Review v1/r2 · round 1 · manuscript v1

Fibroblasts neurotrophin signaling sustains pathological vascular maturation in rheumatoid arthritis.

Khedgikar, V., Qin, Q., Tran, M., Kazerounian, S., Ce, G., Prell, S. A., McIntyre, A. B. R., Bhamidipati, K., Presti, S., Blazar, P. E., Lange, J. K., Jones, M. H., Gravallese, E. M., Wechalekar, M. D., Wei, K.

Major revisionadvisory · no human graded this paper
DOI
10.64898/2026.03.12.711120
Reviewed
2026-09-03

Publication readiness

assigned by the Editor-in-Chief

61/100
Scientific validity
21/35
Methods and evidence
15/25
Reproducibility and reporting
11/20
Clarity and completeness
14/20
Contribution profilenovelty moderatesignificance highusefulness high

The core observation — that mural cell coverage and arterial/capillary vascular structures persist and apparently expand in RA synovium after six months of csDMARD or TNFi therapy, and that a NOTCH3→NGF→NGFR/TRK axis can drive fibroblasts toward mural-cell marker programs — is interesting, internally consistent across five methodologically independent approaches, and translationally actionable. The ethics and compliance record is clean. What lowers readiness is not the plausibility of the model but three specific places where the stated conclusions run ahead of the evidence presented, each of which requires reanalysis or an additional control rather than rewording alone: (i) the headline "persistence despite treatment" claim is expressed in normalized units whose denominator plausibly changes with treatment, and the absolute-count analysis that would settle it is not shown; (ii) the explant TRK-inhibitor result — the basis for the therapeutic framing — reports a ~50% reduction in PECAM1⁺ structures with no viability or apoptosis control, so tissue toxicity is not excluded; (iii) the word "differentiation" in the title and throughout describes marker convergence and modest contractility, not fate. Reproducibility is further limited by absent sample sizes, no data or code deposition, an undocumented bulk RNA-seq pipeline that underpins the 461-gene signature, and three concrete citation errors. None of these is fatal. The denominator issue is answerable by reanalysing data the authors already hold; the viability control is a single short experiment on material and models they have running; the differentiation language can be scaled to the evidence or supported with a trajectory analysis of existing data. Because at least one required item (absolute-density reanalysis) has an outcome that could change a conclusion, and one (explant viability) requires new data, this is a major revision rather than a long minor one. I would expect a revised version to be a strong paper.

Readiness measures the current manuscript. Novelty, significance, and usefulness are shown separately. The recommendation follows the work required for publication, not a score range.

Panel readout

5 specialists · scored 1–5

3.6/ 5

Advisory specialist mean

Range 3.0–5.0, a spread of 2.0. The referees disagreed substantially.

  1. ethics5.0Confidence 5 of 5
  2. contribution context4.0Confidence 4 of 5
  3. scientific validity3.0Confidence 4 of 5
  4. reporting reproducibility3.0Confidence 4 of 5
  5. data analysis3.0Confidence 4 of 5

Score is the referee's assessment of the work.Confidence is how sure that referee was of its own reading, recorded separately and never combined. The editor's verdict is its own judgment of the reports, not a threshold applied to this mean.

Abstract

as posted by the authors

Treatment failures in rheumatoid arthritis (RA) leads to undesirable morbidity associated with immunosuppression. Recent studies of synovial tissue from refractory RA patients highlight the role of synovial fibroblasts and vascular endothelium in driving treatment failure. Utilizing high-dimensional spatial transcriptomics, we uncovered a crucial role for neurotrophin signaling in driving abnormal vascular maturation in RA synovia. Neurotrophins, including nerve growth factor (NGF), brain-derived neurotrophic factor (BDNF), and neurotrophin-3 (NT3), induce differentiation of synovial fibroblasts into mural cells - pericytes and vascular smooth muscle cells. Mechanistically, NOTCH3 signaling activates a cascade of neurotrophin signaling through transcriptional induction of NGFR, a co-receptor for NGF. In RA synovial tissue explants, stimulation with NGF, BDNF, or NT3 leads to a dramatic increase in maturation of synovial tissue vasculature. Conversely, pharmacologic inhibition with neurotrophin inhibitors drastically abolished maturation of vascularization in RA synovial explants. Notably, the FDA-approved tropomyosin receptor kinase (TRK) inhibitors larotrectinib and entrectinib effectively reverse synovial vascular maturation in human RA tissue explants.Our findings suggest that fibroblast-derived neurotrophin signaling is a critical pathway in sustaining mature blood vessels in RA synovia, and that neurotrophin inhibitors reverse abnormal vascular maturation in RA. One Sentence SummaryIn rheumatoid arthritis, fibroblast neurotrophin signaling drives abnormal vascular maturation by inducing differentiation of fibroblasts into vascular mural cells.

The review

Specialist reports

Editorial audits

Factual checklists, not opinions. They skip the debate and go straight to the editor.

The text the panel read

counted, not judged

Counted at ingest, no model involved. These describe theconverted text the referees read, not your PDF.

Size

Words
11,231
Main text
9,322

excluding references

Sentences
517
Display equations
0

Sentences

Median sentence
19 words
Longest tenth
39 words
Over 40 words
9%
Passive
~0.412/sentence

regex approximation

Evidence on the page

Citations
not countable

this venue most likely sets them as superscript numerals, which convert to bare digits

Numbers
70.61

per 1000 words

p-values
42 exact, 0 threshold

Hedging against amplifying

Per 1000 words. Softening ("may", "suggests") against strengthening ("clearly", "demonstrates"). No referee saw these.

Hedging2.4
Amplifying0.98

Provenance

PeerReviewAgents 0.6.0

Review record

v1/r2

editorial rereview

Reviewed file

v1

Debate rounds

2

Run cost

$2.04

Manuscript read as

markdown

Converted by official JATS XML. Quotations match the manuscript text.

Desk screen

triage warm

In Silico commit

6e25fe6a

Configuration

sha256 b4d8c0eec9ae

Journal profile

insilico

sha256 c416856b2c4a

Which model wrote which report
StageModel
Editorial audits (×2)claude-haiku-4-5
Advocate / skepticclaude-sonnet-5
Specialist reviewers (×5) + desk screenclaude-haiku-4-5
Editor, debate synthesizerclaude-opus-5
debate synthesizer (override)claude-sonnet-5
journal recommender (override)claude-haiku-4-5

The widest fan-out runs on the cheapest model. Only the agents that decide the verdict run on the most capable one.

What the referees looked up (24 searches)
AgentSearchAnswered byHits
reviewer contribution contextfind related workneurotrophin signaling vascular maturation pericytes smooth muscle cellsN/A10
find related workNOTCH3 vascular fibroblast differentiation endothelial cellsN/A10
find related workNGF BDNF NT3 TRK receptors vascular biologyN/A10
find related workrheumatoid arthritis synovial vascularization treatment resistanceN/A10
search preprintsneurotrophin signaling vascular maturation fibroblastsN/A4
search preprintsNOTCH3 neurotrophin rheumatoid arthritis synovialN/A1
find related workWei NOTCH3 synovial fibroblasts arthritis pathology Nature 2020N/A5
find related workTRK inhibitors larotrectinib entrectinib cancer NTRK fusionN/A5
find related workpericyte differentiation fibroblasts endothelial signalingN/A5
search biomedical literatureneurotrophin NGF BDNF vascular smooth muscle pericyte differentiationN/A1
search biomedical literatureNOTCH signaling vascular maturation mural cell recruitmentN/A3
search biomedical literatureNGF nerve growth factor vascular smooth muscle cell differentiationN/A6
search biomedical literatureBDNF brain-derived neurotrophic factor vascular pericyteN/A2
search biomedical literatureTRK inhibitors vascular disease therapeuticN/A10
search biomedical literaturesynovial vascular maturation rheumatoid arthritis treatment resistanceN/A0
search biomedical literatureNOTCH3 JAGGED1 mural cell smooth muscle differentiationN/A2
search biomedical literatureendothelial fibroblast crosstalk vascular remodeling inflammationN/A10
search biomedical literatureWei Brenner synovial fibroblasts endothelial cells RAN/A0
find related workNOTCH3 synovial fibroblasts arthritis pathologyN/A10
search biomedical literaturefibroblast endothelial crosstalk NOTCH signaling arthritisN/A3
search biomedical literatureneurotrophin receptor expression mural cells vascularN/A4
find related workNotch signaling drives synovial fibroblast identity arthritis pathology Nature 2020N/A5
search biomedical literatureTRKB BDNF pericyte vascular developmentN/A1
search biomedical literatureNT3 neurotrophin-3 vascular smooth muscle developmentN/A2

Run against arXiv, Semantic Scholar, PubMed and bioRxiv while the review was being written. A search returning zero hits is kept: it is the evidence behind a referee saying it found no prior art.

What each agent cost
AgentUSD
editor$0.7104
skeptic$0.3868
advocate$0.3576
reviewer contribution context$0.2230
debate synthesizer$0.0989
audit citation integrity$0.0758
desk screen$0.0601
audit methods completeness$0.0543
reviewer data analysis$0.0170
journal recommender$0.0166
reviewer reporting reproducibility$0.0160
reviewer scientific validity$0.0151
reviewer ethics$0.0070

Cite this review

Permanent: this review only

This URL is a permanent link to this specific review, and will not change.

Plain text
In Silico (2026). Review of "Fibroblasts neurotrophin signaling sustains pathological vascular maturation in rheumatoid arthritis.". In Silico. https://pgarrett-scripps.github.io/insilico/reviews/2026/fibroblasts-neurotrophin-signaling-sustains-10-64898-2026-03-12-711120/v1/r2/
BibTeX
@misc{insilico-fibroblasts-neurotrophin-signaling-sustains-10-64898-2026-03-12-711120-v1-r2,
  title        = {Review of {Fibroblasts neurotrophin signaling sustains pathological vascular maturation in rheumatoid arthritis.}},
  author       = {{In Silico}},
  year         = {2026},
  howpublished = {In Silico, an AI-refereed overlay journal},
  url          = {https://pgarrett-scripps.github.io/insilico/reviews/2026/fibroblasts-neurotrophin-signaling-sustains-10-64898-2026-03-12-711120/v1/r2/},
  note         = {Machine-generated peer review of doi:10.64898/2026.03.12.711120 v1. Produced by PeerReviewAgents 0.6.0. Produced by PeerReviewAgents, doi:10.5281/zenodo.21781895.}
}

Please cite the preprint itself as well. This reviews that work, it does not replace it. The review is machine-generated and advisory. If you are citing it as evidence about the paper, say so explicitly.