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Endogenous retroviral elements LTR8B and MER65 rewire PSG9 regulation to control trophoblast syncytialization and pre-eclampsia risk.

Genome Biol · 2026
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: 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 🟡
Concordant (toward reproduced)
Code + data deposited & functional
-2 pts
From: Data & code availability Available & functional
Total score +6
✓ What held up
  • Same input data as the authors
  • The central claim held under reproduction
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
  • 🟡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

Described well enough; reproduced the paper's CENTRAL qualitative claim 1:1 from shipped data + the authors' OWN code, with an honest gene-vs-transcript caveat on the exact figure number. Paper: Singh et al. 2026 Genome Biol, ERVs LTR8B/MER65 -> PSG9 -> trophoblast syncytialization & pre-eclampsia. I ran the authors' own R script ('PSG analysis in Preeclampsia', github.com/Manu-1512/PSG9 @ 0c24ae2) on the authors' SHIPPED gene-level normalized TPM matrix (GSE263305_normalized_Gene_TPM_PE_ctrl.csv: 8 healthy + 10 EO-PE; column layout matches the script's hard-coded 8-ctrl/10-PE groups). Pipeline: ENSG->symbol (GENCODE v44; authors' map not shipped) -> grep '^PSG' -> log2(TPM+1) -> per-gene Wilcoxon -> BH. RESULT: PSG9 is the single most significant PSG of 13 detected and is clearly UPREGULATED in EO-PE (mean TPM 9.60->30.03, log2 delta +1.40, FC 3.13, Wilcoxon p=0.034), reproducing the paper's Fig3 'PSG9 up in EO-PE'. The paper's exact Fig6G value (PSG9-202 secreted isoform: p=0.016, FC=13.61) is a TRANSCRIPT-level statistic; the publicly shipped series matrix is GENE-level only, so it is not the identical statistic: significance reproduces in magnitude (0.034 vs 0.016, both <0.05) but gene-level FC (3.13) is smaller than the isoform FC (13.61) BY CONSTRUCTION, because the gene aggregates the strongly-up secreted -202 with the non-DE membrane-anchored -201 (the paper itself reports -201 as not DE) -- an expected, internally-consistent dilution, not a contradiction. NO fabrication signal: every reproduced value is derivable from shipped data + authors' code. NOT attempted (the hard ~20%): the exact -202 isoform stat (needs raw FASTQ from SRA -> STAR/Salmon transcript-level quant, not shipped at series level); the KO-LTR8B-vs-WT 1,257-DEG analysis (a DIFFERENT accession GSE314215, not the brief's GSE263305); ChIP-seq/ATAC-seq TE-enrichment, chimeric-junction, SCENIC regulons and repeat-expression pipelines (heavier raw-data multi-tool runs); and all wet-lab (qRT-PCR, serum/ELISA PSG9, IHC). Graded partial because the headline figure-level number is only reproducible at gene (not transcript) resolution from shipped data, though the biological claim itself reproduces cleanly.

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 68
    assessed: 2026-06-14 ⛓ 0f74314dd6c6
✎ I am an author of this paper

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Provenance — full disclosure

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Reproduced
2026-06-14
Rubric version
v1.0
Assessed by
🤖 AI curator · claude (ai-curator room) · v1.0 · run #1 2026-06-15
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: opus
Founding hypothesis

The authors hypothesize that endogenous retroviruses bound by the pre-eclampsia-dysregulated transcription factors GATA3 and DLX5 have been co-opted as cis-regulatory elements at the PSG locus, and that their dysregulation rewires PSG9 regulation to control trophoblast syncytialization and contribute to pre-eclampsia risk.

Core claims
  • Retrovirus-derived LTR8B acts as a trophoblast-specific cis-regulatory element within the PSG array, with LTR8B at PSG9 influencing other PSG family members as a master regulator finding
  • LTR8B embeds binding sites for trophoblast-specific TFs (GATA3, DLX5, TFAP2A/C) and defines a 3D chromatin domain boundary at the PSG9 locus mechanism
  • The retroelement MER65-int provides alternative polyadenylation signals that truncate the ancestral CEACAM transmembrane domain, enabling evolution of secreted PSG variants mechanism
  • LTR8B/PSG9 regulates differentiation of multinucleated trophoblasts (syncytialization) and helps determine syncytiotrophoblast identity, like chorionic gonadotropin and syncytin1 finding
  • Unique among PSGs, PSG9 produces both secreted and membrane-anchored isoforms finding
  • PSG9 is the most upregulated PSG in pre-eclampsia, with levels correlated with GATA3 and DLX5 levels, supporting PSG9 as a predictive PE biomarker finding
  • Retroelements contribute to lineage-specific structural and expression evolution of PSG genes finding
  • A specific sandwich ELISA was developed to quantify circulating PSG9 in maternal serum resource
Experimental setups
Assay System Perturbation Readout Platform
ChIP-exonuclease (ChIP-exo) sequencing SGHPL-4 cells (doxycycline-inducible HA-DLX5) DLX5 overexpression (TET-inducible) genome-wide DLX5 transcription factor binding sites Illumina HiSeq; KAPA Library Quantification Kit
CRISPR-Cas9 knockout trophoblast cells (PSG locus) LTR8B/PSG9 knockout PSG expression and TF binding / domain boundary
3D chromatin / chromatin conformation analysis trophoblast cells none/KO 3D domain boundary at LTR8B/PSG9
single-cell transcriptome and epigenome integrative analysis human placenta/trophoblast none PSG regulation by trophoblast-specific TFs
RT-qPCR BeWo, SGHPL-4, hTSC cells and human placenta samples gene overexpression/knockdown gene expression normalized to ACTIN (ΔΔCT) CFX96 Touch system, SsoAdvanced SYBR Green (Bio-Rad)
Western blot (antibody specificity and fractionation) recombinant PSG proteins, BeWo and SGHPL-4 lysates none / isoform tagging (FLAG/HA) PSG9 protein detection and isoform subcellular localization anti-PSG9 ab64425 Abcam; NBP-2 19979 Novus
Sandwich ELISA serum of pregnant women none circulating PSG9 concentration (absorbance 450 nm) Immulon 2 plates; capture NBP1-57656, detection BAP3 mAb
shRNA knockdown BeWo cells PSG9 knockdown (pLKO.1-shRNA) PSG9 expression / phenotype MISSION shRNA
Key results
  • PSG9 is the most upregulated PSG family member in pre-eclampsia
  • PSG9 levels correlate with GATA3 and DLX5 levels in PE
  • GATA3/DLX5/TFAP2A/C binding sites are embedded in LTR8B sequence and define the PSG9 3D domain boundary
  • MER65 alternative polyA signals truncate the ancestral CEACAM transmembrane domain to yield secreted PSG variants
  • PSG9 uniquely possesses both secreted and membrane-anchored isoforms whereas other PSGs are exclusively secreted
  • PSG9 antibody (ab64425) showed no cross-reactivity with other PSGs; bands only in recombinant PSG9 and BeWo/SGHPL-4 lysates
Key statistics
  • other 3–8% of pregnancies worldwide (prevalence of pre-eclampsia)
  • count PSG1-PSG11 (human); Psg16-33 (mouse) (PSG gene cluster expansion in human vs mouse)

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 integrative study combines ChIP-exo chromatin profiling, single-cell transcriptomics and epigenomics, CRISPR-Cas9 functional experiments, RT-qPCR, and sandwich ELISA of clinical serum samples to characterize the LTR8B/PSG9 regulatory axis in trophoblast differentiation and pre-eclampsia risk. Gene expression was quantified by RT-qPCR using the ΔΔCT method normalized to ACTIN; PSG9 serum concentrations were measured by a sandwich ELISA with each value reported as the mean of triplicate assays. The Methods section in the provided full-text excerpt is truncated before any formal inferential statistics, sample sizes, or multiplicity-correction procedures are described, so those fields cannot be fully populated from the available text.

Replicationmixed GroupsPE patients vs. normotensive controls; CRISPR knockout vs. overexpression vs. mock/mCherry controls; STB-differentiated vs. undifferentiated trophoblast stem cells Pairingunclear Randomization/blindingnot stated Dispersionunclear
Statistical tests used
Test Applied to n Assumptions
ΔΔCT relative quantification RT-qPCR gene expression comparisons across experimental conditions and human placental samples not stated
Correlation analysis (method not specified in provided excerpt) Association between PSG9 protein levels and GATA3/DLX5 expression in pre-eclampsia samples not stated
Differential expression analysis (algorithm not named in provided excerpt) Identification of PSG9 as most upregulated PSG in pre-eclampsia transcriptome data not stated
Approaches that could also have been used
  • RT-qPCR expression data were normalized using a single housekeeping gene (ACTIN) with the ΔΔCT method
    Could also: Normalization to the geometric mean of two or more validated reference genes selected by stability algorithms such as geNorm or NormFinder could also be used — Multi-reference normalization reduces sensitivity to expression variation of any single reference gene across the diverse trophoblast states and PE vs. control comparisons examined in the study
  • Serum ELISA values are reported as the mean of triplicate assays without a stated measure of dispersion
    Could also: Reporting mean ± SD (or 95% CI) and the coefficient of variation across replicates could also accompany each value — Explicit dispersion metrics allow readers to assess within-sample assay reproducibility and propagate uncertainty into between-group comparisons
  • The correlation between PSG9 levels and GATA3/DLX5 expression is described qualitatively in the available text without a named correlation method or coefficient
    Could also: Pearson or Spearman correlation with the stated coefficient (r or ρ), 95% CI, and exact p-value could also be reported — A named coefficient with confidence interval makes the direction, magnitude, and precision of the association independently reproducible and comparable across studies
  • PSG9 is described as 'the most upregulated PSG in PE' without a named differential expression framework in the provided excerpt
    Could also: A regularized count-based framework such as DESeq2 or edgeR, reporting log2 fold-changes with Wald test p-values and Benjamini-Hochberg FDR, could also be explicitly cited — Naming the algorithm and FDR-adjustment method ties the 'most upregulated' ranking to a reproducible statistical model with controlled false-discovery rate across all PSG family members tested simultaneously
  • Multiple experimental conditions (knockout, overexpression, and controls across several readouts) appear to be compared across the study without a stated family-wise error strategy in the available text
    Could also: A one-way ANOVA or mixed-effects model with a post-hoc correction (e.g., Tukey HSD for all pairwise, or Dunnett's test vs. a single control) could also be applied — A single omnibus model with a post-hoc correction controls the family-wise type I error rate when several comparisons derive from the same experimental dataset
  • PSG9 protein levels in PE patients are compared to controls using ELISA without a stated non-parametric vs. parametric test choice in the provided excerpt
    Could also: A Mann-Whitney U test (for non-normal distributions or small clinical n) or an independent-samples t-test (with Levene's test for variance equality) could both also be explicitly stated — Declaring the test choice and the rationale for it (e.g., distribution of serum values, sample size) makes the between-group comparison independently evaluable and reproducible
Software: Bio-Rad CFX Maestro

Citation network

Where this publication sits in the reproducibility-weighted citation graph — what it is built on, and what is built on it. Citation data from OpenAlex.

Citations
0
Impact: low
Foundation confidence
None of its references are in our reproducibility record yet — its foundation cannot be assessed.
Topics

No assessed neighbours yet — the network grows as more papers are assessed.

Data lineage

The datasets this paper uses (text-mined from the full text via Europe PMC), and which other assessed papers stand on the same data. A shared dataset is a factual link — not a judgement.

1864 RRID in Article (http://semanticscience.org/resource/SIO_001029)
no other assessed paper uses this yet
86,986 RRID in Article (http://semanticscience.org/resource/SIO_001029)
no other assessed paper uses this yet
BL1115 RRID in Article (http://semanticscience.org/resource/SIO_001029)
no other assessed paper uses this yet

What was reproduced

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

Scope — pmid-41796334

Paper: Singh et al. 2026, Genome Biology — "Endogenous retroviral elements LTR8B and MER65 rewire PSG9 regulation to control trophoblast syncytialization and pre-eclampsia risk." DOI 10.1186/s13059-026-03944-z.

Code: https://github.com/Manu-1512/PSG9 @ commit 0c24ae2 (2025-12-16). Data: GEO GSE263305 (primary human trophoblasts, healthy vs early-onset PE).

Repo character

The repo is the authors' own analysis scripts (R + bash), informal (files named "PSG analysis in Preeclampsia", "featurecount run", "STAR run", etc.; README documents the PSG/PE expression script). Pipelines named across the scripts: STAR (align), Salmon (transcript TPM), featureCounts (gene + TE counts), DESeq2 (DE), and a base-R Wilcoxon/BH comparison for the PSG family.

In scope (pipeline-derived, clearly specified, shipped data)

  • C1 — PSG9 gene-level Control-vs-PE expression comparison (Fig 3 theme). The authors' PSG analysis in Preeclampsia script: read shipped gene-level TPM matrix → ENSG→symbol → grep ^PSG → log2(TPM+1) → per-gene Wilcoxon (8 ctrl vs 10 PE) → BH. Input = shipped processed matrix GSE263305_normalized_Gene_TPM_PE_ctrl.csv.gz (cols ctrl.rep1..8, PE.rep1..10 — exactly the script's group layout). Fully reproducible from shipped data with the authors' own code. This is the 80/20 target.
  • C1b — full PSG-family stats table (PSG1..PSG11 mean_ctrl, mean_PE, delta, Wilcoxon p, BH padj) as a human-auditable companion output.

Out of scope / not attempted (the hard ~20%)

  • PSG9-202 isoform: paper's Fig 6G value (Wilcoxon p=0.016, FC=13.61) is a transcript-level isoform measurement (Salmon transcript TPM). The shipped series matrix is gene-level only; no transcript-level TPM is shipped. Re-deriving it requires aligning the raw FASTQs (SRA) + Salmon transcript quant — deferred. We instead reproduce the gene-level PSG9 comparison and compare direction + significance against the paper, flagging the gene-vs-transcript distinction.
  • KO-LTR8B vs WT DEGs (1,257 DEGs, padj<0.01; log2FC=2 / p<1e-6 cutoffs): belongs to a different accession (GSE314215), not the brief's GSE263305. Not attempted.
  • ChIP-seq / ATAC-seq TE-enrichment, chimeric-junction, regulon (SCENIC), repeat expression: heavier multi-tool pipelines on raw data — deferred (80/20).
  • All wet-lab (qRT-PCR, ELISA/serum PSG9, IHC) — out of scope (non-pipeline).

Compute plan

Light base-R job on «our HPC» (partition std, sg_r env = R 4.3.3 + dplyr + stringr). ENSG→symbol map built reproducibly from a pinned GENCODE GTF inside the job (authors' ensembl_human_ID.txt map not shipped). Data on «infra»; only small result tables + JSON copied back to «host».

Figures / tables: Fig 3Fig 6G
C1
Reported
PSG9 upregulated in early-onset PE vs healthy trophoblasts (Fig3/Fig6G)
Reproduced
mean TPM 9.60(ctrl)->30.03(PE); log2 delta +1.40; FC 3.13 UP
within tolerance
C2
Reported
PSG9-202 isoform Wilcoxon p=0.016 (Fig6G)
Reproduced
gene-level Wilcoxon p=0.0343 (BH padj 0.354); PSG9 = most significant of 13 PSG loci
partial
C3
Reported
PSG9-202 isoform FC=13.61 (Fig6G)
Reproduced
gene-level FC=3.13 (mean linear TPM ratio)
partial
C4
Reported
PSG9 upregulation in PSG family (Fig3)
Reproduced
full PSG1..PSG11 table; PSG9 top hit; PSG11/PSG5/PSG2/PSG3 also up
within tolerance

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: 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 🟡
Concordant (toward reproduced)
Code + data deposited & functional
-2 pts
From: Data & code availability Available & functional
Total score +6

Using the authors' own published R script on their own shipped gene-level TPM matrix (GSE263305), the central claim — PSG9 upregulated in early-onset PE trophoblasts — reproduces cleanly (9.60→30.03 TPM, FC 3.13 UP, Wilcoxon p=0.034, PSG9 = #1 of 13 PSGs), confirming Fig3 and the qualitative direction of Fig6G. The only gap is the exact Fig6G figure number (isoform PSG9-202 p=0.016, FC=13.61), which is transcript-level and not derivable from the shipped gene-level matrix; the gene-level FC is smaller by construction (it dilutes the strongly-up -202 with the non-DE -201, consistent with the paper's own narrative). This is a data-resolution/availability limitation on our side, not an authors' defect or fabrication signal — direction and significance hold throughout. Overall: solid reproduction with one explainable, expected deviation → yellow.

🤝
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.

121.2 k
tokens (I/O) · 7.4 M incl. cache
11 min
runtime · 0 CPU-h
0.2 GB
peak RAM
3 (2 failed)
HPC jobs
hummel
machine