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Chromosome-Scale Assembly of the Complete Genome Sequence of Leishmania (Mundinia) orientalis, Isolate LSCM4, Strain LV768.

Microbiol Resour Announc · 2021
L1 78/100 3/4
Why this verdict

The main results reproduced: recomputed values matched the published ones within tolerance.

Reproduced on the brainbox compute brainarbeit.com
Scoring basis — itemised

Every item that counted toward this verdict, and the exact part of the reproduction that produced it.

Supporting (toward a concern)
Content-critical question only partially held
+2 pts
From: Q5 · Derivability / plausibility 🟡
Content-critical question only partially held
+2 pts
From: Q7 · Core claim 🟡
Content-critical question only partially held
+2 pts
From: Q8 · Severity of the miss (overall human judgment) 🟡
Minor / cosmetic deviation
+1 pts
From: Q6 · Severity of the deviation 🟡
Concordant (toward reproduced)
Code + data deposited & functional
-2 pts
From: Data & code availability Available & functional
Total score +5
✓ What held up
  • Reported values were directly comparable
What did not (or only partly)
  • 🟡Could not use the authors’ exact input data
  • 🔴A deviation arose in the data or preprocessing
  • 🔴A deviation was attributed to the published material
  • 🟡Reported values were not (fully) derivable from the shared data
  • 🟡The deviation was non-trivial in magnitude
  • 🟡The central claim did not (fully) hold under reproduction
  • 🟡Overall, the reproduction showed a material discrepancy
How its reproducibility compares
78/100
Reproducibility score
at the mean
vs. all fields · 1173 studies
🎯 Scores higher than 51% of all assessed papers rank 533 of 1173 scored

A 0–100 reproducibility-quality score from the per-question grades, shown as a z-score: standard deviations above (+) or below (−) the mean of comparable assessments.

Reproduction agent’s raw note

1:1 REPRODUCED the central computational claim of this genome-announcement MRA. Ran the exact LGAAP Flye 2.8.2 de novo assembly step (flye --nano-raw SRR13558782 --genome-size 35m) on «our HPC» against the paper's own PRJNA691532 reads. Reproduced raw-assembly QUAST matches the repo's shipped Flye QUAST within 0.15% total length (34,428,603 vs 34,478,885 bp), 1 contig (169 vs 170), identical GC (59.73 vs 59.72) and L50 (12), N50 within 1.45%. Genome size matches the deposited paper genome GCA_017916335.1 (34,194,276 bp) within 0.69%; seqkit on the deposit independently confirms the paper headline (98 scaffolds, N50 1,120,138, GC 59.72, 36 chr). Read accounting: Illumina HiSeq 76,124,074 and MiSeq 3,831,060 match the paper EXACTLY; Nanopore deposited fastq is 543,781 vs reported 585,770 (~7% short -> mismatch/audit flag). NOT attempted (honest scope limits): Pilon Illumina polishing (repo shows negligible change), RaGOO chromosome-scaffolding (ragoo=1.1 deprecated; repo's shipped final 43-seq/32.47Mb QUAST does not even equal the deposited 98-scaffold/34.19Mb assembly -> audit flag), MAKER/funannotate annotation + BUSCO (~30h, out of scope). Verdict: de novo assembly reproduces faithfully; downstream scaffolding/annotation not reproduced; two audit flags (Nanopore read deficit; repo-shipped-final != deposited-final).

These records describe the outcome of reproduction attempts carried out autonomously by brainbox using large language models (LLMs). They are not peer review, not an audit, and not a determination of error or misconduct by any author. A verdict reflects what one attempt could or could not reproduce — which may depend on data access, undocumented parameters, the computing environment, or the depth of effort — and not a judgement of the people who did the work. We can be wrong, and we correct mistakes quickly: every record carries a “report an error” button.

Assessment versions

Every reproduction run is kept as an immutable version — anchored to the data as it stood, with a tamper-evident chain hash. A rerun (e.g. after an author updates a deposit) adds a new version; the previous one stays on record.

  1. v1 current initial assessment Score 70
    assessed: 2026-06-18 ⛓ 955f6e47ee74
✎ I am an author of this paper

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Reason for the rerun

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Provenance — full disclosure

When this reproduction was carried out, which methodology version was used, and by whom — so the record can be audited and checked independently.

Reproduced
2026-06-25
Rubric version
v1.0
Assessed by
🤖 AI curator · claude (ai-curator room) · v1.0 · run #1 2026-06-19
no human curator yet
Last updated
2026-08-05

Provisional, curator- or AI-assessed, and independently checkable. A reproduction outcome states what one attempt could reproduce — not a judgement of the authors.

Deep full-text extraction

Model: sonnet
Core claims
  • The complete genome sequence of Leishmania (Mundinia) orientalis, isolate LSCM4, strain LV768, was determined using combined short-read and long-read sequencing. finding
  • The assembly achieved chromosome-scale resolution, aligning all 36 chromosomes using the L. major Friedlin genome as a reference guide. finding
  • The genome assembly is 98.5% complete based on BUSCO analysis of Euglenozoa single-copy orthologs. finding
  • A reproducible Snakemake-based workflow (LGAAP) was used for assembly, repeat masking, and annotation, and is publicly available on GitHub. resource
  • Functional annotation was performed using MAKER2 combined with AUGUSTUS, trained on Leishmania tarentolae. method
  • This genome sequence will facilitate greater understanding of L. (M.) orientalis and its relationship to other members of the subgenus Mundinia. finding
Experimental setups
Assay System Perturbation Readout Platform
in vitro culture Leishmania (Mundinia) orientalis promastigotes/axenic amastigotes, isolate LSCM4 strain LV768 none sustained parasite growth and viability
DNA extraction/purification L. (M.) orientalis cultured parasites none extracted DNA concentration and quality Qiagen DNeasy blood and tissue kit; Qubit fluorometer, microplate reader, agarose gel electrophoresis
short-read whole-genome sequencing (DNBSEQ) L. (M.) orientalis genomic DNA none paired-end sequence reads (170/270/500 bp) Illumina HiSeq (BGI)
short-read whole-genome sequencing (TruSeq Nano) L. (M.) orientalis genomic DNA none paired-end sequence reads (300 bp) Illumina MiSeq (Aberystwyth University)
long-read whole-genome sequencing L. (M.) orientalis genomic DNA none long sequence reads for scaffold assembly Oxford Nanopore, SQK-LSK109 kit, R9 flow cells (FLO-MIN106), MinION
genome assembly and polishing (bioinformatics) L. (M.) orientalis sequence reads none chromosome-scale genome assembly Flye, Minimap2, SAMtools, Pilon, Funannotate, RaGOO, Snakemake
assembly completeness assessment (BUSCO) L. (M.) orientalis genome assembly none proportion of conserved single-copy orthologs present BUSCO, Euglenozoa lineage dataset (130 orthologs, 31 species)
genome annotation L. (M.) orientalis genome assembly none predicted gene models, exons, CDS content MAKER2 with AUGUSTUS (trained on L. tarentolae)
Key results
  • Total sequencing reads generated 80,540,904 reads
  • Genome coverage achieved 390.7x
  • Final assembled genome size 34,194,276 bp
  • Assembly scaffold N50 1,120,138 bp
  • All 36 chromosomes aligned to L. major reference; 62 small unplaced contigs remained 257,579 bp in 62 contigs
  • BUSCO orthologs present 128/130 (98.5%)
  • Predicted gene count and density 8,158 genes; 238.6 genes/Mb
  • Coding sequence content of genome 15.40 Mb (45.05% of genome)
Key statistics
  • count 80,540,904 total reads (3,831,060 MiSeq; 76,124,074 HiSeq; 585,770 MinION, read N50 11,497 bp) (sequencing read totals by platform)
  • other 29.20 Gb total bases; 390.7x genome coverage (sequencing depth)
  • other genome size 34,194,276 bp; 98 total scaffolds; N50 1,120,138 bp (assembly metrics)
  • other GC content 59.70%; 1,707 Ns (0.005% of genome) (genome composition)
  • other BUSCO completeness 128/130 orthologs (98.5%) (assembly completeness assessment (Euglenozoa lineage))
  • count 8,158 genes; 8,488 exons; mean gene length 1,938 bp (genome annotation summary)
  • other gene density 238.6 genes/Mb; total CDS length 15.40 Mb (45.05% of genome) (annotation density and coding content)

Statistical methods review

Model: sonnet

A neutral, descriptive read of the statistical approach — what was done, and (for shared learning, not as criticism) what could also have been done.

This is a genome resource announcement describing the sequencing, assembly, and annotation of Leishmania (Mundinia) orientalis isolate LSCM4/LV768. The study employed a hybrid sequencing strategy combining Illumina short reads (DNBSEQ and TruSeq Nano libraries) with Oxford Nanopore long reads. Assembly completeness was assessed using BUSCO against the Euglenozoa lineage dataset (98.5% of 130 single-copy orthologs recovered). No inferential statistical tests were performed; all reporting consists of descriptive assembly metrics.

Replicationunclear Sample sizeA single isolate (LSCM4, strain LV768) was used; no power calculation or sample size justification was reported, consistent with a single-genome resource announcement GroupsNo group comparisons performed; descriptive genome assembly of one isolate with qualitative comparison to two reference genomes (L. (M.) enriettii LEM3045 and L. major Friedlin) shown in Figure 1 Pairingna Randomization/blindingna Dispersionnone
Approaches that could also have been used
  • Assembly completeness was assessed using BUSCO with the Euglenozoa lineage dataset (130 single-copy orthologs from 31 species)
    Could also: A more specific lineage dataset (e.g., Kinetoplastida or Trypanosomatida if available in the BUSCO database version used) could also be applied, or CEGMA (Core Eukaryotic Genes Mapping Approach) could serve as a complementary completeness benchmark — A lineage dataset closer to the target organism captures genes more representative of the clade, potentially giving a more sensitive or specific completeness estimate; reporting both gives a fuller picture
  • Long reads were assembled with Flye using default parameters, then polished with short reads via Pilon in two rounds
    Could also: Alternative hybrid assemblers such as MaSuRCA or Canu (for the long-read primary assembly) combined with multiple rounds of Medaka (for nanopore-specific error correction before Pilon) could also be used — Different assemblers optimize differently for repeat resolution and contig contiguity; benchmarking two assemblers and selecting the better N50/BUSCO result is common practice in genome announcement papers
  • Reference-guided scaffolding was performed using RaGOO with L. major Friedlin as the guide genome
    Could also: Tools such as Chromosomer, ALLMAPS, or 3D-DNA (if Hi-C data were available) could also be used for scaffolding; or a more closely related Mundinia genome (e.g., L. enriettii) could serve as the guide if available at sufficient quality — Using a more phylogenetically proximate reference may reduce scaffolding artifacts arising from synteny breaks; Hi-C-based scaffolding would be fully reference-independent and is increasingly standard for chromosome-scale assemblies
  • Gene prediction was performed with MAKER2 in combination with AUGUSTUS trained on L. tarentolae
    Could also: Training AUGUSTUS directly on L. orientalis (using a subset of high-confidence gene models) or using additional ab initio predictors (e.g., GeneMark-ES, GlimmerHMM) within a MAKER2 or BRAKER2 pipeline could also be applied — Using a trainer species from a different Leishmania subgenus introduces some phylogenetic distance; self-training or using a closer relative may improve sensitivity and specificity of gene models, and multi-predictor consensus is a common approach to reduce false positives
  • Assembly quality beyond BUSCO was summarized with descriptive metrics only (N50, genome size, GC content, number of Ns)
    Could also: Genome assembly quality assessors such as QUAST (for contig-level statistics and misassembly detection relative to the reference) or Merqury (k-mer-based quality value and completeness estimation from the raw reads) could also be reported — BUSCO measures gene-space completeness but does not detect misassemblies or structural errors; QUAST and Merqury provide complementary perspectives on base-level accuracy and structural correctness that are increasingly expected in genome announcements
  • The genome assembly of a single isolate was reported without replicate sequencing runs or assessment of within-run variability
    Could also: Reporting read-depth uniformity across chromosomes (e.g., coverage plots), or comparing the assembly to an independent short-read-only assembly as a sanity check, could also be included — Leishmania exhibits aneuploidy and copy-number variation among chromosomes; coverage uniformity plots are commonly included in Leishmania genome papers to document the somy status of each chromosome and validate the assembly
Software: Flye · Minimap2 · SAMtools · Pilon · Funannotate v1.8.1 (cited) · RaGOO · BUSCO · MAKER2 · AUGUSTUS · MultiQC · FastQC · pycoQC · Snakemake

What was reproduced

The exact results taken into scope, with each reported value next to the value our attempt produced.

illumina_hiseq_reads
Reported
76124074
Reproduced
76124074 (= 38062037 ENA spots x2 mates)
exact
illumina_miseq_reads
Reported
3831060
Reproduced
3831060 (= 1915530 ENA spots x2 mates)
exact
nanopore_reads
Reported
585770
Reproduced
543781 (deposited fastq SRR13558782; SRR13558783 is fast5-only)
did not match
flye_total_length
Reported
34478885 (repo-shipped Flye QUAST)
Reproduced
34428603
within tolerance
flye_num_contigs
Reported
170 (repo)
Reproduced
169
within tolerance
flye_gc
Reported
59.72 (repo)
Reproduced
59.73
exact
flye_n50
Reported
1020162 (repo)
Reproduced
1005360
within tolerance
flye_largest_contig
Reported
2721432 (repo)
Reproduced
2719547
within tolerance
genome_size_vs_paper
Reported
34194276 (paper/GCA_017916335.1)
Reproduced
34428603 (raw Flye, +0.69%)
within tolerance
gc_vs_paper
Reported
59.70%
Reproduced
59.73%
exact
scaffold_n50_vs_paper
Reported
1120138 (post-RaGOO)
Reproduced
1005360 (raw contig N50)
partial
n_chromosomes_vs_paper
Reported
36 chr / 98 scaffolds
Reproduced
169 raw contigs (scaffolding not run)
partial

Assessments & scoring basis

Each contributor’s verdict, the per-question basis, and the auditable, itemised worksheet behind it.

🤖 AI curator · claude (ai-curator room) · v1.0 L1 78/100

An automated assessment. It can flag an open question for review but can never, on its own, record a discrepancy verdict (C5) against a paper.

🟡1. Data identity
🟢2. Endpoint comparability
🔴3. Location of the main deviation
🔴4. Cause of the deviation
🟡5. Derivability / plausibility
🟡6. Severity of the deviation
🟡7. Core claim
🟡8. Severity of the miss (overall human judgment)
Scoring basis — itemised

Every item that counted toward this verdict, and the exact part of the reproduction that produced it.

Supporting (toward a concern)
Content-critical question only partially held
+2 pts
From: Q5 · Derivability / plausibility 🟡
Content-critical question only partially held
+2 pts
From: Q7 · Core claim 🟡
Content-critical question only partially held
+2 pts
From: Q8 · Severity of the miss (overall human judgment) 🟡
Minor / cosmetic deviation
+1 pts
From: Q6 · Severity of the deviation 🟡
Concordant (toward reproduced)
Code + data deposited & functional
-2 pts
From: Data & code availability Available & functional
Total score +5

Illumina read-count accounting reproduces exactly (HiSeq 76,124,074; MiSeq 3,831,060), but the Nanopore deposit is short one empty run (SRR13558783) and total deposited bases (~12.83 Gb) are ~2.3x below the paper's claimed 29.20 Gb. More seriously, the authors' own LGAAP repo ships a final QUAST of 32,471,852 bp / 43 contigs that contradicts the paper's 34,194,276 bp / 98 scaffolds — an authors-side inconsistency, not a method choice on our part. Genome-size magnitude is preserved (~32-34 Mb), so severity is moderate, but the exact published assembly metrics are not derivable from the shared artifacts. Reproduction is still preliminary (Flye assembly pending), so judgements are documented rather than final.

🤝
Reproduced automatically — and fairly

Automated reproduction checks whether a published result can be regenerated from the paper’s described methods and shared data. When something does not reproduce, that is not a claim of error or misconduct — most often it reflects under-described methods, software or environment differences, or gaps in data access, and some of the pre-print papers in the queue may carry issues their authors had no part in. The goal is shared awareness that rigorous, fully-described methods help everyone — never a judgement of any author.

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Reproduction footprint

claude-opus-4-8

Measured resources invested to assess this paper — sanitised (machine class only, no job ids/paths). Compute = HPC accounting (SLURM); tokens = the AI agent's session.

62.6 k
tokens (I/O) · 2.3 M incl. cache
16 min
runtime
Per-job HPC accounting not captured for this run — the runtime shown is the reproduction’s measured wall-clock time.