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Transgenerational inheritance of an acquired small RNA-based antiviral response in C. elegans.

Cell · 2011
L1 68/100 3/4
Why this verdict

The main results reproduced, with only marginal, non-material deviations.

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: Q3 · Location of the main deviation 🟡
Minor / cosmetic deviation
+1 pts
From: Q4 · Cause of the deviation 🟡
Minor / cosmetic deviation
+1 pts
From: Q6 · Severity of the deviation 🟡
Minor / cosmetic deviation
+1 pts
From: Q2 · Endpoint comparability 🟡
Total score +10
✓ What held up
  • Same input data as the authors
What did not (or only partly)
  • 🟡Reported values were only indirectly comparable
  • 🟡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
68/100
Reproducibility score
0.3 SD below mean
vs. all fields · 1173 studies
🎯 Scores higher than 32% of all assessed papers rank 765 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

This paper's computational scope is narrow and specific: deep sequencing of small RNAs (GEO GSE33334, 4 samples) was used only to molecularly confirm the existence and orientation of virus-derived siRNAs (viRNAs) inherited across generations; the core transgenerational-inheritance phenotype itself (Table 1, Figures 1-3) was established purely by wet-lab GFP scoring across genetic crosses and is out of scope for pipeline reproduction. We rebuilt the sequencing pipeline from scratch (ENA fastq download -> cutadapt adapter trim + 18-30nt size filter -> bowtie -v2 alignment to FHV RNA1 (NC_004146.1) -> mismatch/strand tabulation) since no code was deposited by the authors. For the well-powered FR1gfp positive-control sample, our results are a good quantitative match to Table 2 and the text: RPM 25.8 vs reported 31.6 (paper's RPM applied to our depth predicts 15.9, inside our Poisson 95% CI), mismatch breakdown 54/31/15% vs reported 65/24/10% (same monotonic pattern, small-N noise), and 84.6% antisense-strand reads vs reported 98.26% (same strong antisense bias, smaller majority). The rde-4(-/-) negative control was essentially confirmed clean (1 likely-spurious hit out of 465K reads vs 0 reported). For the two rare F3-generation samples that carry the paper's central inheritance claim (10 and 2 viRNA reads reported respectively), our adapter-trimming pipeline recovered 7-15x fewer usable reads than the paper across all samples (a real, reproducible characteristic of this dataset combined with pipeline differences from the authors' FASTX-Toolkit/PRINSEQ/Geneious pipeline, which we could not exactly replicate since no code was shared) and we observed 0 viRNA reads in both -- a result that is statistically consistent with (not contradicting) the paper's own low reported rates at our achieved depth, but does not independently confirm them either. We did not attempt the paper's BLASTN cross-check against the C. elegans genome, and we did not attempt any wet-lab/phenotypic results. No fabrication flags: all reported numbers are directly computed from the downloaded public SRA data using named, versioned tools (cutadapt 5.2, bowtie 1.3.1, samtools 1.24) and are fully reproducible from the job scripts and «infra»-persisted intermediate/output files.

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.

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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
2026-07-29
Rubric version
v1.0
Assessed by
🤖 AI curator · claude (ai-curator room) · v1.0 · run #1 2026-07-31
no human curator yet
Last updated
2026-07-31

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: opus
Founding hypothesis

The paper tests whether an acquired antiviral trait in C. elegans — the RNAi-dependent production of virus-derived small interfering RNAs (viRNAs) following an episode of viral expression — is transmitted transgenerationally, and whether such 'Lamarckian' inheritance is mediated by extrachromosomal small RNA molecules rather than DNA/chromatin changes.

Core claims
  • viRNA-mediated silencing of the FR1gfp Flock House virus is transmitted to RNAi-deficient (rde-1 or rde-4 homozygous) progeny and persists for many ensuing generations, i.e. an acquired antiviral trait is inherited. finding
  • The transmitted antiviral silencing agent is passed in a template-independent manner: silencing is inherited even after the FR1gfp viral transgene has been crossed out. finding
  • The inherited silencing agent is a diffusible, trans-acting, DNA-independent element that segregates non-Mendelian — all F2 progeny of a long-term-silenced x non-silenced rde-1(-/-) cross were silenced. mechanism
  • Inherited primary viRNAs are physically detectable by small RNA deep sequencing in animals that cannot produce their own viRNAs (F3 FR1gfp; rde-4(-/-)) and in animals from which the transgene was outcrossed. finding
  • Two modes of inherited silencing exist: a fading mode (~3 generations) that is rrf-1-independent, and a long-term stable mode that requires the RNA-dependent RNA polymerase rrf-1, consistent with maintenance by continued amplification. mechanism
  • The heat-inducible, chromosomally integrated FR1gfp transgene (FHV RNA1 plus RNA3 with gfp replacing B2) provides a minimal, non-harmful system in which viral replication and its silencing can be visualized by GFP and the viral genome removed by genetic crosses. resource
  • Viral silencing does not require mut-2, mut-7, mut-14, mut-16, rde-2, ergo-1, CSR-1 or C04F12.1, nor the chromatin factors previously implicated in long-term exogenous RNAi or transgene silencing (e.g. hda-4, K03D10.3, isw-1, mrg-1, mes-2/3/4/6, mys-1, zfp-1, rba-1, cin-4, gfl-1), likely because of redundancy among the 27 known worm Argonautes. finding
  • Even very low levels of viral product, produced by leaky heat-shock promoter expression at 15°C, are sufficient to trigger an inherited antiviral response. finding
Experimental setups
Assay System Perturbation Readout Platform
GFP fluorescence scoring of viral replication (GFP/Virus(+) vs GFP/Virus(-)) after heat-shock induction Transgenic C. elegans carrying chromosomally integrated FR1gfp (FHV RNA1 + RNA3-gfp) in wild-type and RNAi-pathway mutant backgrounds Heat-shock induction of the hs-promoter-driven viral transgene; RNAi mutant backgrounds (rde-1, rde-4 and other RNAi components) Presence/absence and percentage of animals expressing viral GFP across generations
Genetic crosses / segregation analysis (transgenerational inheritance test) C. elegans rde-1(-/-) and rde-4(-/-) mutants derived from rde-1(+/-) or rde-4(+/-) heterozygous parents carrying FR1gfp Self-fertilization of heterozygotes; heat-shock induction of virus GFP/Virus phenotype of homozygous mutant progeny through F1-F4+ generations
Template-independence cross (X-linked transgene segregation) C. elegans rde-1(-/-); FR1gfp(-/0) cross-progeny males crossed to F5 rde-1(-/-); FR1gfp(+/+) GFP/Virus(+) hermaphrodites Removal of the X-linked FR1gfp viral template by outcrossing Whether viral GFP signal is eliminated in progeny lacking prior template exposure
Mendelian vs non-Mendelian segregation cross C. elegans >F5 rde-1(-/-); FR1gfp long-term-silenced animals x >F5 rde-1(-/-); FR1gfp animals that lost silencing None beyond cross; RNAi machinery not reinstated (all rde-1(-/-)) Fraction of F2 progeny that are GFP/Virus(-) (all silenced vs 3/4 expressing expected for Mendelian locus/transgene silencing)
rrf-1 dependence cross C. elegans rde-1(-/-); rrf-1(-/-) double mutants crossed to stably silenced >F5 rde-1(-/-); FR1gfp worms; also rde-1/rde-4 homozygotes from RNAi-competent parents rrf-1 (RNA-dependent RNA polymerase) loss of function Reinstatement of GFP/Virus(+) phenotype in rrf-1(-/-) F3 progeny
Small RNA isolation and deep sequencing (cloning protocol enriching for rare rde-4-dependent primary small RNAs) Four C. elegans libraries: (a) FR1gfp RNAi-competent worms; (b) rde-4(-/-) mutants; (c) F3 FR1gfp; rde-4(-/-) worms two generations from rde-4(+/-) grandparents; (d) F3 progeny of wild type that lost FR1gfp by outcrossing rde-4 mutation; outcrossing to remove the FR1gfp transgene Number, genomic position, abundance and strand orientation of viRNA reads complementary to the viral genome
RNAi knockdown screen of chromatin and RNAi-pathway factors C. elegans FR1gfp transgenic animals Knockdown/elimination of hda-4, K03D10.3, isw-1, mrg-1, mes-2, mes-3, mes-4, mes-6, mys-1, m03c11, zfp-1, rba-1, cin-4, gfl-1; and mut-2, mut-7, mut-14, mut-16, rde-2, ergo-1, CSR-1, C04F12.1 Whether heat-shock-induced FR1gfp/viral GFP expression becomes de-silenced
Low-level (leaky promoter) viral induction assay C. elegans strain containing FR1gfp; F1 rde-1(+/-) cross-progeny of wild-type males x rde-1(-/-) animals, maintained at 15°C Maintenance at 15°C relying on slight leakiness of the heat-shock promoter instead of heat-shock induction GFP/Virus phenotype of rde-1(-/-) F2 progeny
Key results
  • Homozygous rde-1(-/-) and rde-4(-/-) progeny of RNAi-competent heterozygous parents show robust viral silencing (GFP/Virus(-)) upon heat-shock induction despite lacking the ability to mount a de novo RNAi response.
  • Inherited silencing persists for several generations; only in the F4 generation of rde-1(-/-) and rde-4(-/-) worms did a small percentage of animals begin to express the virus, and progeny of F4 GFP/Virus(+) worms showed increasing numbers of virus-expressing animals until silencing fully wore off (100% GFP/Virus(+)). fading over ~3 generations; 100% GFP/Virus(+) after continued propagation
  • rde-1(-/-) progeny of a cross with FR1gfp(-/0) males that had inherited the silencing agent had their viral GFP signal eliminated, demonstrating template-independent (and sperm-borne) transmission of the antiviral agent.
  • All F2 progeny of the cross between long-term-silenced and de-silenced rde-1(-/-); FR1gfp animals had the virally produced GFP signal eliminated, inconsistent with Mendelian segregation of a genomic suppressor locus or a silenced transgene (which would predict three quarters GFP/Virus(+)). 100% of F2 silenced vs 75% expected GFP/Virus(+) under Mendelian transgene silencing
  • viRNAs were detected in the RNAi-competent FR1gfp positive control and in F3 FR1gfp; rde-4(-/-) animals that cannot produce their own viRNAs, and were absent in the rde-4(-/-) negative control.
  • viRNAs were also detected in worms from which the FR1gfp transgene had been crossed out; the inherited viRNAs matched the two most abundant viRNA species of the positive control and were all of reverse (negative-strand) orientation, arguing against unspecific viral RNA breakdown products.
  • rrf-1 is dispensable for the initial transgenerational silencing in rde-1/rde-4 homozygotes derived from RNAi-competent parents, but rrf-1(-/-) F3 progeny of stably silenced >F5 rde-1(-/-); FR1gfp worms reinstate viral GFP expression, showing rrf-1 dependence of long-term silencing.
  • Crossing de-silenced GFP/Virus(+) rde-1(-/-) worms with RNAi-competent wild-type males re-established viral silencing in the cross progeny, whereas crossing with rde-1(-/-) males left progeny GFP/Virus(+), also excluding meiotic silencing by unpaired DNA as the cause.
Key statistics
  • count 50/50 animals are GFP/Virus(-) (rde-1(-/-) F2 progeny silencing viral propagation when F1 rde-1(+/-) cross-progeny were kept at 15°C (leaky, low-level viral induction))
  • count >50 animals tested for each gene (Elimination of mut-2, mut-7, mut-14, mut-16, rde-2, ergo-1, CSR-1 and C04F12.1 did not result in viral/GFP expression)
  • count >50 animals tested for each gene (Knockdown of chromatin factors (hda-4, K03D10.3, isw-1, mrg-1, mes-2/3/4/6, mys-1, m03c11, zfp-1, rba-1, cin-4, gfl-1) did not affect silencing of heat-shock induced FR1gfp)
  • count 100% GFP/Virus(+) (Progenies of continually isolated and propagated GFP/Virus(+) worms upon heat-shock induction, showing the inherited silencing eventually wears off)
  • count F4 generation (First generation of rde-1(-/-) and rde-4(-/-) worms in which a small percentage of animals started to express the virus)
  • count ~3 generations (Duration of the 'fading' mode of inherited silencing, distinguished from a second, more stable long-term mode)
  • count 27 known Argonautes (Documented redundancy of the RNAi silencing machinery in C. elegans, offered as explanation for the lack of a silencing defect in individual RNAi-component mutants)
  • other FHV RNA levels reaching levels as high as those of rRNAs (Vigorous rate of RdRP-catalyzed FHV replication, cited to argue heat-shock induction does not produce nonphysiological RNA levels)

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 paper uses a genetics-based experimental design in C. elegans, relying on defined genetic crosses, phenotypic scoring of a heat-inducible viral GFP reporter (GFP/Virus(+) vs GFP/Virus(−)), and small RNA deep sequencing to trace an inherited antiviral RNAi response across generations. Results are reported primarily as raw counts and fractions of animals displaying each phenotype (e.g., in Table 1, Table 2, and Figures 1-4) and as descriptive comparisons of viRNA sequencing reads between genotypes, rather than through inferential statistical tests with p-values. No formal statistical test, software package, or multiplicity-correction method is named in the provided text.

Replicationbiological Sample sizeReported as raw animal counts/fractions per condition (e.g., '>50 animals tested for each gene', '50/50 animals are GFP/Virus(−)'), not derived from a stated power calculation GroupsRNAi-pathway mutant genotypes (e.g., rde-1, rde-4, rrf-1) and chromatin-factor mutants vs wild-type/heterozygous backgrounds, scored for GFP/viral-silencing phenotype across successive generations Pairingna Randomization/blindingnot stated Dispersionnone Exact p-valuesno Effect sizesno Confidence intervalsno Multiplicity correctionno
Approaches that could also have been used
  • Phenotypic outcomes (GFP/Virus(+) vs GFP/Virus(−)) were reported as raw counts and fractions of animals per genotype/generation (e.g., '50/50 animals', '>50 animals tested for each gene').
    Could also: A formal contingency-table test such as Fisher's exact test or a chi-square test of independence — This would generate a p-value and an effect-size estimate (e.g., odds ratio) for comparing the proportion of silenced vs non-silenced animals between genotypes or generations, complementing the descriptive counts already presented.
  • The gradual 'wearing off' of inherited silencing across successive generations (F1 through F4 and beyond) was described narratively (Table 1, Suppl. Fig. 1) rather than with a formal trend statistic.
    Could also: A trend test across generations (e.g., Cochran-Armitage trend test) or a survival-type analysis (Kaplan-Meier estimator with a log-rank test) treating 'generations until loss of silencing' as a time-to-event variable — Either approach would let the increasing proportion of GFP/Virus(+) animals across generations be summarized with a formal statistic, trend p-value, or survival curve with confidence bounds.
  • Small-RNA deep-sequencing results (viRNA read counts, Table 2, Figure 4) were compared descriptively between positive-control, negative-control, and experimental genotypes.
    Could also: A dedicated small-RNA/RNA-seq differential-abundance tool (e.g., DESeq2 or edgeR) applied to normalized read counts — This would provide a formal statistical comparison, with p-values and false-discovery-rate control, of viRNA abundance between genotypes while accounting for sequencing depth and biological variability.
  • Sample sizes for genetic-cross experiments and RNAi-pathway gene tests were set as simple thresholds (e.g., '>50 animals tested for each gene') rather than derived from a stated power calculation.
    Could also: A pre-specified power/sample-size calculation based on an anticipated effect size — This would give an a priori numeric justification for the number of animals scored per condition, complementing the empirically chosen count threshold.
  • Silencing frequencies are presented as point counts/fractions (e.g., '50/50', '>50 animals') without an accompanying measure of precision.
    Could also: Reporting a 95% confidence interval for each proportion (e.g., a Wilson or Clopper-Pearson interval) — This would convey the statistical precision of each estimated silencing frequency, which can be particularly informative when the underlying denominator is modest.
  • The RNAi-pathway and chromatin-factor genes tested for an effect on silencing were evaluated one gene at a time against the same phenotype.
    Could also: A multiple-testing correction such as Benjamini-Hochberg FDR applied across the panel of genes screened — This would formally control the false discovery rate when many genes are screened in parallel against the same outcome, complementing the individual gene-by-gene assessment already reported.

What was reproduced

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

table2_FR1gfp_positive_control_viRNA_RPM
Reported
115 viRNA reads out of 3,641,082 adapter/polyA-trimmed reads = 31.6 reads per million (Table 2, FR1gfp positive control)
Reproduced
13 viRNA reads (bowtie -v2 best, 0-2 mismatches) out of 504,416 adapter-trimmed+18-30nt-filtered reads = 25.8 RPM; paper's RPM applied to our trimmed-read depth predicts ~15.9 expected reads, within the Poisson 95% CI (6.9-22.2) of our observed count of 13
within tolerance
table2_rde4_negative_control_zero_viRNA
Reported
rde-4(ne299)(-/-) RNAi-deficient negative control: 0 viRNA reads detected out of 966,052 trimmed reads (Table 2)
Reproduced
1 read (2 mismatches, single hit) out of 465,037 trimmed reads mapped to FHV RNA1; essentially at the noise floor for a 3.2kb reference at 2-mismatch stringency, qualitatively confirms near-total absence of viRNAs in the RNAi-deficient background
within tolerance
text_mismatch_breakdown_65_24_10
Reported
Across all viRNA reads genome-wide: 65% 0 mismatches, 24% 1 mismatch, 10% 2 mismatches vs FHV genome (Experimental Procedures / Results text)
Reproduced
FR1gfp positive control (N=13, the only sample with enough mapped reads for a breakdown): 53.8% 0 mismatches, 30.8% 1 mismatch, 15.4% 2 mismatches. Same monotonic decreasing pattern (0>1>2 mismatches), quantitatively close given N=13 vs paper's N=115
within tolerance
text_antisense_strand_bias_98pct
Reported
98.26% of viRNA reads are of negative (antisense) orientation relative to the viral genome
Reproduced
FR1gfp positive control: 11/13 (84.6%) reads mapped to the antisense strand. Same direction (strongly antisense-biased) but a smaller majority than reported, likely N=13 sampling noise
partial
table2_F3_FR1gfp_rde4_inherited_viRNA
Reported
F3 generation, FR1gfp;rde-4(-/-): 10 viRNA reads out of 1,131,284 trimmed reads = 8.8 RPM (molecular evidence of transgenerational viRNA inheritance)
Reproduced
0 viRNA reads out of 74,311 trimmed reads (our trimming pipeline recovered ~15x fewer usable reads than the paper's). Applying the paper's own RPM (8.8) to our depth predicts ~0.65 expected reads; observing 0 has ~52% probability under Poisson(0.65) even if the true rate matches the paper exactly. Not powered to confirm or refute this claim at the depth we achieved
partial
table2_F3_outcross_inherited_viRNA
Reported
F3 generation after FR1gfp outcross (transgene removed, no genomic viral trigger present): 2 viRNA reads out of 567,549 trimmed reads = 3.5 RPM -- the paper's central molecular claim that the antiviral siRNA response persists transgenerationally in trans, independent of the original triggering transgene
Reproduced
0 viRNA reads out of 173,011 trimmed reads. Applying the paper's RPM (3.5) to our depth predicts ~0.61 expected reads; observing 0 has ~54% probability under Poisson(0.61) if the true rate matches the paper. Underpowered at our achieved sequencing depth to independently confirm this claim; not contradicted
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 68/100

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: Q3 · Location of the main deviation 🟡
Minor / cosmetic deviation
+1 pts
From: Q4 · Cause of the deviation 🟡
Minor / cosmetic deviation
+1 pts
From: Q6 · Severity of the deviation 🟡
Minor / cosmetic deviation
+1 pts
From: Q2 · Endpoint comparability 🟡
Total score +10

Data identity is perfect - all four GSE33334 libraries were downloaded 1:1 with spot counts matching SRA metadata exactly - and the well-powered samples reproduce well: FR1gfp positive control 25.8 RPM vs Table 2's 31.6 RPM (the paper's rate predicts 15.9 reads, inside the Poisson 95% CI 6.9-22.2 around our observed 13), and the rde-4(ne299) negative control effectively clean (1 read in 465,037 vs 0 reported). The deviation is on our side, at the preprocessing stage: with no author code deposited and only FASTX/PRINSEQ/Geneious named, our self-tuned cutadapt+18-30nt pipeline retained 7-15x fewer usable reads than Table 2's post-trim depths, which left the two F3 libraries carrying the central inheritance claim (10 reads/8.8 RPM and 2 reads/3.5 RPM) at expected counts of ~0.65 and 0.61 - our observed 0/0 is statistically compatible with the paper (P52-54%) but supplies no independent confirmation. Severity is moderate and directional: antisense bias (84.6% vs 98.26%) and mismatch decay (53.8/30.8/15.4% vs 65/24/10%) hold qualitatively with small-N shifts. No fabrication signal - the reported values are plausible and derivable in principle from the open data; the core transgenerational phenotype itself (Table 1, Figs 1-3) is wet-lab GFP scoring and outside pipeline scope, so the overall verdict is a solid partial reproduction with explainable, our-methodology deviations.

🤝
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