← All .science files
pmid:27100182
Intestinal Microbiota and Microbial Metabolites Are Changed in a Pig Model Fed a High-Fat/Low-Fiber or a Low-Fat/High-Fiber Diet.
Sonja N Heinritz · Eva Weiss · Meike Eklund · Tobias Aumiller · Sandrine Louis · Andreas Rings · Sabine Messner · Amélia Camarinha-Silva · Jana Seifert · Stephan C Bischoff · Rainer Mosenthin
PloS one · 2016 doi:10.1371/journal.pone.0154329
Paper
complete
Experiment
partial
Data
partial
Analysis
partial
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 11 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
[2] object · 6 fields
target object · 4 fields
evidence array · 3 items
[0] object · 3 fields
[1] object · 3 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 1 item
data object · 3 fields
assets array · 5 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 0 items
[2] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 23 items
[0] array · 3 items
[1] array · 3 items
[2] array · 3 items
[3] array · 3 items
[4] array · 3 items
[5] array · 3 items
[6] array · 3 items
[7] array · 3 items
[8] array · 3 items
[9] array · 3 items
[10] array · 3 items
[11] array · 3 items
[12] array · 3 items
[13] array · 3 items
[14] array · 3 items
[15] array · 3 items
[16] array · 3 items
[17] array · 3 items
[18] array · 3 items
[19] array · 3 items
[20] array · 3 items
[21] array · 3 items
[22] array · 3 items
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 24 items
[0] array · 7 items
[1] array · 13 items
[2] array · 13 items
[3] array · 13 items
[4] array · 13 items
[5] array · 13 items
[6] array · 13 items
[7] array · 13 items
[8] array · 13 items
[9] array · 13 items
[10] array · 13 items
[11] array · 13 items
[12] array · 13 items
[13] array · 13 items
[14] array · 13 items
[15] array · 13 items
[16] array · 13 items
[17] array · 13 items
[18] array · 13 items
[19] array · 13 items
[20] array · 13 items
[21] array · 13 items
[22] array · 13 items
[23] array · 13 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 13 items
[0] array · 5 items
[1] array · 12 items
[2] array · 12 items
[3] array · 12 items
[4] array · 12 items
[5] array · 12 items
[6] array · 12 items
[7] array · 12 items
[8] array · 12 items
[9] array · 12 items
[10] array · 12 items
[11] array · 12 items
[12] array · 12 items
gaps array · 2 items
analysis object · 4 fields
methods array · 2 items
[0] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 1 item
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
targets array · 1 item
[0] object · 8 fields
gaps array · 2 items
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 0 items
missing_operations array · 1 item
capability object · 4 fields
data object · 6 fields
accessions array · 1 item
resolved_accessions array · 1 item
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 5 items
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 9 items
assays array · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:27100182", "kind": "science-record", "revision": 7, "content_hash": "sha256:d93e2abdf861f980f255d85b31c0a0144c2693a6c06cded848297dac270b8321", "created_at": "2026-11-01T15:40:17Z", "updated_at": "2026-11-01T21:59:01Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Intestinal Microbiota and Microbial Metabolites Are Changed in a Pig Model Fed a High-Fat/Low-Fiber or a Low-Fat/High-Fiber Diet.", "doi": "10.1371/journal.pone.0154329", "pmid": "27100182", "authors": ["Sonja N Heinritz", "Eva Weiss", "Meike Eklund", "Tobias Aumiller", "Sandrine Louis", "Andreas Rings", "Sabine Messner", "Amélia Camarinha-Silva", "Jana Seifert", "Stephan C Bischoff", "Rainer Mosenthin"], "journal": "PloS one", "year": 2016, "abstract": "The intestinal microbiota and its metabolites appear to be an important factor for gastrointestinal function and health. However, research is still needed to further elaborate potential relationships between nutrition, gut microbiota and host's health by means of a suitable animal model. The present study examined the effect of two different diets on microbial composition and activity by using the pig as a model for humans. Eight pigs were equally allotted to two treatments, either fed a low-fat/high-fiber (LF), or a high-fat/low-fiber (HF) diet for 7 weeks. Feces were sampled at day 7 of every experimental week. Diet effects on fecal microbiota were assessed using quantitative real-time PCR, DNA fingerprinting and metaproteomics. Furthermore, fecal short-chain fatty acid (SCFA) profiles and ammonia concentrations were determined. Gene copy numbers of lactobacilli, bifidobacteria (P<0.001) and Faecalibacterium prausnitzii (P<0.05) were higher in the LF pigs, while Enterobacteriaceae were more abundant in the HF pigs (P<0.001). Higher numbers of proteins affiliated to Enterobacteriaceae were also present in the HF samples. Proteins for polysaccharide breakdown did almost exclusively originate from Prevotellaceae. Total and individual fecal SCFA concentrations were higher for pigs of the LF treatment (P<0.05), whereas fecal ammonia concentrations did not differ between treatments (P>0.05). Results provide evidence that beginning from the start of the experiment, the LF diet stimulated beneficial bacteria and SCFA production, especially butyrate (P<0.05), while the HF diet fostered those bacterial groups which have been associated with a negative impact on health conditions. These findings correspond to results in humans and might strengthen the hypothesis that the response of the porcine gut microbiota to a specific dietary modulation is in support of using the pig as suitable animal model for humans to assess diet-gut-microbiota interactions. Data are available via ProteomeXchange with identifier PXD003447.", "claims": [{"id": "claim-method", "statement": "Using the selected correlation structure, the data were subjected to a mixed model analysis using the MIXED procedure of SAS.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:27100182", "locator": "sections[12] \"Statistical analyses of quantitative real-time PCR and microbial metabolite data\" paragraph 2", "quote": "Using the selected correlation structure, the data were subjected to a mixed model analysis using the MIXED procedure of SAS."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All relevant data are within the paper and its Supporting Information files.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:27100182", "locator": "sections[22] \"Data Availability\" paragraph 2", "quote": "All relevant data are within the paper and its Supporting Information files."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The LF diet stimulated beneficial bacteria and short-chain fatty acid production, whereas the HF diet favored potentially harmful bacterial groups; diet effects were assessed by quantitative real-time PCR, DNA fingerprinting, metaproteomics, SCFA and ammonia analyses, with repeated-measures data analyzed using SAS mixed models with REML-selected correlation structures and Kenward–Roger comparisons, and proteomics data available through ProteomeXchange identifier PXD003447.", "kind": "quantitative", "target": {"value": 0.05, "unit": "p-value", "tolerance": null, "source": "Results provide evidence that beginning from the start of the experiment, the LF diet stimulated beneficial bacteria and SCFA production, especially butyrate (P<0.05), while the HF diet fostered those bacterial groups which have been associated with a negative impact on health conditions."}, "evidence": [{"asset": "source:pmid:27100182", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Results provide evidence that beginning from the start of the experiment, the LF diet stimulated beneficial bacteria and SCFA production, especially butyrate (P<0.05), while the HF diet fostered those bacterial groups which have been associated with a negative impact on health conditions."}, {"asset": "source:pmid:27100182", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Diet effects on fecal microbiota were assessed using quantitative real-time PCR, DNA fingerprinting and metaproteomics."}, {"asset": "source:pmid:27100182", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Data are available via ProteomeXchange with identifier PXD003447."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "The LF diet stimulated beneficial bacteria and short-chain fatty acid production, whereas the HF diet favored potentially harmful bacterial groups; diet effects were assessed by quantitative real-time PCR, DNA fingerprinting, metaproteomics, SCFA and ammonia analyses, with repeated-measures data analyzed using SAS mixed models with REML-selected correlation structures and Kenward–Roger comparisons, and proteomics data available through ProteomeXchange identifier PXD003447.", "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:27100182"], "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:PXD003447"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:regression_modelling_mixed_effects", "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:PXD003447"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:regression_modelling_mixed_effects"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:27100182", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1371/journal.pone.0154329", "sha256": "sha256:ee5c41895bd37b4f962eff32add3cae9798caef3d00849e610b32b409c9b920f", "bytes": 64941, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1371/journal.pone.0154329", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC4839692", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD003447", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD003447", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD003447", "version": null, "note": "All relevant data are within the paper and its Supporting Information files.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All relevant data are within the paper and its Supporting Information files.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "pig microbiota ob/le - Intestinal Microbiota and Microbial Metabolites Are Changed in a Pig Model Fed a High-Fat/Low-Fiber or a Low-Fat/High-Fiber Diet", "resolution_checked_at": "2026-10-31T18:35:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:27100182:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:814ab3783f1af0a2368b86bc1f6c6d395484e72fd0c786d09c26a59eb2ba3c93", "bytes": 1003, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[5]/table-wrap[1]#pone.0154329.t001", "version": null, "note": "Ingredient composition, nutrient and energy content of the HF and LF diets.", "structure": {"pmcid": "PMC4839692", "section_index": 5, "section_title": "Study design", "row_count": 23, "column_count": 3}, "table": {"label": "Table 1", "caption": "Ingredient composition, nutrient and energy content of the HF and LF diets.", "rows": [["Ingredient, g/kg", "HF", "LF"], ["Wheat", "184.9", "477.3"], ["Wheat floura", "200.0", ""], ["Wheat branb", "50.0", "350.0"], ["Caseinc", "152.0", "120.5"], ["Sunflower margarined", "70.0", ""], ["Sweet cream buttere", "150.0", ""], ["Soy oil", "30.0", "15.0"], ["Fructosef", "50.0", ""], ["Dextroseg", "50.0", ""], ["Celluloseh", "30.0", "10.0"], ["Vitamin and mineral premixi", "17.0", "13.4"], ["Potassium chloride", "1.4", ""], ["Monocalciumphosphate", "5.4", ""], ["Sodium chloride", "", "0.2"], ["Calcium carbonate", "4.3", "8.5"], ["TIO2", "5.0", "5.0"], ["Analyzed nutrient content", "", ""], ["Dry matter (DM), g/kg", "890.3", "895.7"], ["Crude protein, g/kg DM", "210.2", "244.3"], ["Crude fat, g/kg DM", "248.6", "41.3"], ["Neutral detergent fiber, g/kg DM", "66.3", "216.8"], ["Gross energy, MJ/kg DM", "23.3", "19.2"]], "row_count": 23, "column_count": 3, "numeric_cells": 34, "header_rows": 1, "locator": "section[5]/table-wrap[1]#pone.0154329.t001"}}, {"id": "asset:table:pmid:27100182:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:6ba293e32f6986658b418addf7c8edb71300e0c1cb9a87d4e5a4f1b18e9bbefc", "bytes": 2404, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[16]/table-wrap[1]#pone.0154329.t002", "version": null, "note": "Development of bacterial numbers in feces of pigs (n = 4 per treatment) over time (log10 16S ribosomal RNA gene copies/g FM).", "structure": {"pmcid": "PMC4839692", "section_index": 16, "section_title": "Effect of diet composition on the total fecal microbiota", "row_count": 24, "column_count": 13}, "table": {"label": "Table 2", "caption": "Development of bacterial numbers in feces of pigs (n = 4 per treatment) over time (log10 16S ribosomal RNA gene copies/g FM).", "rows": [["", "", "", "", "Experimental Week", "Pooled SEM", "P-Values"], ["", "", "", "1", "2", "3", "4", "5", "6", "7", "", "Diet", "Week*Diet (HF or LF)"], ["", "Total bacteria", "HF", "10.3", "10.3", "10.3", "10.3", "10.2", "10.1", "10.2", "0.08", "0.322", "0.361"], ["", "", "LF", "10.3", "10.2", "10.2", "10.2", "10.2", "10.0", "10.1", "", "", "0.194"], ["Firmicutes", "Roseburia spp.", "HF", "8.0", "8.2", "7.9", "7.8", "8.2", "7.9", "7.9", "0.22", "0.847", "0.574"], ["", "", "LF", "8.3z", "8.2yz", "7.9wz", "7.8wxy", "8.0xz", "7.5w", "7.7wx", "", "", "0.014"], ["", "Lactobacillus spp.", "HF", "7.9", "7.2a", "8.0", "7.5", "7.4a", "7.3", "7.4", "0.22", "<0.001", "0.145"], ["", "", "LF", "8.2", "8.2b", "8.2", "8.2", "8.1b", "7.7", "7.9", "", "", "0.609"], ["", "Clostridium leptum", "HF", "7.3awx", "6.9aw", "8.3y", "7.7x", "8.3y", "8.0xy", "8.4y", "0.31", "0.016", "0.004"], ["", "", "LF", "8.8b", "8.7b", "8.6", "8.6", "8.8", "8.4", "8.4", "", "", "0.817"], ["", "Clostridium XIVab", "HF", "9.2", "9.3", "9.4", "9.2", "9.3", "9.2", "9.2", "0.15", "0.360", "0.925"], ["", "", "LF", "9.3", "9.3", "9.3", "9.1", "9.0", "9.0", "9.2", "", "", "0.406"], ["", "Enterococcus spp.", "HF", "7.0x", "6.7wx", "6.4w", "6.6wx", "6.8x", "6.8x", "6.4w", "0.14", "0.637", "0.032"], ["", "", "LF", "7.0", "6.8", "6.6", "6.5", "6.6", "6.5", "6.5", "", "", "0.218"], ["", "F. prausnitzii", "HF", "5.4a", "5.0a", "6.1a", "5.8a", "6.3a", "5.7", "6.2", "0.43", "0.009", "0.077"], ["", "", "LF", "7.8b", "7.7b", "7.5b", "7.4b", "7.7b", "7.0", "7.0", "", "", "0.378"], ["Bacteroidetes", "Bacteroides group", "HF", "9.3w", "9.4w", "9.4w", "9.4w", "9.0x", "8.8x", "8.9x", "0.10", "0.490", "<0.001"], ["", "", "LF", "9.4z", "9.3yz", "9.1xy", "9.3yz", "8.9wx", "8.9wx", "8.8w", "", "", "<0.001"], ["", "Prevotella spp.", "HF", "9.7", "9.7", "9.5", "9.7", "9.7", "9.4", "9.6", "0.11", "0.512", "0.346"], ["", "", "LF", "9.8", "9.7", "9.4", "9.6", "9.6", "9.6", "9.5", "", "", "0.291"], ["Actinobacteria", "Bifidobacterium spp.", "HF", "5.5aw", "5.6aw", "5.3aw", "6.6ax", "6.0awx", "5.8awx", "5.1aw", "0.32", "<0.001", "0.033"], ["", "", "LF", "8.1b", "8.3b", "8.2b", "8.3b", "8.5b", "7.7b", "7.9b", "", "", "0.506"], ["Proteobacteria", "Enterobacteriaceae", "HF", "8.3a", "8.3a", "7.4a", "8.3a", "8.3a", "8.3a", "7.8a", "0.31", "<0.001", "0.097"], ["", "", "LF", "6.3bx", "6.0bwx", "5.4bw", "6.3bx", "5.5bw", "6.7bx", "6.1bwx", "", "", "0.012"]], "row_count": 24, "column_count": 13, "numeric_cells": 205, "header_rows": 2, "locator": "section[16]/table-wrap[1]#pone.0154329.t002"}}, {"id": "asset:table:pmid:27100182:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:5cf934daff0e2eb2b69f75c036ae50391cefaa3c434b3b84f9b62791386139d9", "bytes": 1380, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[1]#pone.0154329.t003", "version": null, "note": "Development of short-chain fatty acids (SCFA) and ammonia contents in feces of pigs (n = 4 per treatment) over time.", "structure": {"pmcid": "PMC4839692", "section_index": 18, "section_title": "Effect of diet composition on fecal microbial metabolites", "row_count": 13, "column_count": 12}, "table": {"label": "Table 3", "caption": "Development of short-chain fatty acids (SCFA) and ammonia contents in feces of pigs (n = 4 per treatment) over time.", "rows": [["", "", "Experimental Week", "Pooled SEM", "P-Values"], ["", "", "1", "2", "3", "4", "5", "6", "7", "", "Diet", "Week*Diet (HF or LF)"], ["SCFA, mmol/kg of DM", "", "", "", "", "", "", "", "", "", "", ""], ["Acetate", "HF", "110.5a", "108.5a", "134.6a", "121.8a", "123.0a", "123.8a", "147.8a", "26.08", "<0.001", "0.837"], ["", "LF", "285.5bwxy", "314.2bwy", "268.9bwx", "305.3bwxy", "338.1by", "248.8bx", "253.8bx", "", "", "0.029"], ["Propionate", "HF", "77.9", "74.6", "63.7a", "75.5", "76.0a", "76.4a", "65.9", "11.69", "0.021", "0.924"], ["", "LF", "91.6", "102.8", "105.7b", "104.8", "112.4b", "111.6b", "89.7", "", "", "0.534"], ["Butyrate", "HF", "39.5a", "34.0a", "30.2a", "35.5a", "43.9a", "42.2", "45.7", "6.84", "0.018", "0.131"], ["", "LF", "61.9b", "72.4b", "54.4b", "61.0b", "67.9b", "55.5", "54.9", "", "", "0.148"], ["Total1", "HF", "270.0a", "258.1a", "255.9a", "270.5a", "283.4a", "281.8a", "293.4a", "42.71", "0.002", "0.923"], ["", "LF", "481.4b", "537.2b", "469.5b", "517.5b", "569.1b", "486.6b", "442.5b", "", "", "0.090"], ["Ammonia, mmol/kg of DM", "HF", "12.7", "10.9", "9.1", "11.7", "13.8", "13.0", "13.3", "1.31", "0.249", "0.176"], ["", "LF", "14.7", "12.6", "10.6", "12.1", "14.9", "14.4", "11.0", "", "", "0.131"]], "row_count": 13, "column_count": 12, "numeric_cells": 97, "header_rows": 2, "locator": "section[18]/table-wrap[1]#pone.0154329.t003"}}], "gaps": ["asset:data:geo:PXD003447 not downloaded", "asset:data:geo:PXD003447 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "regression_modelling", "specific": "mixed_effects", "label": "Regression modelling", "dsl_operations": [], "missing_operations": ["regression_modelling_mixed_effects"], "expressible": false, "parameters": {}, "data_shapes": ["predictors_and_outcome"], "evidence": {"score": 0.8, "band": "high", "quote": "mixed model"}}, {"id": "method-2", "family": null, "specific": null, "label": "Repeated-measures linear mixed-model analysis using the MIXED procedure in SAS", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Using the selected correlation structure, the data were subjected to a mixed model analysis using the MIXED procedure of SAS."}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "regression_modelling_mixed_effects", "expected_value": 0.05, "unit": "p-value", "tolerance": null, "state": "complete", "note": "The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold."}], "gaps": ["method.reader_named_unmapped", "method.regression_modelling_mixed_effects"]}, "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": false, "required_operations": [], "missing_operations": ["regression_modelling_mixed_effects"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: mixed_effects."}, "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": ["PXD003447"], "resolved_accessions": ["PXD003447"], "statements": ["All relevant data are within the paper and its Supporting Information files."], "basis": "The paper names PXD003447 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": [], "assets": ["source:pmid:27100182", "data:geo:PXD003447", "asset:table:pmid:27100182:1", "asset:table:pmid:27100182:2", "asset:table:pmid:27100182:3"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "regression_modelling_mixed_effects", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD003447"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:28:28Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 8, "usage": {"prompt_tokens": 130330, "completion_tokens": 4271, "cached_tokens": 1560}}, "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:27100182", "type": "paper", "label": "pmid:27100182"}, {"id": "source:pmid:27100182", "type": "manuscript", "label": "PMID 27100182 full text"}, {"id": "data:geo:PXD003447", "type": "dataset", "label": "GEO PXD003447"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:27100182", "type": "paper", "label": "pmid:27100182"}, {"id": "source:pmid:27100182", "type": "manuscript", "label": "PMID 27100182 full text"}, {"id": "data:geo:PXD003447", "type": "dataset", "label": "GEO PXD003447"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-27100182", "type": "extraction", "used": ["source:pmid:27100182"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD003447", "type": "accession_resolution", "used": ["data:geo:PXD003447"], "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:27100182", "parent_hash": "sha256:d9c4c114ea14a35b455906cad521df2295bec7a1ec59f6d706cb39aae1b5a344", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:PXD003447 licence not read", "asset:data:geo:PXD003447 not downloaded", "execution.not_run", "method.reader_named_unmapped", "method.regression_modelling_mixed_effects", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:regression_modelling_mixed_effects"], "assays": [{"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["microbiota were assessed using quantitative real-time PCR, DNA fingerprinting and metaproteomics. Furt", "als S1 TableOligonucleotide primers used for real-time PCR.(DOCX)Click here for additional data file. S"], "order_basis": "paper_text_order:773", "id": "assay:1"}, {"role": "analysis", "definition_id": "regression_modelling", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["mixed model"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}