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pmid:32160399

Fibroblast-specific genome-scale modelling predicts an imbalance in amino acid metabolism in Refsum disease.

Agnieszka B Wegrzyn · Katharina Herzog · Albert Gerding · Marcel Kwiatkowski · Justina C Wolters · Amalia M Dolga · Alida E M van Lint · Ronald J A Wanders · Hans R Waterham · Barbara M Bakker

The FEBS journal · 2020 doi:10.1111/febs.15292

Paper

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Experiment

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Data

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Analysis

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Fibroblast-specific genome-scale modelling predicts an imbalance in amino acid metabolism in Refsum disease.
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10.1111/febs.15292
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Agnieszka B Wegrzyn
[1]
Katharina Herzog
[2]
Albert Gerding
[3]
Marcel Kwiatkowski
[4]
Justina C Wolters
[5]
Amalia M Dolga
[6]
Alida E M van Lint
[7]
Ronald J A Wanders
[8]
Hans R Waterham
[9]
Barbara M Bakker
journal
The FEBS journal
year
2020
abstract
Refsum disease (RD) is an inborn error of metabolism that is characterised by a defect in peroxisomal α-oxidation of the branched-chain fatty acid phytanic acid. The disorder presents with late-onset progressive retinitis pigmentosa and polyneuropathy and can be diagnosed biochemically by elevated levels of phytanate in plasma and tissues of patients. To date, no cure exists for RD, but phytanate levels in patients can be reduced by plasmapheresis and a strict diet. In this study, we reconstructed a fibroblast-specific genome-scale model based on the recently published, FAD-curated model, based on Recon3D reconstruction. We used transcriptomics (available via GEO database with identifier GSE138379), metabolomics and proteomics (available via ProteomeXchange with identifier PXD015518) data, which we obtained from healthy controls and RD patient fibroblasts incubated with phytol, a precursor of phytanic acid. Our model correctly represents the metabolism of phytanate and displays fibroblast-specific metabolic functions. Using this model, we investigated the metabolic phenotype of RD at the genome scale, and we studied the effect of phytanate on cell metabolism. We identified 53 metabolites that were predicted to discriminate between healthy and RD patients, several of which with a link to amino acid metabolism. Ultimately, these insights in metabolic changes may provide leads for pathophysiology and therapy. DATABASES: Transcriptomics data are available via GEO database with identifier GSE138379, and proteomics data are available via ProteomeXchange with identifier PXD015518.
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Fibroblast-specific genome-scale modelling predicts an imbalance in amino acid metabolism in Refsum disease
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32160399", "kind": "science-record", "revision": 8, "content_hash": "sha256:91effb30c143056ba4fabf03d2e1119d387005e935ec77484f596f42aeaf30ac", "created_at": "2026-11-01T15:40:57Z", "updated_at": "2026-11-01T22:44:38Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Fibroblast-specific genome-scale modelling predicts an imbalance in amino acid metabolism in Refsum disease.", "doi": "10.1111/febs.15292", "pmid": "32160399", "authors": ["Agnieszka B Wegrzyn", "Katharina Herzog", "Albert Gerding", "Marcel Kwiatkowski", "Justina C Wolters", "Amalia M Dolga", "Alida E M van Lint", "Ronald J A Wanders", "Hans R Waterham", "Barbara M Bakker"], "journal": "The FEBS journal", "year": 2020, "abstract": "Refsum disease (RD) is an inborn error of metabolism that is characterised by a defect in peroxisomal α-oxidation of the branched-chain fatty acid phytanic acid. The disorder presents with late-onset progressive retinitis pigmentosa and polyneuropathy and can be diagnosed biochemically by elevated levels of phytanate in plasma and tissues of patients. To date, no cure exists for RD, but phytanate levels in patients can be reduced by plasmapheresis and a strict diet. In this study, we reconstructed a fibroblast-specific genome-scale model based on the recently published, FAD-curated model, based on Recon3D reconstruction. We used transcriptomics (available via GEO database with identifier GSE138379), metabolomics and proteomics (available via ProteomeXchange with identifier PXD015518) data, which we obtained from healthy controls and RD patient fibroblasts incubated with phytol, a precursor of phytanic acid. Our model correctly represents the metabolism of phytanate and displays fibroblast-specific metabolic functions. Using this model, we investigated the metabolic phenotype of RD at the genome scale, and we studied the effect of phytanate on cell metabolism. We identified 53 metabolites that were predicted to discriminate between healthy and RD patients, several of which with a link to amino acid metabolism. Ultimately, these insights in metabolic changes may provide leads for pathophysiology and therapy. DATABASES: Transcriptomics data are available via GEO database with identifier GSE138379, and proteomics data are available via ProteomeXchange with identifier PXD015518.", "claims": [{"id": "claim-method", "statement": "Differential gene/protein expression analysis based on the negative binomial distribution was performed using DESeq2 [58].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32160399", "locator": "sections[20] \"Principal component analysis and differential analysis of transcriptomics and proteomics\" paragraph 2", "quote": "Differential gene/protein expression analysis based on the negative binomial distribution was performed using DESeq2 [58]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE [71] partner repository with the dataset identifier PXD015518.\nThe RNAseq data have been deposited to the GEO database [72] with the identifier GSE138379.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32160399", "locator": "sections[42] \"Data accessibility\" paragraphs 1-3", "quote": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE [71] partner repository with the dataset identifier PXD015518.\nThe RNAseq data have been deposited to the GEO database [72] with the identifier GSE138379."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:32160399"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE138379"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE138379"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32160399", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1111/febs.15292", "sha256": "sha256:14975927c6c0f9d596995ce21c1db88a1c3e35aadf30695a173532da8d10bd4e", "bytes": 69139, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1111/febs.15292", "version": null, "note": "Full article fetched from PMC; 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A subset of tasks relevant to fibroblast metabolism selected. For a full list of all tested tasks, see Table S5", "structure": {"pmcid": "PMC7754141", "section_index": 5, "section_title": "Model characterisation", "row_count": 13, "column_count": 3}, "table": {"label": "Table 1", "caption": "Model performance in the metabolic tasks test. A subset of tasks relevant to fibroblast metabolism selected. For a full list of all tested tasks, see Table S5", "rows": [["Metabolic task", "Reported in fibroblasts", "Active in the model"], ["Bile acid metabolism", "NO", "NO"], ["Pyrimidine degradation", "NO", "NO"], ["Glutamine to citrulline conversion", "NO", "NO"], ["Melatonin synthesis", "NO", "NO"], ["Urea cycle", "NO", "NO"], ["Glutamine conversion to α‐ketoglutarate", "YES", "YES"], ["ATP production via electron transport chain", "YES", "YES"], ["Mitochondrial β‐oxidation", "YES", "YES"], ["Peroxisomal β‐oxidation", "YES", "YES"], ["Peroxisomal α‐oxidation", "YES", "YES"], ["ω‐Oxidation of phytanate", "YES", "YES"], ["All 419 generic metabolic tasks", "", "208"]], "row_count": 13, "column_count": 3, "numeric_cells": 2, "header_rows": 1, "locator": "section[5]/table-wrap[1]#febs15292-tbl-0001"}}], "gaps": ["asset:data:geo:GSE138379 not downloaded", "asset:data:geo:GSE138379 licence not read", "asset:data:geo:PXD015518 not downloaded", "asset:data:geo:PXD015518 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "deseq2", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Differential gene/protein expression analysis based on the negative binomial distribution was performed using DESeq2 [58]."}}, {"id": "method-2", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-3", "family": "principal_component_analysis", "specific": "pca", "label": "Principal component analysis", "dsl_operations": ["pca_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["wide_numeric_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "Principal component analysis"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: deseq2."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["PXD015518", "GSE138379"], "resolved_accessions": ["PXD015518", "GSE138379"], "statements": ["The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE [71] partner repository with the dataset identifier PXD015518.\nThe RNAseq data have been deposited to the GEO database [72] with the identifier GSE138379."], "basis": "The paper names PXD015518, GSE138379 in ProteomeXchange Consortium via the PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:32160399", "data:geo:GSE138379", "asset:table:pmid:32160399:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE138379"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:18:48Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 53841, "completion_tokens": 1625, "cached_tokens": 776}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:32160399", "type": "paper", "label": "pmid:32160399"}, {"id": "source:pmid:32160399", "type": "manuscript", "label": "PMID 32160399 full text"}, {"id": "data:geo:GSE138379", "type": "dataset", "label": "GEO GSE138379"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32160399", "type": "paper", "label": "pmid:32160399"}, {"id": "source:pmid:32160399", "type": "manuscript", "label": "PMID 32160399 full text"}, {"id": "data:geo:GSE138379", "type": "dataset", "label": "GEO GSE138379"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32160399", "type": "extraction", "used": ["source:pmid:32160399"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE138379", "type": "accession_resolution", "used": ["data:geo:GSE138379"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:32160399", "parent_hash": "sha256:8b87e2dc8c4e32205f447cd93fc6f930387fff4c3f72c01907023d154794f489", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE138379 licence not read", "asset:data:geo:GSE138379 not downloaded", "asset:data:geo:PXD015518 licence not read", "asset:data:geo:PXD015518 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["cell lines were anonymised. 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