3D Structure Prediction Bioinformatics Bioinformatics Software Protein Structure


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MODELLER is used for homology or comparative modeling of protein three-dimensional structures. The user provides an alignment of a sequence to be modeled with known related structures and MODELLER automatically calculates a model containing all non-hydrogen atoms. MODELLER uses comparative protein structure modeling by satisfaction of spatial restraints, and can perform many additional tasks, including de novo modeling of loops in protein structures, optimization of various models of protein structure with respect to a flexibly defined objective function, multiple alignment of protein sequences and/or structures, clustering, searching of sequence databases, comparison of protein structures, etc. MODELLER is available for download for most Unix/Linux systems, Windows, and Mac.

More generally, the input to the program are restraints on the spatial structure of the amino acid sequence(s) and ligands to be modeled. The output is a 3D structure that satisfies these restraints as well as possible. Restraints can in principle be derived from a number of different sources. These include related protein structures (comparative modeling), NMR experiments (NMR refinement), rules of secondary structure packing (combinatorial modeling), cross-linking experiments, fluorescence spectroscopy, image reconstruction in electron microscopy, site-directed mutagenesis, intuition, residue-residue and atom-atom potentials of mean force, etc. The restraints can operate on distances, angles, dihedral angles, pairs of dihedral angles and some other spatial features defined by atoms or pseudo atoms. Presently, MODELLER automatically derives the restraints only from the known related structures and their alignment with the target sequence.

A 3D model is obtained by optimization of a molecular probability density function (pdf). The molecular pdf for comparative modeling is optimized with the variable target function procedure in Cartesian space that employs methods of conjugate gradients and molecular dynamics with simulated annealing.

The input in MODELLER are Protein Data Bank (PDB) atom files of known protein structures, and their alignment with the target sequence to be modeled, and the output is a model for the target that includes all non-hydrogen atoms. Although MODELLER can find template structures as well as calculate sequence and structure alignments, it is better in the difficult cases to identify the templates and prepare the alignment carefully by other means. The alignment can also contain very short segments such as loops, secondary structure motifs, etc.

Preparing input files

There are three kinds of input files: Protein Data Bank atom files with coordinates for the template structures, the alignment file with the alignment of the template structures with the target sequence, and MODELLER commands in a script file that instruct MODELLER what to do.

Atom files

Each atom file is named code.atm where code is a short protein code, preferably the PDB code.

Alignment file

One of the formats for the alignment file is related to the PIR database format; this is the preferred format for comparative modeling.

Script file

MODELLER is a command-line only tool, and has no graphical user interface; instead, we must provide it with a script file containing MODELLER commands. This is an ordinary Python script.

A number of intermediary files are created as the program proceeds as a result. After about 10 seconds on a modern PC, the final 1fdx model is written to file 1fdx.B99990001.pdb. Examine the model-default.log file for information about the run. 

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