized contaminants using experimental data.
- Step 3: Brute-force search using MoRDa MR software for difficult cases.
Main Results:
- SIMBAD successfully identifies MR search models independent of sequence homology.
- The pipeline can detect and handle cases of contaminant crystallization and mistaken identity.
- SIMBAD has solved previously intractable crystallographic structures in early-access testing.
Conclusions:
- SIMBAD offers a robust alternative to sequence-dependent MR search model identification.
- The sequence-independent approach expands the applicability of MR to a wider range of targets.
- SIMBAD facilitates the solution of challenging macromolecular structures, including unsequenced and contaminated samples.
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