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Updated: Feb 21, 2026

An Integrated Approach for Microprotein Identification and Sequence Analysis
Published on: July 12, 2022
TM-Aligner: Multiple sequence alignment tool for transmembrane proteins with reduced time and improved accuracy
Basharat Bhat1, Nazir A Ganai2, Syed Mudasir Andrabi2
1Department of Life Science, Shiv Nadar University, Greater Noida, UP, 201314, India.
Abstract:
Membrane proteins plays significant role in living cells. Transmembrane proteins are estimated to constitute approximately 30% of proteins at genomic scale. It has been a difficult task to develop specific alignment tools for transmembrane proteins due to limited number of experimentally validated protein structures. Alignment tools based on homology modeling provide fairly good result by recapitulating 70-80% residues in reference alignment provided all input sequences should have known template structures. However, homology modeling tools took substantial amount of time, thus aligning large numbers of sequences becomes computationally demanding. Here we present TM-Aligner, a new tool for transmembrane protein sequence alignment. TM-Aligner is based on Wu-Manber and dynamic string matching algorithm which has significantly improved its accuracy and speed of multiple sequence alignment. We compared TM-Aligner with prevailing other popular tools and performed benchmarking using three separate reference sets, BaliBASE3.0 reference set7 of alpha-helical transmembrane proteins, structure based alignment of transmembrane proteins from Pfam database and structure alignment from GPCRDB. Benchmarking against reference datasets indicated that TM-Aligner is more advanced method having least turnaround time with significant improvements over the most accurate methods such as PROMALS, MAFFT, TM-Coffee, Kalign, ClustalW, Muscle and PRALINE. TM-Aligner is freely available through http://lms.snu.edu.in/TM-Aligner/ .
Insights
TM-Aligner is a novel tool for aligning transmembrane protein sequences, offering improved accuracy and speed. This new method addresses computational demands, outperforming existing tools in benchmarking tests.
Area of Science:
- Biochemistry
- Bioinformatics
- Structural Biology
Background:
- Membrane proteins are crucial cellular components, representing about 30% of proteins.
- Developing accurate alignment tools for transmembrane proteins is challenging due to limited structural data.
- Homology modeling tools offer moderate accuracy but are computationally intensive for large datasets.
Purpose of the Study:
- To introduce TM-Aligner, a new, efficient tool for transmembrane protein sequence alignment.
- To enhance the speed and accuracy of multiple sequence alignment for transmembrane proteins.
- To provide a freely accessible resource for the scientific community.
Main Methods:
- TM-Aligner utilizes the Wu-Manber and dynamic string matching algorithms.
- Performance was benchmarked against established tools like PROMALS, MAFFT, and ClustalW.
- Validation employed three distinct reference datasets: BaliBASE3.0, Pfam, and GPCRDB.
Main Results:
- TM-Aligner demonstrates significantly improved accuracy and speed in multiple sequence alignment.
- Benchmarking confirmed TM-Aligner's superior performance compared to existing popular alignment tools.
- The tool achieved the least turnaround time among tested methods.
Conclusions:
- TM-Aligner represents an advanced method for transmembrane protein sequence alignment.
- Its efficiency and accuracy make it a valuable tool for large-scale sequence analysis.
- TM-Aligner is available online, facilitating broader research applications.
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