Evaluated articles

Editors Assessment:

Here is a Data Release article sharing the reference genome of the Pacific herring (Clupea pallasii), a species with broad ecological, economic, and cultural importance. This specimen coming from the eastern Bering Sea which are genetically quite different from those from the Gulf of Alaska. This high-quality chromosome-scale reference was built from Hi-C and PacBio Hifi reads, creating a 795MB assembly anchoring to 26 chromosomes. There was initially a mixup with the data availability but after review this was resolved and all data is publicly available. This data allows study of cryptic diversity in Clupea and its evolutionary history in the subarctic.

This evaluation refers to version 1 of the preprint

Editors Assessment:

The paper presents high-quality reference genome assemblies for two closely related widow spider species, the Australian redback (Latrodectus hasselti) and the New Zealand endemic katipō (L. katipo), providing an important genomic resource for studies of venom evolution, adaptation, and conservation biology. Rather than simply reporting assembly statistics, the authors compare the genomic architecture of the two species, showing that both genomes are highly complete (BUSCO scores >94%) and share similar repeat content, while differing in overall genome size, scaffold continuity, and predicted gene numbers. The chromosome-level assembly achieved for L. katipo enables more detailed comparative analyses than previously possible, whereas the more fragmented L. hasselti assembly still captures a highly complete gene repertoire. Ortholog analyses reveal substantial conservation between the species but also indicate lineage-specific differences, with evidence suggesting either gene duplication in L. hasselti or gene loss in L. katipo, providing insight into their divergent evolutionary histories despite their close relationship and contrasting ecological distributions. Beyond generating sequence data, the study establishes foundational genomic resources that will facilitate future investigations into venom gene evolution, population genomics, species divergence, and the conservation of these ecologically and medically significant spiders.

This evaluation refers to version 1 of the preprint

Editors Assessment:

This Data Release presents a multilingual dataset collected from a survey of participants and community members at the 2025 DBCLS BioHackathon, with the goal of understanding how AIis being used in bioinformatics and related scientific fields. The survey, available in English, Japanese, and Thai, gathered responses from 105 participants about AI usage frequency, applications, challenges, institutional support, satisfaction, concerns, and demographic information. The released dataset includes anonymized raw responses, a cleaned English-language version for quantitative analysis, the original questionnaire, a data dictionary, and a translation lookup table to support reproducible research. To protect participant privacy, the authors carefully removed personally identifiable information. This openly available resource provides researchers with valuable data for studying AI adoption, evaluating policy and institutional support, and developing methods for analyzing survey data related to AI use in scientific research. Overall, this work contributes a well-documented, reusable dataset that can help inform future research on the evolving role of artificial intelligence in genomics, bioinformatics, software development, and the broader scientific community.

This evaluation refers to version 1 of the preprint

Editors Assessment:

This is a Data Release paper describing a mouse embryoid body single-cell RNA-seq dataset generated to study how oxygen availability shapes early cell differentiation. Acosta-Iborra et al. differentiated R1 mouse embryonic stem cells into embryoid bodies for 8 or 10 days, exposing them to hypoxia or normoxia for the final 16 or 48 hours of differentiation, then profiled thousands of cells per condition using droplet-based scRNA-seq from 10X. This yielding eight raw/filtered HDF5 count matrices across the four conditions. This was validated with flow cytometry, immunofluorescence, and EdU assays, confirming that hypoxia increased endothelial marker expression and vascular network complexity while inducing cell cycle arrest. This pattern mirrored transcriptionally, with hypoxic samples showing markedly higher proportions of cells in G0/G1 phase and elevated hypoxia gene-signature scores. QC analysis (and peer review in GigaByte) confirmed high data quality across samples, and conservative low-resolution clustering revealed a largely homogeneous progenitor population with a smaller, more differentiated subset. While there are limitations (mature endothelial cells were too sparse to robustly test the original hypothesis) the authors present this as an open, well-validated resource for comparative studies of hypoxia responses, benchmarking single-cell computational tools, and investigating early lineage specification and oxygen signaling more broadly.

This evaluation refers to version 1 of the preprint

Editors Assessment:

This data paper is a genome note presenting the assembly of Porites harrisoni, a stony coral species endemic to the thermally extreme southern Persian Gulf. Using ONT PromethION long nanopore reads the final genome size encompassed 626.7 Mb across 1,883 contigs, achieving a BUSCO completeness of 86.3%. This revealed significant repeat content, comprising 59.23% of the nuclear genome and highlighting a diploid structure with predominant homozygosity. A total of 27,823 protein-coding genes were annotated from this assembly, facilitating discussions on thermal resilience under climate change. The research underscores the genomic framework supporting adaptive capacities in corals, with implications for evolutionary biology and conservation science, especially in context to ongoing ocean warming.

This evaluation refers to version 1 of the preprint

Editors Assessment:

In this new methodological work researchers investigate the genetic structure and admixture patterns among dog breeds through a comprehensive analysis using whole genome sequencing data. A reference population was established comprising 349 individuals across 65 breeds, from which breed-informative single nucleotide polymorphisms (SNPs) were derived. Using the SCOPE algorithm previously employed in many global ancestry studies to estimate admixture proportions effectively, this demonstrated strong accuracy even at low sequencing depths (<1x). After peer review suggested changes to data processing the work was suitably solid to make some interesting findings using this approach. Results indicate that specific breeds, such as Catahoula Leopard Dogs and Greek Tracers, present unique challenges in admixture inference due to their genetic proximity to other breeds. With challenges in estimating Pit Bull Terrier ancestry/admixture, suggesting that there could be several genotypes associated with the Pit Bull Terrier breed . The methods provide a robust framework for future assessments of canine genetic diversity and health implications in canid populations. And processed reference population data is also available in the Github repository for reuse.

This evaluation refers to version 1 of the preprint

Editors Assessment:

Coded and written up as part of the African Society for Bioinformatics and Computational Biology (ASBCB) Omicscodeathons, EMImR is a novel Shiny application for transcriptomic and epigenomic change identification and correlation wrapped up using a combination of Bioconductor and CRAN packages. Case studies are on publicly available GEO data corresponding to sequencing data of human blood cell samples of multiple sclerosis patients to demonstrate how the tool works. And a documentation and videos are provided. Peer review and the study highlighting the usefulness of the developed tool for analyzing transcriptomic and epigenomic data.

This evaluation refers to version 1 of the preprint

Editors Assessment:

In the Democratic Republic of Congo (DRC) Aedes mosquitoes are principal vectors of the arboviruses that cause yellow fever, chikungunya and dengue in the human population. However systematic surveillance data on these species remains limited, hindering for entomological and modelling research and control strategies. This paper is one of a series of Data Release papers in GigaByte supported by TDR and the WHO describing datasets hosted in GBIF to tackle these data gaps in vectors of human disease data. To address this data deficiency this paper presents a geo-referenced dataset of 6,577 entomological occurrence records collected in 2024 throughout urban and peri-urban areas of Kinshasa in the Democratic Republic of Congo. The data collected using Larval dipping, Human landing catches, Prokopack aspirator, and BG-Sentinel traps. Data auditing and peer review found the data well validated, but requested some additional fields and methodological details. This work and the extremely useful data provided representing an important step towards building a pan-African resource for Aedes mosquito data collection.

This evaluation refers to version 1 of the preprint

Editors Assessment:

This paper presents present the genome sequencing of the house sparrow (Passer domesticus) carrying out genome assembly and annotation using in silico approaches with tools that could be a valuable resource for understanding passerine evolution, biology, ethnology, geography, and demography. The final genome assembly was generated using short read sequencing and a computational workflow that included Shovill, SPAdes, MaSuRCA, and BUSCO benchmarking. Producing a 922 MB reference genome with 24,152 genes. The first draft was significantly smaller than this but peer review provided suggestions on how to improve the assembly quality. And after a few attempts and assembly with a reasonable size and BUSCO score was achieved. This openly available data potentially serving as a valuable resource for checking adaptation, divergence, and speciation of birds.

This evaluation refers to version 2 of the preprint

Editors Assessment:

This paper presents Chevreul, a new open-source R Bioconductor (meta-)package for processing and integration of scRNA-seq data from cDNA end-counting, full-length short-read or long-read protocols. Alongside a R Shiny app for easy visualization, formatting, and analysis for exploratory analyses of scRNA-seq data processed in the SingleCellExperiment Bioconductor or Seurat formats. The name of the tool is inspired by the colour theorist Michel-Eugène Chevreul and the optical illusion of the same name. To demonstrate the use of Chevreul, the authors provide a sample analysis, which helps to demonstrate how users can visualize a wide range of parameters, enabling transparent and reproducible scRNA-seq analyses. Peer review also pushing the author to provide extensive guidance materials to assist with use. Being implemented in R, the R package and integrated Shiny application are freely available under an open-source MIT license in Bioconductor and their GitHub page here: https://github.com/cobriniklab/chevreul

This evaluation refers to version 1 of the preprint

Editors Assessment:

This Data Release paper presents the first genome assembly of the lemon sole (Microstomus kitt), a commercially important flatfish found in European coastal waters. It is also interesting that this work was carried out in a University course setting involving the students. The resulting chromosome-level genome was assembled using long-read PacBio HiFi sequencing and the Hi-C technique. The 628 Mbp reference (which is consistent with other Pleuronectidae fish species) is assembled into 24 chromosome-length scaffolds with high completeness, achieving a scaffold N50 of 27.2 Mbp. Peer review and data curation made the author clarify a few points and share all of the data and results in an open and well curated manner. The annotated genome of the lemon sole, with its high continuity, should therefore provide important reference data for future population genetic analyses and conservation strategies of this organism.

This evaluation refers to version 1 of the preprint

**Editors Assessment: ** Sinocyclocheilus are a genus of freshwater cavefish fish that are endemic to the Karst regions of Southwest China. Having diverse traits in morphology, behavior, and physiology typical of cavefish, that make them interesting models for studying cave adaptation and phylogenetic evolution. The manuscript assembled chromosomal-level genomes of five Sinocyclocheilus species, and conducted allotetraploid origin analysis on these species. Assembling S. grahami (the golden-line barbel), using PacBio and Hi-C sequencing technologies, a final chromosome-level genome assembly was 1.6 Gb in size with a contig N50 of 738.5 kb and a scaffold N50 of 30.7 Mb. With 93.1% of the assembled genome sequences and 93.8% of the predicted genes anchored onto 48 chromosomes. Subsequently the authors conducted a homologous comparison to obtain chromosome-level genome assemblies for four other Sinocyclocheilus species: S. maitianheensis, S. rhinocerous, S. anshuiensis, and S. Anophthalmus. With over 82% of the genome sequences anchored on these constructed chromosomes. Peer review provided clarification on the assembly strategy and provided more benchmarking. This data having the potential to contribute to species conservation and the exploitation of potential economic and ecological values of diverse Sinocyclocheilus members.

This evaluation refers to version 1 of the preprint

Editors Assessment:

With the recent official launch of BGI’s new CycloneSEQ sequencing platform that delivers long-reads using novel nanpores, this paper presents benchmarking data and validation studies comparing short, long-rea data from other platforms and hybrid assemblies. This study tests the performance of the new platform in sequencing diverse microbial genomes, presenting raw and processed data to enable others to scrutinise and verify the work. Being openly peer-reviewed, and having scripts and protocols also shared for the first time helps provide transparency in this benchmarking process to increase trust in this new technology. On top of benchmarking typed strains, the technology also was tested with complex microbial communities. Yielding complete metagenome-assembled genomes (MAGs) which were not achieved by short- or long-read assemblies alone. By directly reading DNA molecules without fragmentation, the study demonstrating CycloneSEQ delivers long-read data with impressive length and accuracy, unlocking gaps that short-read technologies alone cannot bridge. Future work is expanding to real samples, with and fine-tuning the balance between short-read and long-read data for even faster, higher-quality assemblies.

This evaluation refers to version 1 of the preprint

Editors Assessment:

Acropora pulchra is a species small polyped stony corals in the family Acroporidae from the the Indo-Pacific. This Data Release is the first study in stony corals to present the DNA methylome in tandem with a high-quality genome assembled utilizing PacBio long-read HiFi sequencing. Sequencing an A. pulchra specimen from Mo’orea, French Polynesia. From this single molecule sequencing data DNA methylation data was also called and quantified, and additional short-read Illumina RNASeq data was used for gene annotation. This producing an assembly size is 518 Mbp, with 174 scaffolds, and a scaffold N50 of 17 Mbp, and 40,518 protein-coding genes called. Peer review requested some improved benchmarking, and it is impressive to see from the results that the genome assembly represents the most complete and contiguous stony coral genome assembly to date. As an important indicator species and this data will hopefully serve as a resource to the coral and wider scientific community. Further quantification of the genome-wide methylation is needed aid the study epigenetics of non-model organisms, and specifically future analyses on methylation in coral.

*This evaluation refers to version 1 of the preprint

Editors Assessment:

As volumes of viral and bacterial sequence data grow exponentially, the field of computational phylogenetics now demands resources to manage the burgeoning scale of this input data. This study introduces CompactTree, a C++ library designed for ultra-large phylogenetic trees with millions of tips. To address these scalability issues while maintaining ease of incorporation into external code bases, CompactTree is a header-only library with enhanced performance utilizing minimal dependencies, optimized node representation, and memory-efficient tree structure schemes. Resulting in significantly reduced memory footprints and improved processing times. Peer review requested some more detail on the functionality and some real-world examples, demonstrating the current utility of the tool. Although primarily supporting the (text-based) Newick format, the increased and extensibility scalability holds promise for multiple biological and epidemiological applications supporting more complex formats such as Nexus and NeXML. The tool is open source (GPLv3 licensed) and available in GitHub: https://niema.net/CompactTree

This evaluation refers to version 1 of the preprint

Editors Assessment:

The Visayan spotted deer (Rusa alfredi), is a small, endangered, primarily nocturnal species of deer found in the rainforests of the Visayan Islands in the Philippines. The present study reports the first draft genome assembly for the species, addressing a critical gap in genomic data for this IUCN-redlisted cervid. Using Illumina sequencing, the resulting genome assembly spans 2.52 Gb in size with a BUSCO completeness score of 95.5% and encompasses 24,531 annotated genes. Phylogenetic analysis suggests a close evolutionary relationship between R. alfredi and Cervus species suggesting that the genus Rusa is sister to Cervus. Peer-review teased out more benchmarking results and the annotation files, demonstrating this genomic resource is useful and usable for advancing population genetics and evolutionary studies, thereby informing conservation strategies and enhancing breeding programs for the critically threatened species. Providing whole genome sequences for other native species of Rusa could further provide genomic resources for detecting hybrids, which will also help the management and monitoring of these species, especially for the reintroduction of captive populations in the wild.

This evaluation refers to version 1 of the preprint

Editors Assessment:

Teinturier grapes produce berries with pigmented skin and flesh, and are used in red wine blends, as they provide a deeper colour. This paper presents the genomes of two popular teinturier varieties (Dakapo and Rubired); sequenced, assembled, and annotated to provide additional resources for their use in breeding. Combining Nanopore and Illumina sequencing for Dakapo, scaffolding to the existing grapevine assembly to generate a final assembly of 508.5 Mbp and 36,940 gene annotations. For Rubired PacBio HiFi reads were assembled, scaffolded, and phased to generate a diploid assembly with two haplotypes 474.7-476.0 Mbp long and 56,681 genes annotated. Peer review has helped validate their high quality, these genomes hopefully enabling more insight into the genetics of grapevine berry colour and their other traits like frost and mildew-resistance.

This evaluation refers to version 1 of the preprint

Editors Assessment:

The accuracy of basecalling of nanopore sequencing still needs to be improved. With recent advances in deep learning this paper introduces SqueezeCall, a novel end-to-end tool for accurate basecalling. This uses Squeezeformer-achitecture which integrates local context extraction through convolutional layers and long-range dependency modeling via global context acquisition. Testing and peer review demonstrated that SqueezeCall outperformed traditional RNN and Transformer-based basecallers across multiple datasets, indicating its potential to refine genomic assembly and facilitate direct detection of modified bases in future genomic analytics. Future work is ongoing that will focus on training on highly curated datasets, including known modifications, to further increase research value. SqueezeCall is MIT licensed and available from GitHub here: https://github.com/labcbb/SqueezeCall

This evaluation refers to version 1 of the preprint

Editors Assessment:

DNA has huge potential as a data storage medium because of its incredibly high storage density and stability. This work addresses the potential of modified bases, specifically 5-methylcytosine (5mC), in enhancing DNA data storage systems. This paper introduces a transcoding scheme named R+, which incorporates this modified 5mC base to increase information density beyond the standard limits. By encoding various file types into DNA sequences of between 1.3 to 1.6 kb in size, this method achieves an average recovery rate of 98.97% (with reference), validating the effectiveness of the method. On top of a wet-lab protocol (hosted in protocols.io) for the experimental validation of the transcoding scheme, it also includes open source code for in-silico simulation tests. Peer review scruitinising the protocols and validation are reusable and provide convincing results. As nanopore sequencing has enabled reading of these modified bases, it is timely making them applicable as extra letters in the molecular alphabet for DNA data storage

This evaluation refers to version 1 of the preprint

This evaluation refers to version 1 of the preprint

This work presents the genome of Cardamine chenopodiifolia, an amphicarpic plant (developing two fruit types, one above and another below ground) in the mustard (Brassicaceae) family. Cardamines also known as bittercresses and toothworts. As an octoploid species it has been challenging to create a genome reference for this species, and in this case the authors finally managed to achieve this using PacBio HiFi long-reads and Omni-C technology to assemble a fully phased, chromosome-level genome. Obtaining a 597Mb genome assembled into 32 phased chromosomes (plus mitochondrial and plastid genomes), and only having one gap in the centromeric region of chromosome 9. Peer review asked for additional QC and benchmarking, helping demonstrate the genome quality was very high, with only one gap and a N50 of 18.80Mb. The data presented here potentially helping to develop this species as an emerging model organism in the Brassicaceae for studying the development and evolution of amphicarpy by allopolyploidy.

This evaluation refers to version 1 of the preprint