Evidence map›Paper›PMID 40487929›Full record

ArticleBioinformatics advances2025

BonoboFlow: viral genome assembly and haplotype reconstruction from nanopore reads.

Christian Ndekezi, Drake Byamukama, Frank Kato, Denis Omara, Angella Nakyanzi, Fortunate Natwijuka, Susan Mugaba, Alfred Ssekagiri, Nicholas Bbosa, Obondo James Sande and 7 more

Abstract read
In one paragraph

Article in Bioinformatics advances, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

17 authors.

Christian NdekeziMedical Research Council/Uganda Virus Research Institute & London School of Hygiene and Tropical Medicine (MRC), Entebbe, P.O. Box 49, Uganda.ORCID https://orcid.org/0000-0001-5068-1746
Drake ByamukamaMedical Research Council/Uganda Virus Research Institute & London School of Hygiene and Tropical Medicine (MRC), Entebbe, P.O. Box 49, Uganda.ORCID https://orcid.org/0000-0003-0118-5353
Frank KatoMedical Research Council/Uganda Virus Research Institute & London School of Hygiene and Tropical Medicine (MRC), Entebbe, P.O. Box 49, Uganda.
Denis OmaraMedical Research Council/Uganda Virus Research Institute & London School of Hygiene and Tropical Medicine (MRC), Entebbe, P.O. Box 49, Uganda.
Angella NakyanziUganda Virus Research Institute, Entebbe, P.O. Box 49, Uganda.
Fortunate NatwijukaMedical Research Council/Uganda Virus Research Institute & London School of Hygiene and Tropical Medicine (MRC), Entebbe, P.O. Box 49, Uganda.ORCID https://orcid.org/0000-0001-7713-497X
Susan MugabaMedical Research Council/Uganda Virus Research Institute & London School of Hygiene and Tropical Medicine (MRC), Entebbe, P.O. Box 49, Uganda.ORCID https://orcid.org/0009-0000-3944-6294
Alfred SsekagiriUganda Virus Research Institute, Entebbe, P.O. Box 49, Uganda.ORCID https://orcid.org/0000-0002-6549-3550
Nicholas BbosaMedical Research Council/Uganda Virus Research Institute & London School of Hygiene and Tropical Medicine (MRC), Entebbe, P.O. Box 49, Uganda.ORCID https://orcid.org/0000-0003-1280-675X
Obondo James SandeCollege of Health Sciences, department of Immunology and Molecular Biology, Makerere University, Kampala, P.O. Box 7062, Uganda.ORCID https://orcid.org/0000-0002-2301-5980
Magambo Phillip KimudaCollege of Veterinary Medicine Animal Resources and Biosecurity, Department of Biomedical Laboratory Technology and Molecular Biology (BLT), Makerere University, Kampala, P.O. Box 7062, Uganda.ORCID https://orcid.org/0000-0003-3911-8359
Denis K ByarugabaCollege of Veterinary Medicine Animal Resources and Biosecurity, Department of Biomedical Laboratory Technology and Molecular Biology (BLT), Makerere University, Kampala, P.O. Box 7062, Uganda.
Anne KapaataMedical Research Council/Uganda Virus Research Institute & London School of Hygiene and Tropical Medicine (MRC), Entebbe, P.O. Box 49, Uganda.
Jyoti SutarAntibody Translational Research Program, Center for Virus Research, Vaccines & Therapeutics, BRIC-Translational Health Science & Technology Institute, NCR Biotech Science Cluster, Faridabad, Haryana 121001, India.ORCID https://orcid.org/0000-0002-5869-2156
Jayanta BhattacharyaAntibody Translational Research Program, Center for Virus Research, Vaccines & Therapeutics, BRIC-Translational Health Science & Technology Institute, NCR Biotech Science Cluster, Faridabad, Haryana 121001, India.
Pontiano KaleebuMedical Research Council/Uganda Virus Research Institute & London School of Hygiene and Tropical Medicine (MRC), Entebbe, P.O. Box 49, Uganda.
Sheila N BalindaMedical Research Council/Uganda Virus Research Institute & London School of Hygiene and Tropical Medicine (MRC), Entebbe, P.O. Box 49, Uganda.ORCID https://orcid.org/0000-0001-8374-3122

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Summary: Viral genome sequencing and analysis are crucial for understanding the diversity and evolution of viruses. Traditional Sanger sequencing is limited by low sequence depth and is labor intensive. Next-Generation Sequencing (NGS) methods, such as Illumina, offer improved sequencing depth and throughput but face challenges with accurate reconstruction of viral genomes due to genome fragmentation. Third-generation sequencing platforms, such as PacBio and Oxford Nanopore Technologies (ONT), generate long reads with high throughput. However, PacBio is constrained by substantial resource requirements, while ONT suffers from inherently high error rates. Moreover, standardized pipelines for ONT sequencing encompassing basecalling to genome assembly remain limited. Results: Here, we introduce BonoboFlow, a standardized Nextflow pipeline designed to streamline ONT-based viral genome assembly/haplotype reconstruction. BonoboFlow integrates key processing steps, including basecalling, read filtering, chimeric read removal, error correction, draft genome assembly/haplotype reconstruction, and genome polishing. The pipeline accepts raw POD5 or basecalled FASTQ files as input, produces FASTA consensus files as output, and uses a reference genome (in FASTA format) for contaminant read filtering. BonoboFlow's containerized implementation via Docker and Singularity ensures seamless deployment across diverse computing environments. While BonoboFlow excels in assembling small and medium viral genomes, it showed challenges when reconstructing large viral genomes. Availability and implementation: BonoboFlow and corresponding containerized images are publicly available at https://github.com/nchis09/BonoboFlow and https://hub.docker.com/r/nchis09/bonobo_image. The test dataset is available at SRA repository Accession number: PRJNA1137155, http://www.ncbi.nlm.nih.gov/bioproject/1137155.

Identifiers

PMID40487929
PMCPMC12141814

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.