← All .science files
pmid:36303797
Development of a Machine Learning Classifier for Brain Tumors Diagnosis Based on DNA Methylation Profile.
Yuxing Chen · Yixin Yan · Moping Xu · Wen Chen · Jinyu Lin · Yan Zhao · Junze Wu · Xianlong Wang
Frontiers in bioinformatics · 2021 doi:10.3389/fbinf.2021.744345
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 · 8 items
claims array · 3 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] object · 6 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 · 3 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 1104 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 2801 items
gaps array · 4 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 · 2 items
resolved_accessions array · 2 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 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 · 11 items
assays array · 1 item
[0] 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:36303797", "kind": "science-record", "revision": 4, "content_hash": "sha256:922be90943dd4ee9e3a107f78fe9459fa40c39509b24b4ed31909f47f27348e6", "created_at": "2026-11-01T18:15:43Z", "updated_at": "2026-11-01T22:07:58Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Development of a Machine Learning Classifier for Brain Tumors Diagnosis Based on DNA Methylation Profile.", "doi": "10.3389/fbinf.2021.744345", "pmid": "36303797", "authors": ["Yuxing Chen", "Yixin Yan", "Moping Xu", "Wen Chen", "Jinyu Lin", "Yan Zhao", "Junze Wu", "Xianlong Wang"], "journal": "Frontiers in bioinformatics", "year": 2021, "abstract": "Background: More than 150 types of brain tumors have been documented. Accurate diagnosis is important for making appropriate therapeutic decisions in treating the diseases. The goal of this study is to develop a DNA methylation profile-based classifier to accurately identify various kinds of brain tumors. Methods: Thirteen datasets of DNA methylation profiles were downloaded from the Gene Expression Omnibus (GEO) database, of which GSE90496 and GSE109379 were used as the training set and the validation set, respectively, and the remaining 11 sets were used as the independent test set. The random forest algorithm was used to select the CpG sites based on the importance of the features and a multilayer perceptron (MLP) model was trained to classify the samples. Deconvolution with the debCAM package was used to explore the cellular composition difference among tumors. Results: From training datasets with 2,801 samples, 396,568 CpG sites were retained after preprocessing, of which 767 were selected as the modeling features. A three-layer MLP model was developed, which consists of 1,320 nodes in the hidden layer, to predict the histological types of brain tumors. The prediction accuracy is 99.2, 87.0, and 96.58%, respectively, on the training, validation and test sets. The results of deconvolution analysis showed that the cell proportions of different tumor subtypes were different, and it is approximately enough to distinguish different tumor entities. Conclusion: We developed a classifier that is robust for the classification of central nervous system tumors, and tried to analyze the reasons for the classification performance.", "claims": [{"id": "claim-method", "statement": "A 3-layer perceptron model was developed for classification (Figure 4A), in which the input and output layers consist of 767 and 91 nodes, respectively, while the hidden layer consists of 1,320 nodes in the optimized model.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36303797", "locator": "sections[11] \"Performance Evaluation of 3-Layer Perceptron Model in the Training and Validation Datasets\" paragraph 2", "quote": "A 3-layer perceptron model was developed for classification (Figure 4A), in which the input and output layers consist of 767 and 91 nodes, respectively, while the hidden layer consists of 1,320 nodes in the optimized model."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36303797", "locator": "sections[16] \"Data Availability Statement\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The prediction accuracy of the MLP model on this test set is 96.58% (Supplementary Figure S3).", "kind": "quantitative", "target": {"value": 96.58, "unit": "per cent", "tolerance": null, "source": "The prediction accuracy of the MLP model on this test set is 96.58% (Supplementary Figure S3)."}, "evidence": [{"asset": "source:pmid:36303797", "locator": "sections[12] \"Performance of the Multilayer Perceptron Classifier Evaluated in the Independent Test Set\" paragraph 2", "quote": "The prediction accuracy of the MLP model on this test set is 96.58% (Supplementary Figure S3)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "The prediction accuracy of the MLP model on this test set is 96.58% (Supplementary Figure S3).", "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:36303797"], "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:GSE109379"], "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:machine_learning_random_forest", "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:GSE109379"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:machine_learning_random_forest"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36303797", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fbinf.2021.744345", "sha256": "sha256:d55d483a041fc8294669efd75063d0e0aecb8be7e18f50d65f65a3e677ff4398", "bytes": 35018, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fbinf.2021.744345", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9581020", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE109379", "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=GSE109379", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE109379", "version": null, "note": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2940725", "GSM2940726", "GSM2940727", "GSM2940728", "GSM2940729", "GSM2940730", "GSM2940731", "GSM2940732", "GSM2940733", "GSM2940734", "GSM2940735", "GSM2940736", "GSM2940737", "GSM2940738", "GSM2940739", "GSM2940740", "GSM2940741", "GSM2940742", "GSM2940743", "GSM2940744", "GSM2940745", "GSM2940746", "GSM2940747", "GSM2940748", "GSM2940749", "GSM2940750", "GSM2940751", "GSM2940752", "GSM2940753", "GSM2940754", "GSM2940755", "GSM2940756", "GSM2940757", "GSM2940758", "GSM2940759", "GSM2940760", "GSM2940761", "GSM2940762", "GSM2940763", "GSM2940764", "GSM2940765", "GSM2940766", "GSM2940767", "GSM2940768", "GSM2940769", "GSM2940770", "GSM2940771", "GSM2940772", "GSM2940773", "GSM2940774", "GSM2940775", "GSM2940776", "GSM2940777", "GSM2940778", "GSM2940779", "GSM2940780", "GSM2940781", "GSM2940782", "GSM2940783", "GSM2940784", "GSM2940785", "GSM2940786", "GSM2940787", "GSM2940788", "GSM2940789", "GSM2940790", "GSM2940791", "GSM2940792", "GSM2940793", "GSM2940794", "GSM2940795", "GSM2940796", "GSM2940797", "GSM2940798", "GSM2940799", "GSM2940800", "GSM2940801", "GSM2940802", "GSM2940803", "GSM2940804", "GSM2940805", "GSM2940806", "GSM2940807", "GSM2940808", "GSM2940809", "GSM2940810", "GSM2940811", "GSM2940812", "GSM2940813", "GSM2940814", "GSM2940815", "GSM2940816", "GSM2940817", "GSM2940818", "GSM2940819", "GSM2940820", "GSM2940821", "GSM2940822", "GSM2940823", "GSM2940824", "GSM2940825", "GSM2940826", "GSM2940827", "GSM2940828", "GSM2940829", "GSM2940830", "GSM2940831", "GSM2940832", "GSM2940833", "GSM2940834", "GSM2940835", "GSM2940836", "GSM2940837", "GSM2940838", "GSM2940839", "GSM2940840", "GSM2940841", "GSM2940842", "GSM2940843", "GSM2940844", "GSM2940845", "GSM2940846", "GSM2940847", "GSM2940848", "GSM2940849", "GSM2940850", "GSM2940851", "GSM2940852", "GSM2940853", "GSM2940854", "GSM2940855", "GSM2940856", "GSM2940857", "GSM2940858", "GSM2940859", "GSM2940860", "GSM2940861", "GSM2940862", "GSM2940863", "GSM2940864", "GSM2940865", "GSM2940866", "GSM2940867", "GSM2940868", "GSM2940869", "GSM2940870", "GSM2940871", "GSM2940872", "GSM2940873", "GSM2940874", "GSM2940875", "GSM2940876", "GSM2940877", "GSM2940878", "GSM2940879", "GSM2940880", "GSM2940881", "GSM2940882", "GSM2940883", "GSM2940884", "GSM2940885", "GSM2940886", "GSM2940887", "GSM2940888", "GSM2940889", "GSM2940890", "GSM2940891", "GSM2940892", "GSM2940893", "GSM2940894", "GSM2940895", "GSM2940896", "GSM2940897", "GSM2940898", "GSM2940899", "GSM2940900", "GSM2940901", "GSM2940902", "GSM2940903", "GSM2940904", "GSM2940905", "GSM2940906", "GSM2940907", "GSM2940908", "GSM2940909", "GSM2940910", "GSM2940911", "GSM2940912", "GSM2940913", "GSM2940914", "GSM2940915", "GSM2940916", "GSM2940917", "GSM2940918", "GSM2940919", "GSM2940920", "GSM2940921", "GSM2940922", "GSM2940923", "GSM2940924", "GSM2940925", "GSM2940926", "GSM2940927", "GSM2940928", "GSM2940929", "GSM2940930", "GSM2940931", "GSM2940932", "GSM2940933", "GSM2940934", "GSM2940935", "GSM2940936", "GSM2940937", "GSM2940938", "GSM2940939", "GSM2940940", "GSM2940941", "GSM2940942", "GSM2940943", "GSM2940944", "GSM2940945", "GSM2940946", "GSM2940947", "GSM2940948", "GSM2940949", "GSM2940950", "GSM2940951", "GSM2940952", "GSM2940953", "GSM2940954", "GSM2940955", "GSM2940956", "GSM2940957", "GSM2940958", "GSM2940959", "GSM2940960", "GSM2940961", "GSM2940962", "GSM2940963", "GSM2940964", "GSM2940965", "GSM2940966", "GSM2940967", "GSM2940968", "GSM2940969", "GSM2940970", "GSM2940971", "GSM2940972", "GSM2940973", "GSM2940974", "GSM2940975", "GSM2940976", "GSM2940977", "GSM2940978", "GSM2940979", "GSM2940980", "GSM2940981", "GSM2940982", "GSM2940983", "GSM2940984", "GSM2940985", "GSM2940986", "GSM2940987", "GSM2940988", "GSM2940989", "GSM2940990", "GSM2940991", "GSM2940992", "GSM2940993", "GSM2940994", "GSM2940995", "GSM2940996", "GSM2940997", "GSM2940998", "GSM2940999", "GSM2941000", "GSM2941001", "GSM2941002", "GSM2941003", "GSM2941004", "GSM2941005", "GSM2941006", "GSM2941007", "GSM2941008", "GSM2941009", "GSM2941010", "GSM2941011", "GSM2941012", "GSM2941013", "GSM2941014", "GSM2941015", "GSM2941016", "GSM2941017", "GSM2941018", "GSM2941019", "GSM2941020", "GSM2941021", "GSM2941022", "GSM2941023", "GSM2941024", "GSM2941025", "GSM2941026", "GSM2941027", "GSM2941028", "GSM2941029", "GSM2941030", "GSM2941031", "GSM2941032", "GSM2941033", "GSM2941034", "GSM2941035", "GSM2941036", "GSM2941037", "GSM2941038", "GSM2941039", "GSM2941040", "GSM2941041", "GSM2941042", "GSM2941043", "GSM2941044", "GSM2941045", "GSM2941046", "GSM2941047", "GSM2941048", "GSM2941049", "GSM2941050", "GSM2941051", "GSM2941052", "GSM2941053", "GSM2941054", "GSM2941055", "GSM2941056", "GSM2941057", "GSM2941058", "GSM2941059", "GSM2941060", "GSM2941061", "GSM2941062", "GSM2941063", "GSM2941064", "GSM2941065", "GSM2941066", "GSM2941067", "GSM2941068", "GSM2941069", "GSM2941070", "GSM2941071", "GSM2941072", "GSM2941073", "GSM2941074", "GSM2941075", "GSM2941076", "GSM2941077", "GSM2941078", "GSM2941079", "GSM2941080", "GSM2941081", "GSM2941082", "GSM2941083", "GSM2941084", "GSM2941085", "GSM2941086", "GSM2941087", "GSM2941088", "GSM2941089", "GSM2941090", "GSM2941091", "GSM2941092", "GSM2941093", "GSM2941094", "GSM2941095", "GSM2941096", "GSM2941097", "GSM2941098", "GSM2941099", "GSM2941100", "GSM2941101", "GSM2941102", "GSM2941103", "GSM2941104", "GSM2941105", "GSM2941106", "GSM2941107", "GSM2941108", "GSM2941109", "GSM2941110", "GSM2941111", "GSM2941112", "GSM2941113", "GSM2941114", "GSM2941115", "GSM2941116", "GSM2941117", "GSM2941118", "GSM2941119", "GSM2941120", "GSM2941121", "GSM2941122", "GSM2941123", "GSM2941124", "GSM2941125", "GSM2941126", "GSM2941127", "GSM2941128", "GSM2941129", "GSM2941130", "GSM2941131", "GSM2941132", "GSM2941133", "GSM2941134", "GSM2941135", "GSM2941136", "GSM2941137", "GSM2941138", "GSM2941139", "GSM2941140", "GSM2941141", "GSM2941142", "GSM2941143", "GSM2941144", "GSM2941145", "GSM2941146", "GSM2941147", "GSM2941148", "GSM2941149", "GSM2941150", "GSM2941151", "GSM2941152", "GSM2941153", "GSM2941154", "GSM2941155", "GSM2941156", "GSM2941157", "GSM2941158", "GSM2941159", "GSM2941160", "GSM2941161", "GSM2941162", "GSM2941163", "GSM2941164", "GSM2941165", "GSM2941166", "GSM2941167", "GSM2941168", "GSM2941169", "GSM2941170", "GSM2941171", "GSM2941172", "GSM2941173", "GSM2941174", "GSM2941175", "GSM2941176", "GSM2941177", "GSM2941178", "GSM2941179", "GSM2941180", "GSM2941181", "GSM2941182", "GSM2941183", "GSM2941184", "GSM2941185", "GSM2941186", "GSM2941187", "GSM2941188", "GSM2941189", "GSM2941190", "GSM2941191", "GSM2941192", "GSM2941193", "GSM2941194", "GSM2941195", "GSM2941196", "GSM2941197", "GSM2941198", "GSM2941199", "GSM2941200", "GSM2941201", "GSM2941202", "GSM2941203", "GSM2941204", "GSM2941205", "GSM2941206", "GSM2941207", "GSM2941208", "GSM2941209", "GSM2941210", "GSM2941211", "GSM2941212", "GSM2941213", "GSM2941214", "GSM2941215", "GSM2941216", "GSM2941217", "GSM2941218", "GSM2941219", "GSM2941220", "GSM2941221", "GSM2941222", "GSM2941223", "GSM2941224", "GSM2941225", "GSM2941226", "GSM2941227", "GSM2941228", "GSM2941229", "GSM2941230", "GSM2941231", "GSM2941232", "GSM2941233", "GSM2941234", "GSM2941235", "GSM2941236", "GSM2941237", "GSM2941238", "GSM2941239", "GSM2941240", "GSM2941241", "GSM2941242", "GSM2941243", "GSM2941244", "GSM2941245", "GSM2941246", "GSM2941247", "GSM2941248", "GSM2941249", "GSM2941250", "GSM2941251", "GSM2941252", "GSM2941253", "GSM2941254", "GSM2941255", "GSM2941256", "GSM2941257", "GSM2941258", "GSM2941259", "GSM2941260", "GSM2941261", "GSM2941262", "GSM2941263", "GSM2941264", "GSM2941265", "GSM2941266", "GSM2941267", "GSM2941268", "GSM2941269", "GSM2941270", "GSM2941271", "GSM2941272", "GSM2941273", "GSM2941274", "GSM2941275", "GSM2941276", "GSM2941277", "GSM2941278", "GSM2941279", "GSM2941280", "GSM2941281", "GSM2941282", "GSM2941283", "GSM2941284", "GSM2941285", "GSM2941286", "GSM2941287", "GSM2941288", "GSM2941289", "GSM2941290", "GSM2941291", "GSM2941292", "GSM2941293", "GSM2941294", "GSM2941295", "GSM2941296", "GSM2941297", "GSM2941298", "GSM2941299", "GSM2941300", "GSM2941301", "GSM2941302", "GSM2941303", "GSM2941304", "GSM2941305", "GSM2941306", "GSM2941307", "GSM2941308", "GSM2941309", "GSM2941310", "GSM2941311", "GSM2941312", "GSM2941313", "GSM2941314", "GSM2941315", "GSM2941316", "GSM2941317", "GSM2941318", "GSM2941319", "GSM2941320", "GSM2941321", "GSM2941322", "GSM2941323", "GSM2941324", "GSM2941325", "GSM2941326", "GSM2941327", "GSM2941328", "GSM2941329", "GSM2941330", "GSM2941331", "GSM2941332", "GSM2941333", "GSM2941334", "GSM2941335", "GSM2941336", "GSM2941337", "GSM2941338", "GSM2941339", "GSM2941340", "GSM2941341", "GSM2941342", "GSM2941343", "GSM2941344", "GSM2941345", "GSM2941346", "GSM2941347", "GSM2941348", "GSM2941349", "GSM2941350", "GSM2941351", "GSM2941352", "GSM2941353", "GSM2941354", "GSM2941355", "GSM2941356", "GSM2941357", "GSM2941358", "GSM2941359", "GSM2941360", "GSM2941361", "GSM2941362", "GSM2941363", "GSM2941364", "GSM2941365", "GSM2941366", "GSM2941367", "GSM2941368", "GSM2941369", "GSM2941370", "GSM2941371", "GSM2941372", "GSM2941373", "GSM2941374", "GSM2941375", "GSM2941376", "GSM2941377", "GSM2941378", "GSM2941379", "GSM2941380", "GSM2941381", "GSM2941382", "GSM2941383", "GSM2941384", "GSM2941385", "GSM2941386", "GSM2941387", "GSM2941388", "GSM2941389", "GSM2941390", "GSM2941391", "GSM2941392", "GSM2941393", "GSM2941394", "GSM2941395", "GSM2941396", "GSM2941397", "GSM2941398", "GSM2941399", "GSM2941400", "GSM2941401", "GSM2941402", "GSM2941403", "GSM2941404", "GSM2941405", "GSM2941406", "GSM2941407", "GSM2941408", "GSM2941409", "GSM2941410", "GSM2941411", "GSM2941412", "GSM2941413", "GSM2941414", "GSM2941415", "GSM2941416", "GSM2941417", "GSM2941418", "GSM2941419", "GSM2941420", "GSM2941421", "GSM2941422", "GSM2941423", "GSM2941424", "GSM2941425", "GSM2941426", "GSM2941427", "GSM2941428", "GSM2941429", "GSM2941430", "GSM2941431", "GSM2941432", "GSM2941433", "GSM2941434", "GSM2941435", "GSM2941436", "GSM2941437", "GSM2941438", "GSM2941439", "GSM2941440", "GSM2941441", "GSM2941442", "GSM2941443", "GSM2941444", "GSM2941445", "GSM2941446", "GSM2941447", "GSM2941448", "GSM2941449", "GSM2941450", "GSM2941451", "GSM2941452", "GSM2941453", "GSM2941454", "GSM2941455", "GSM2941456", "GSM2941457", "GSM2941458", "GSM2941459", "GSM2941460", "GSM2941461", "GSM2941462", "GSM2941463", "GSM2941464", "GSM2941465", "GSM2941466", "GSM2941467", "GSM2941468", "GSM2941469", "GSM2941470", "GSM2941471", "GSM2941472", "GSM2941473", "GSM2941474", "GSM2941475", "GSM2941476", "GSM2941477", "GSM2941478", "GSM2941479", "GSM2941480", "GSM2941481", "GSM2941482", "GSM2941483", "GSM2941484", "GSM2941485", "GSM2941486", "GSM2941487", "GSM2941488", "GSM2941489", "GSM2941490", "GSM2941491", "GSM2941492", "GSM2941493", "GSM2941494", "GSM2941495", "GSM2941496", "GSM2941497", "GSM2941498", "GSM2941499", "GSM2941500", "GSM2941501", "GSM2941502", "GSM2941503", "GSM2941504", "GSM2941505", "GSM2941506", "GSM2941507", "GSM2941508", "GSM2941509", "GSM2941510", "GSM2941511", "GSM2941512", "GSM2941513", "GSM2941514", "GSM2941515", "GSM2941516", "GSM2941517", "GSM2941518", "GSM2941519", "GSM2941520", "GSM2941521", "GSM2941522", "GSM2941523", "GSM2941524", "GSM2941525", "GSM2941526", "GSM2941527", "GSM2941528", "GSM2941529", "GSM2941530", "GSM2941531", "GSM2941532", "GSM2941533", "GSM2941534", "GSM2941535", "GSM2941536", "GSM2941537", "GSM2941538", "GSM2941539", "GSM2941540", "GSM2941541", "GSM2941542", "GSM2941543", "GSM2941544", "GSM2941545", "GSM2941546", "GSM2941547", "GSM2941548", "GSM2941549", "GSM2941550", "GSM2941551", "GSM2941552", "GSM2941553", "GSM2941554", "GSM2941555", "GSM2941556", "GSM2941557", "GSM2941558", "GSM2941559", "GSM2941560", "GSM2941561", "GSM2941562", "GSM2941563", "GSM2941564", "GSM2941565", "GSM2941566", "GSM2941567", "GSM2941568", "GSM2941569", "GSM2941570", "GSM2941571", "GSM2941572", "GSM2941573", "GSM2941574", "GSM2941575", "GSM2941576", "GSM2941577", "GSM2941578", "GSM2941579", "GSM2941580", "GSM2941581", "GSM2941582", "GSM2941583", "GSM2941584", "GSM2941585", "GSM2941586", "GSM2941587", "GSM2941588", "GSM2941589", "GSM2941590", "GSM2941591", "GSM2941592", "GSM2941593", "GSM2941594", "GSM2941595", "GSM2941596", "GSM2941597", "GSM2941598", "GSM2941599", "GSM2941600", "GSM2941601", "GSM2941602", "GSM2941603", "GSM2941604", "GSM2941605", "GSM2941606", "GSM2941607", "GSM2941608", "GSM2941609", "GSM2941610", "GSM2941611", "GSM2941612", "GSM2941613", "GSM2941614", "GSM2941615", "GSM2941616", "GSM2941617", "GSM2941618", "GSM2941619", "GSM2941620", "GSM2941621", "GSM2941622", "GSM2941623", "GSM2941624", "GSM2941625", "GSM2941626", "GSM2941627", "GSM2941628", "GSM2941629", "GSM2941630", "GSM2941631", "GSM2941632", "GSM2941633", "GSM2941634", "GSM2941635", "GSM2941636", "GSM2941637", "GSM2941638", "GSM2941639", "GSM2941640", "GSM2941641", "GSM2941642", "GSM2941643", "GSM2941644", "GSM2941645", "GSM2941646", "GSM2941647", "GSM2941648", "GSM2941649", "GSM2941650", "GSM2941651", "GSM2941652", "GSM2941653", "GSM2941654", "GSM2941655", "GSM2941656", "GSM2941657", "GSM2941658", "GSM2941659", "GSM2941660", "GSM2941661", "GSM2941662", "GSM2941663", "GSM2941664", "GSM2941665", "GSM2941666", "GSM2941667", "GSM2941668", "GSM2941669", "GSM2941670", "GSM2941671", "GSM2941672", "GSM2941673", "GSM2941674", "GSM2941675", "GSM2941676", "GSM2941677", "GSM2941678", "GSM2941679", "GSM2941680", "GSM2941681", "GSM2941682", "GSM2941683", "GSM2941684", "GSM2941685", "GSM2941686", "GSM2941687", "GSM2941688", "GSM2941689", "GSM2941690", "GSM2941691", "GSM2941692", "GSM2941693", "GSM2941694", "GSM2941695", "GSM2941696", "GSM2941697", "GSM2941698", "GSM2941699", "GSM2941700", "GSM2941701", "GSM2941702", "GSM2941703", "GSM2941704", "GSM2941705", "GSM2941706", "GSM2941707", "GSM2941708", "GSM2941709", "GSM2941710", "GSM2941711", "GSM2941712", "GSM2941713", "GSM2941714", "GSM2941715", "GSM2941716", "GSM2941717", "GSM2941718", "GSM2941719", "GSM2941720", "GSM2941721", "GSM2941722", "GSM2941723", "GSM2941724", "GSM2941725", "GSM2941726", "GSM2941727", "GSM2941728", "GSM2941729", "GSM2941730", "GSM2941731", "GSM2941732", "GSM2941733", "GSM2941734", "GSM2941735", "GSM2941736", "GSM2941737", "GSM2941738", "GSM2941739", "GSM2941740", "GSM2941741", "GSM2941742", "GSM2941743", "GSM2941744", "GSM2941745", "GSM2941746", "GSM2941747", "GSM2941748", "GSM2941749", "GSM2941750", "GSM2941751", "GSM2941752", "GSM2941753", "GSM2941754", "GSM2941755", "GSM2941756", "GSM2941757", "GSM2941758", "GSM2941759", "GSM2941760", "GSM2941761", "GSM2941762", "GSM2941763", "GSM2941764", "GSM2941765", "GSM2941766", "GSM2941767", "GSM2941768", "GSM2941769", "GSM2941770", "GSM2941771", "GSM2941772", "GSM2941773", "GSM2941774", "GSM2941775", "GSM2941776", "GSM2941777", "GSM2941778", "GSM2941779", "GSM2941780", "GSM2941781", "GSM2941782", "GSM2941783", "GSM2941784", "GSM2941785", "GSM2941786", "GSM2941787", "GSM2941788", "GSM2941789", "GSM2941790", "GSM2941791", "GSM2941792", "GSM2941793", "GSM2941794", "GSM2941795", "GSM2941796", "GSM2941797", "GSM2941798", "GSM2941799", "GSM2941800", "GSM2941801", "GSM2941802", "GSM2941803", "GSM2941804", "GSM2941805", "GSM2941806", "GSM2941807", "GSM2941808", "GSM2941809", "GSM2941810", "GSM2941811", "GSM2941812", "GSM2941813", "GSM2941814", "GSM2941815", "GSM2941816", "GSM2941817", "GSM2941818", "GSM2941819", "GSM2941820", "GSM2941821", "GSM2941822", "GSM2941823", "GSM2941824", "GSM2941825", "GSM2941826", "GSM2941827", "GSM2941828"], "sample_count": 1104, "group_sizes": null, "group_sizes_basis": null, "platform": "13534", "taxon": "Homo sapiens", "title": "DNA methylation-based classification of human central nervous system tumors [validation set]", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE90496", "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=GSE90496", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE90496", "version": null, "note": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2402854", "GSM2402855", "GSM2402856", "GSM2402857", "GSM2402858", "GSM2402859", "GSM2402860", "GSM2402861", "GSM2402862", "GSM2402863", "GSM2402864", "GSM2402865", "GSM2402866", "GSM2402867", "GSM2402868", "GSM2402869", "GSM2402870", "GSM2402871", "GSM2402872", "GSM2402873", "GSM2402874", "GSM2402875", "GSM2402876", "GSM2402877", "GSM2402878", "GSM2402879", "GSM2402880", "GSM2402881", "GSM2402882", "GSM2402883", "GSM2402884", "GSM2402885", "GSM2402886", "GSM2402887", "GSM2402888", "GSM2402889", "GSM2402890", "GSM2402891", "GSM2402892", "GSM2402893", "GSM2402894", "GSM2402895", "GSM2402896", "GSM2402897", "GSM2402898", "GSM2402899", "GSM2402900", "GSM2402901", "GSM2402902", "GSM2402903", "GSM2402904", "GSM2402905", "GSM2402906", "GSM2402907", "GSM2402908", "GSM2402909", "GSM2402910", "GSM2402911", "GSM2402912", "GSM2402913", "GSM2402914", "GSM2402915", "GSM2402916", "GSM2402917", "GSM2402918", "GSM2402919", "GSM2402920", "GSM2402921", "GSM2402922", "GSM2402923", "GSM2402924", "GSM2402925", "GSM2402926", "GSM2402927", "GSM2402928", "GSM2402929", "GSM2402930", "GSM2402931", "GSM2402932", "GSM2402933", "GSM2402934", "GSM2402935", "GSM2402936", "GSM2402937", "GSM2402938", "GSM2402939", "GSM2402940", "GSM2402941", "GSM2402942", "GSM2402943", "GSM2402944", "GSM2402945", "GSM2402946", "GSM2402947", "GSM2402948", "GSM2402949", "GSM2402950", "GSM2402951", "GSM2402952", "GSM2402953", "GSM2402954", "GSM2402955", "GSM2402956", "GSM2402957", "GSM2402958", "GSM2402959", "GSM2402960", "GSM2402961", "GSM2402962", "GSM2402963", "GSM2402964", "GSM2402965", "GSM2402966", "GSM2402967", "GSM2402968", "GSM2402969", "GSM2402970", "GSM2402971", "GSM2402972", "GSM2402973", "GSM2402974", "GSM2402975", "GSM2402976", "GSM2402977", "GSM2402978", "GSM2402979", "GSM2402980", "GSM2402981", "GSM2402982", "GSM2402983", "GSM2402984", "GSM2402985", "GSM2402986", "GSM2402987", "GSM2402988", "GSM2402989", "GSM2402990", "GSM2402991", "GSM2402992", "GSM2402993", "GSM2402994", "GSM2402995", "GSM2402996", "GSM2402997", "GSM2402998", "GSM2402999", "GSM2403000", "GSM2403001", "GSM2403002", "GSM2403003", "GSM2403004", "GSM2403005", "GSM2403006", "GSM2403007", "GSM2403008", "GSM2403009", "GSM2403010", "GSM2403011", "GSM2403012", "GSM2403013", "GSM2403014", "GSM2403015", "GSM2403016", "GSM2403017", "GSM2403018", "GSM2403019", "GSM2403020", "GSM2403021", "GSM2403022", "GSM2403023", "GSM2403024", "GSM2403025", "GSM2403026", "GSM2403027", "GSM2403028", "GSM2403029", "GSM2403030", "GSM2403031", "GSM2403032", "GSM2403033", "GSM2403034", "GSM2403035", "GSM2403036", "GSM2403037", "GSM2403038", "GSM2403039", "GSM2403040", "GSM2403041", "GSM2403042", "GSM2403043", "GSM2403044", "GSM2403045", "GSM2403046", "GSM2403047", "GSM2403048", "GSM2403049", "GSM2403050", "GSM2403051", "GSM2403052", "GSM2403053", "GSM2403054", "GSM2403055", "GSM2403056", "GSM2403057", "GSM2403058", "GSM2403059", "GSM2403060", "GSM2403061", "GSM2403062", "GSM2403063", "GSM2403064", "GSM2403065", "GSM2403066", "GSM2403067", "GSM2403068", "GSM2403069", "GSM2403070", "GSM2403071", "GSM2403072", "GSM2403073", "GSM2403074", "GSM2403075", "GSM2403076", "GSM2403077", "GSM2403078", "GSM2403079", "GSM2403080", "GSM2403081", "GSM2403082", "GSM2403083", "GSM2403084", "GSM2403085", "GSM2403086", "GSM2403087", "GSM2403088", "GSM2403089", "GSM2403090", "GSM2403091", "GSM2403092", "GSM2403093", "GSM2403094", "GSM2403095", "GSM2403096", "GSM2403097", "GSM2403098", "GSM2403099", "GSM2403100", "GSM2403101", "GSM2403102", "GSM2403103", "GSM2403104", "GSM2403105", "GSM2403106", "GSM2403107", "GSM2403108", "GSM2403109", "GSM2403110", "GSM2403111", "GSM2403112", "GSM2403113", "GSM2403114", "GSM2403115", "GSM2403116", "GSM2403117", "GSM2403118", "GSM2403119", "GSM2403120", "GSM2403121", "GSM2403122", "GSM2403123", "GSM2403124", "GSM2403125", "GSM2403126", "GSM2403127", "GSM2403128", "GSM2403129", "GSM2403130", "GSM2403131", "GSM2403132", "GSM2403133", "GSM2403134", "GSM2403135", "GSM2403136", "GSM2403137", "GSM2403138", "GSM2403139", "GSM2403140", "GSM2403141", "GSM2403142", "GSM2403143", "GSM2403144", "GSM2403145", "GSM2403146", "GSM2403147", "GSM2403148", "GSM2403149", "GSM2403150", "GSM2403151", "GSM2403152", "GSM2403153", "GSM2403154", "GSM2403155", "GSM2403156", "GSM2403157", "GSM2403158", "GSM2403159", "GSM2403160", "GSM2403161", "GSM2403162", "GSM2403163", "GSM2403164", "GSM2403165", "GSM2403166", "GSM2403167", "GSM2403168", "GSM2403169", "GSM2403170", "GSM2403171", "GSM2403172", "GSM2403173", "GSM2403174", "GSM2403175", "GSM2403176", "GSM2403177", "GSM2403178", "GSM2403179", "GSM2403180", "GSM2403181", "GSM2403182", "GSM2403183", "GSM2403184", "GSM2403185", "GSM2403186", "GSM2403187", "GSM2403188", "GSM2403189", "GSM2403190", "GSM2403191", "GSM2403192", "GSM2403193", "GSM2403194", "GSM2403195", "GSM2403196", "GSM2403197", "GSM2403198", "GSM2403199", "GSM2403200", "GSM2403201", "GSM2403202", "GSM2403203", "GSM2403204", "GSM2403205", "GSM2403206", "GSM2403207", "GSM2403208", "GSM2403209", "GSM2403210", "GSM2403211", "GSM2403212", "GSM2403213", "GSM2403214", "GSM2403215", "GSM2403216", "GSM2403217", "GSM2403218", "GSM2403219", "GSM2403220", "GSM2403221", "GSM2403222", "GSM2403223", "GSM2403224", "GSM2403225", "GSM2403226", "GSM2403227", "GSM2403228", "GSM2403229", "GSM2403230", "GSM2403231", "GSM2403232", "GSM2403233", "GSM2403234", "GSM2403235", "GSM2403236", "GSM2403237", "GSM2403238", "GSM2403239", "GSM2403240", "GSM2403241", "GSM2403242", "GSM2403243", "GSM2403244", "GSM2403245", "GSM2403246", "GSM2403247", "GSM2403248", "GSM2403249", "GSM2403250", "GSM2403251", "GSM2403252", "GSM2403253", "GSM2403254", "GSM2403255", "GSM2403256", "GSM2403257", "GSM2403258", "GSM2403259", "GSM2403260", "GSM2403261", "GSM2403262", "GSM2403263", "GSM2403264", "GSM2403265", "GSM2403266", "GSM2403267", "GSM2403268", "GSM2403269", "GSM2403270", "GSM2403271", "GSM2403272", "GSM2403273", "GSM2403274", "GSM2403275", "GSM2403276", "GSM2403277", "GSM2403278", "GSM2403279", "GSM2403280", "GSM2403281", "GSM2403282", "GSM2403283", "GSM2403284", "GSM2403285", "GSM2403286", "GSM2403287", "GSM2403288", "GSM2403289", "GSM2403290", "GSM2403291", "GSM2403292", "GSM2403293", "GSM2403294", "GSM2403295", "GSM2403296", "GSM2403297", "GSM2403298", "GSM2403299", "GSM2403300", "GSM2403301", "GSM2403302", "GSM2403303", "GSM2403304", "GSM2403305", "GSM2403306", "GSM2403307", "GSM2403308", "GSM2403309", "GSM2403310", "GSM2403311", "GSM2403312", "GSM2403313", "GSM2403314", "GSM2403315", "GSM2403316", "GSM2403317", "GSM2403318", "GSM2403319", "GSM2403320", "GSM2403321", "GSM2403322", "GSM2403323", "GSM2403324", "GSM2403325", "GSM2403326", "GSM2403327", "GSM2403328", "GSM2403329", "GSM2403330", "GSM2403331", "GSM2403332", "GSM2403333", "GSM2403334", "GSM2403335", "GSM2403336", "GSM2403337", "GSM2403338", "GSM2403339", "GSM2403340", "GSM2403341", "GSM2403342", "GSM2403343", "GSM2403344", "GSM2403345", "GSM2403346", "GSM2403347", "GSM2403348", "GSM2403349", "GSM2403350", "GSM2403351", "GSM2403352", "GSM2403353", "GSM2403354", "GSM2403355", "GSM2403356", "GSM2403357", "GSM2403358", "GSM2403359", "GSM2403360", "GSM2403361", "GSM2403362", "GSM2403363", "GSM2403364", "GSM2403365", "GSM2403366", "GSM2403367", "GSM2403368", "GSM2403369", "GSM2403370", "GSM2403371", "GSM2403372", "GSM2403373", "GSM2403374", "GSM2403375", "GSM2403376", "GSM2403377", "GSM2403378", "GSM2403379", "GSM2403380", "GSM2403381", "GSM2403382", "GSM2403383", "GSM2403384", "GSM2403385", "GSM2403386", "GSM2403387", "GSM2403388", "GSM2403389", "GSM2403390", "GSM2403391", "GSM2403392", "GSM2403393", "GSM2403394", "GSM2403395", "GSM2403396", "GSM2403397", "GSM2403398", "GSM2403399", "GSM2403400", "GSM2403401", "GSM2403402", "GSM2403403", "GSM2403404", "GSM2403405", "GSM2403406", "GSM2403407", "GSM2403408", "GSM2403409", "GSM2403410", "GSM2403411", "GSM2403412", "GSM2403413", "GSM2403414", "GSM2403415", "GSM2403416", "GSM2403417", "GSM2403418", "GSM2403419", "GSM2403420", "GSM2403421", "GSM2403422", "GSM2403423", "GSM2403424", "GSM2403425", "GSM2403426", "GSM2403427", "GSM2403428", "GSM2403429", "GSM2403430", "GSM2403431", "GSM2403432", "GSM2403433", "GSM2403434", "GSM2403435", "GSM2403436", "GSM2403437", "GSM2403438", "GSM2403439", "GSM2403440", "GSM2403441", "GSM2403442", "GSM2403443", "GSM2403444", "GSM2403445", "GSM2403446", "GSM2403447", "GSM2403448", "GSM2403449", "GSM2403450", "GSM2403451", "GSM2403452", "GSM2403453", "GSM2403454", "GSM2403455", "GSM2403456", "GSM2403457", "GSM2403458", "GSM2403459", "GSM2403460", "GSM2403461", "GSM2403462", "GSM2403463", "GSM2403464", "GSM2403465", "GSM2403466", "GSM2403467", "GSM2403468", "GSM2403469", "GSM2403470", "GSM2403471", "GSM2403472", "GSM2403473", "GSM2403474", "GSM2403475", "GSM2403476", "GSM2403477", "GSM2403478", "GSM2403479", "GSM2403480", "GSM2403481", "GSM2403482", "GSM2403483", "GSM2403484", "GSM2403485", "GSM2403486", "GSM2403487", "GSM2403488", "GSM2403489", "GSM2403490", "GSM2403491", "GSM2403492", "GSM2403493", "GSM2403494", "GSM2403495", "GSM2403496", "GSM2403497", "GSM2403498", "GSM2403499", "GSM2403500", "GSM2403501", "GSM2403502", "GSM2403503", "GSM2403504", "GSM2403505", "GSM2403506", "GSM2403507", "GSM2403508", "GSM2403509", "GSM2403510", "GSM2403511", "GSM2403512", "GSM2403513", "GSM2403514", "GSM2403515", "GSM2403516", "GSM2403517", "GSM2403518", "GSM2403519", "GSM2403520", "GSM2403521", "GSM2403522", "GSM2403523", "GSM2403524", "GSM2403525", "GSM2403526", "GSM2403527", "GSM2403528", "GSM2403529", "GSM2403530", "GSM2403531", "GSM2403532", "GSM2403533", "GSM2403534", "GSM2403535", "GSM2403536", "GSM2403537", "GSM2403538", "GSM2403539", "GSM2403540", "GSM2403541", "GSM2403542", "GSM2403543", "GSM2403544", "GSM2403545", "GSM2403546", "GSM2403547", "GSM2403548", "GSM2403549", "GSM2403550", "GSM2403551", "GSM2403552", "GSM2403553", "GSM2403554", "GSM2403555", "GSM2403556", "GSM2403557", "GSM2403558", "GSM2403559", "GSM2403560", "GSM2403561", "GSM2403562", "GSM2403563", "GSM2403564", "GSM2403565", "GSM2403566", "GSM2403567", "GSM2403568", "GSM2403569", "GSM2403570", "GSM2403571", "GSM2403572", "GSM2403573", "GSM2403574", "GSM2403575", "GSM2403576", "GSM2403577", "GSM2403578", "GSM2403579", "GSM2403580", "GSM2403581", "GSM2403582", "GSM2403583", "GSM2403584", "GSM2403585", "GSM2403586", "GSM2403587", "GSM2403588", "GSM2403589", "GSM2403590", "GSM2403591", "GSM2403592", "GSM2403593", "GSM2403594", "GSM2403595", "GSM2403596", "GSM2403597", "GSM2403598", "GSM2403599", "GSM2403600", "GSM2403601", "GSM2403602", "GSM2403603", "GSM2403604", "GSM2403605", "GSM2403606", "GSM2403607", "GSM2403608", "GSM2403609", "GSM2403610", "GSM2403611", "GSM2403612", "GSM2403613", "GSM2403614", "GSM2403615", "GSM2403616", "GSM2403617", "GSM2403618", "GSM2403619", "GSM2403620", "GSM2403621", "GSM2403622", "GSM2403623", "GSM2403624", "GSM2403625", "GSM2403626", "GSM2403627", "GSM2403628", "GSM2403629", "GSM2403630", "GSM2403631", "GSM2403632", "GSM2403633", "GSM2403634", "GSM2403635", "GSM2403636", "GSM2403637", "GSM2403638", "GSM2403639", "GSM2403640", "GSM2403641", "GSM2403642", "GSM2403643", "GSM2403644", "GSM2403645", "GSM2403646", "GSM2403647", "GSM2403648", "GSM2403649", "GSM2403650", "GSM2403651", "GSM2403652", "GSM2403653", "GSM2403654", "GSM2403655", "GSM2403656", "GSM2403657", "GSM2403658", "GSM2403659", "GSM2403660", "GSM2403661", "GSM2403662", "GSM2403663", "GSM2403664", "GSM2403665", "GSM2403666", "GSM2403667", "GSM2403668", "GSM2403669", "GSM2403670", "GSM2403671", "GSM2403672", "GSM2403673", "GSM2403674", "GSM2403675", "GSM2403676", "GSM2403677", "GSM2403678", "GSM2403679", "GSM2403680", "GSM2403681", "GSM2403682", "GSM2403683", "GSM2403684", "GSM2403685", "GSM2403686", "GSM2403687", "GSM2403688", "GSM2403689", "GSM2403690", "GSM2403691", "GSM2403692", "GSM2403693", "GSM2403694", "GSM2403695", "GSM2403696", "GSM2403697", "GSM2403698", "GSM2403699", "GSM2403700", "GSM2403701", "GSM2403702", "GSM2403703", "GSM2403704", "GSM2403705", "GSM2403706", "GSM2403707", "GSM2403708", "GSM2403709", "GSM2403710", "GSM2403711", "GSM2403712", "GSM2403713", "GSM2403714", "GSM2403715", "GSM2403716", "GSM2403717", "GSM2403718", "GSM2403719", "GSM2403720", "GSM2403721", "GSM2403722", "GSM2403723", "GSM2403724", "GSM2403725", "GSM2403726", "GSM2403727", "GSM2403728", "GSM2403729", "GSM2403730", "GSM2403731", "GSM2403732", "GSM2403733", "GSM2403734", "GSM2403735", "GSM2403736", "GSM2403737", "GSM2403738", "GSM2403739", "GSM2403740", "GSM2403741", "GSM2403742", "GSM2403743", "GSM2403744", "GSM2403745", "GSM2403746", "GSM2403747", "GSM2403748", "GSM2403749", "GSM2403750", "GSM2403751", "GSM2403752", "GSM2403753", "GSM2403754", "GSM2403755", "GSM2403756", "GSM2403757", "GSM2403758", "GSM2403759", "GSM2403760", "GSM2403761", "GSM2403762", "GSM2403763", "GSM2403764", "GSM2403765", "GSM2403766", "GSM2403767", "GSM2403768", "GSM2403769", "GSM2403770", "GSM2403771", "GSM2403772", "GSM2403773", "GSM2403774", "GSM2403775", "GSM2403776", "GSM2403777", "GSM2403778", "GSM2403779", "GSM2403780", "GSM2403781", "GSM2403782", "GSM2403783", "GSM2403784", "GSM2403785", "GSM2403786", "GSM2403787", "GSM2403788", "GSM2403789", "GSM2403790", "GSM2403791", "GSM2403792", "GSM2403793", "GSM2403794", "GSM2403795", "GSM2403796", "GSM2403797", "GSM2403798", "GSM2403799", "GSM2403800", "GSM2403801", "GSM2403802", "GSM2403803", "GSM2403804", "GSM2403805", "GSM2403806", "GSM2403807", "GSM2403808", "GSM2403809", "GSM2403810", "GSM2403811", "GSM2403812", "GSM2403813", "GSM2403814", "GSM2403815", "GSM2403816", "GSM2403817", "GSM2403818", "GSM2403819", "GSM2403820", "GSM2403821", "GSM2403822", "GSM2403823", "GSM2403824", "GSM2403825", "GSM2403826", "GSM2403827", "GSM2403828", "GSM2403829", "GSM2403830", "GSM2403831", "GSM2403832", "GSM2403833", "GSM2403834", "GSM2403835", "GSM2403836", "GSM2403837", "GSM2403838", "GSM2403839", "GSM2403840", "GSM2403841", "GSM2403842", "GSM2403843", "GSM2403844", "GSM2403845", "GSM2403846", "GSM2403847", "GSM2403848", "GSM2403849", "GSM2403850", "GSM2403851", "GSM2403852", "GSM2403853", "GSM2403854", "GSM2403855", "GSM2403856", "GSM2403857", "GSM2403858", "GSM2403859", "GSM2403860", "GSM2403861", "GSM2403862", "GSM2403863", "GSM2403864", "GSM2403865", "GSM2403866", "GSM2403867", "GSM2403868", "GSM2403869", "GSM2403870", "GSM2403871", "GSM2403872", "GSM2403873", "GSM2403874", "GSM2403875", "GSM2403876", "GSM2403877", "GSM2403878", "GSM2403879", "GSM2403880", "GSM2403881", "GSM2403882", "GSM2403883", "GSM2403884", "GSM2403885", "GSM2403886", "GSM2403887", "GSM2403888", "GSM2403889", "GSM2403890", "GSM2403891", "GSM2403892", "GSM2403893", "GSM2403894", "GSM2403895", "GSM2403896", "GSM2403897", "GSM2403898", "GSM2403899", "GSM2403900", "GSM2403901", "GSM2403902", "GSM2403903", "GSM2403904", "GSM2403905", "GSM2403906", "GSM2403907", "GSM2403908", "GSM2403909", "GSM2403910", "GSM2403911", "GSM2403912", "GSM2403913", "GSM2403914", "GSM2403915", "GSM2403916", "GSM2403917", "GSM2403918", "GSM2403919", "GSM2403920", "GSM2403921", "GSM2403922", "GSM2403923", "GSM2403924", "GSM2403925", "GSM2403926", "GSM2403927", "GSM2403928", "GSM2403929", "GSM2403930", "GSM2403931", "GSM2403932", "GSM2403933", "GSM2403934", "GSM2403935", "GSM2403936", "GSM2403937", "GSM2403938", "GSM2403939", "GSM2403940", "GSM2403941", "GSM2403942", "GSM2403943", "GSM2403944", "GSM2403945", "GSM2403946", "GSM2403947", "GSM2403948", "GSM2403949", "GSM2403950", "GSM2403951", "GSM2403952", "GSM2403953", "GSM2403954", "GSM2403955", "GSM2403956", "GSM2403957", "GSM2403958", "GSM2403959", "GSM2403960", "GSM2403961", "GSM2403962", "GSM2403963", "GSM2403964", "GSM2403965", "GSM2403966", "GSM2403967", "GSM2403968", "GSM2403969", "GSM2403970", "GSM2403971", "GSM2403972", "GSM2403973", "GSM2403974", "GSM2403975", "GSM2403976", "GSM2403977", "GSM2403978", "GSM2403979", "GSM2403980", "GSM2403981", "GSM2403982", "GSM2403983", "GSM2403984", "GSM2403985", "GSM2403986", "GSM2403987", "GSM2403988", "GSM2403989", "GSM2403990", "GSM2403991", "GSM2403992", "GSM2403993", "GSM2403994", "GSM2403995", "GSM2403996", "GSM2403997", "GSM2403998", "GSM2403999", "GSM2404000", "GSM2404001", "GSM2404002", "GSM2404003", "GSM2404004", "GSM2404005", "GSM2404006", "GSM2404007", "GSM2404008", "GSM2404009", "GSM2404010", "GSM2404011", "GSM2404012", "GSM2404013", "GSM2404014", "GSM2404015", "GSM2404016", "GSM2404017", "GSM2404018", "GSM2404019", "GSM2404020", "GSM2404021", "GSM2404022", "GSM2404023", "GSM2404024", "GSM2404025", "GSM2404026", "GSM2404027", "GSM2404028", "GSM2404029", "GSM2404030", "GSM2404031", "GSM2404032", "GSM2404033", "GSM2404034", "GSM2404035", "GSM2404036", "GSM2404037", "GSM2404038", "GSM2404039", "GSM2404040", "GSM2404041", "GSM2404042", "GSM2404043", "GSM2404044", "GSM2404045", "GSM2404046", "GSM2404047", "GSM2404048", "GSM2404049", "GSM2404050", "GSM2404051", "GSM2404052", "GSM2404053", "GSM2404054", "GSM2404055", "GSM2404056", "GSM2404057", "GSM2404058", "GSM2404059", "GSM2404060", "GSM2404061", "GSM2404062", "GSM2404063", "GSM2404064", "GSM2404065", "GSM2404066", "GSM2404067", "GSM2404068", "GSM2404069", "GSM2404070", "GSM2404071", "GSM2404072", "GSM2404073", "GSM2404074", "GSM2404075", "GSM2404076", "GSM2404077", "GSM2404078", "GSM2404079", "GSM2404080", "GSM2404081", "GSM2404082", "GSM2404083", "GSM2404084", "GSM2404085", "GSM2404086", "GSM2404087", "GSM2404088", "GSM2404089", "GSM2404090", "GSM2404091", "GSM2404092", "GSM2404093", "GSM2404094", "GSM2404095", "GSM2404096", "GSM2404097", "GSM2404098", "GSM2404099", "GSM2404100", "GSM2404101", "GSM2404102", "GSM2404103", "GSM2404104", "GSM2404105", "GSM2404106", "GSM2404107", "GSM2404108", "GSM2404109", "GSM2404110", "GSM2404111", "GSM2404112", "GSM2404113", "GSM2404114", "GSM2404115", "GSM2404116", "GSM2404117", "GSM2404118", "GSM2404119", "GSM2404120", "GSM2404121", "GSM2404122", "GSM2404123", "GSM2404124", "GSM2404125", "GSM2404126", "GSM2404127", "GSM2404128", "GSM2404129", "GSM2404130", "GSM2404131", "GSM2404132", "GSM2404133", "GSM2404134", "GSM2404135", "GSM2404136", "GSM2404137", "GSM2404138", "GSM2404139", "GSM2404140", "GSM2404141", "GSM2404142", "GSM2404143", "GSM2404144", "GSM2404145", "GSM2404146", "GSM2404147", "GSM2404148", "GSM2404149", "GSM2404150", "GSM2404151", "GSM2404152", "GSM2404153", "GSM2404154", "GSM2404155", "GSM2404156", "GSM2404157", "GSM2404158", "GSM2404159", "GSM2404160", "GSM2404161", "GSM2404162", "GSM2404163", "GSM2404164", "GSM2404165", "GSM2404166", "GSM2404167", "GSM2404168", "GSM2404169", "GSM2404170", "GSM2404171", "GSM2404172", "GSM2404173", "GSM2404174", "GSM2404175", "GSM2404176", "GSM2404177", "GSM2404178", "GSM2404179", "GSM2404180", "GSM2404181", "GSM2404182", "GSM2404183", "GSM2404184", "GSM2404185", "GSM2404186", "GSM2404187", "GSM2404188", "GSM2404189", "GSM2404190", "GSM2404191", "GSM2404192", "GSM2404193", "GSM2404194", "GSM2404195", "GSM2404196", "GSM2404197", "GSM2404198", "GSM2404199", "GSM2404200", "GSM2404201", "GSM2404202", "GSM2404203", "GSM2404204", "GSM2404205", "GSM2404206", "GSM2404207", "GSM2404208", "GSM2404209", "GSM2404210", "GSM2404211", "GSM2404212", "GSM2404213", "GSM2404214", "GSM2404215", "GSM2404216", "GSM2404217", "GSM2404218", "GSM2404219", "GSM2404220", "GSM2404221", "GSM2404222", "GSM2404223", "GSM2404224", "GSM2404225", "GSM2404226", "GSM2404227", "GSM2404228", "GSM2404229", "GSM2404230", "GSM2404231", "GSM2404232", "GSM2404233", "GSM2404234", "GSM2404235", "GSM2404236", "GSM2404237", "GSM2404238", "GSM2404239", "GSM2404240", "GSM2404241", "GSM2404242", "GSM2404243", "GSM2404244", "GSM2404245", "GSM2404246", "GSM2404247", "GSM2404248", "GSM2404249", "GSM2404250", "GSM2404251", "GSM2404252", "GSM2404253", "GSM2404254", "GSM2404255", "GSM2404256", "GSM2404257", "GSM2404258", "GSM2404259", "GSM2404260", "GSM2404261", "GSM2404262", "GSM2404263", "GSM2404264", "GSM2404265", "GSM2404266", "GSM2404267", "GSM2404268", "GSM2404269", "GSM2404270", "GSM2404271", "GSM2404272", "GSM2404273", "GSM2404274", "GSM2404275", "GSM2404276", "GSM2404277", "GSM2404278", "GSM2404279", "GSM2404280", "GSM2404281", "GSM2404282", "GSM2404283", "GSM2404284", "GSM2404285", "GSM2404286", "GSM2404287", "GSM2404288", "GSM2404289", "GSM2404290", "GSM2404291", "GSM2404292", "GSM2404293", "GSM2404294", "GSM2404295", "GSM2404296", "GSM2404297", "GSM2404298", "GSM2404299", "GSM2404300", "GSM2404301", "GSM2404302", "GSM2404303", "GSM2404304", "GSM2404305", "GSM2404306", "GSM2404307", "GSM2404308", "GSM2404309", "GSM2404310", "GSM2404311", "GSM2404312", "GSM2404313", "GSM2404314", "GSM2404315", "GSM2404316", "GSM2404317", "GSM2404318", "GSM2404319", "GSM2404320", "GSM2404321", "GSM2404322", "GSM2404323", "GSM2404324", "GSM2404325", "GSM2404326", "GSM2404327", "GSM2404328", "GSM2404329", "GSM2404330", "GSM2404331", "GSM2404332", "GSM2404333", "GSM2404334", "GSM2404335", "GSM2404336", "GSM2404337", "GSM2404338", "GSM2404339", "GSM2404340", "GSM2404341", "GSM2404342", "GSM2404343", "GSM2404344", "GSM2404345", "GSM2404346", "GSM2404347", "GSM2404348", "GSM2404349", "GSM2404350", "GSM2404351", "GSM2404352", "GSM2404353", "GSM2404354", "GSM2404355", "GSM2404356", "GSM2404357", "GSM2404358", "GSM2404359", "GSM2404360", "GSM2404361", "GSM2404362", "GSM2404363", "GSM2404364", "GSM2404365", "GSM2404366", "GSM2404367", "GSM2404368", "GSM2404369", "GSM2404370", "GSM2404371", "GSM2404372", "GSM2404373", "GSM2404374", "GSM2404375", "GSM2404376", "GSM2404377", "GSM2404378", "GSM2404379", "GSM2404380", "GSM2404381", "GSM2404382", "GSM2404383", "GSM2404384", "GSM2404385", "GSM2404386", "GSM2404387", "GSM2404388", "GSM2404389", "GSM2404390", "GSM2404391", "GSM2404392", "GSM2404393", "GSM2404394", "GSM2404395", "GSM2404396", "GSM2404397", "GSM2404398", "GSM2404399", "GSM2404400", "GSM2404401", "GSM2404402", "GSM2404403", "GSM2404404", "GSM2404405", "GSM2404406", "GSM2404407", "GSM2404408", "GSM2404409", "GSM2404410", "GSM2404411", "GSM2404412", "GSM2404413", "GSM2404414", "GSM2404415", "GSM2404416", "GSM2404417", "GSM2404418", "GSM2404419", "GSM2404420", "GSM2404421", "GSM2404422", "GSM2404423", "GSM2404424", "GSM2404425", "GSM2404426", "GSM2404427", "GSM2404428", "GSM2404429", "GSM2404430", "GSM2404431", "GSM2404432", "GSM2404433", "GSM2404434", "GSM2404435", "GSM2404436", "GSM2404437", "GSM2404438", "GSM2404439", "GSM2404440", "GSM2404441", "GSM2404442", "GSM2404443", "GSM2404444", "GSM2404445", "GSM2404446", "GSM2404447", "GSM2404448", "GSM2404449", "GSM2404450", "GSM2404451", "GSM2404452", "GSM2404453", "GSM2404454", "GSM2404455", "GSM2404456", "GSM2404457", "GSM2404458", "GSM2404459", "GSM2404460", "GSM2404461", "GSM2404462", "GSM2404463", "GSM2404464", "GSM2404465", "GSM2404466", "GSM2404467", "GSM2404468", "GSM2404469", "GSM2404470", "GSM2404471", "GSM2404472", "GSM2404473", "GSM2404474", "GSM2404475", "GSM2404476", "GSM2404477", "GSM2404478", "GSM2404479", "GSM2404480", "GSM2404481", "GSM2404482", "GSM2404483", "GSM2404484", "GSM2404485", "GSM2404486", "GSM2404487", "GSM2404488", "GSM2404489", "GSM2404490", "GSM2404491", "GSM2404492", "GSM2404493", "GSM2404494", "GSM2404495", "GSM2404496", "GSM2404497", "GSM2404498", "GSM2404499", "GSM2404500", "GSM2404501", "GSM2404502", "GSM2404503", "GSM2404504", "GSM2404505", "GSM2404506", "GSM2404507", "GSM2404508", "GSM2404509", "GSM2404510", "GSM2404511", "GSM2404512", "GSM2404513", "GSM2404514", "GSM2404515", "GSM2404516", "GSM2404517", "GSM2404518", "GSM2404519", "GSM2404520", "GSM2404521", "GSM2404522", "GSM2404523", "GSM2404524", "GSM2404525", "GSM2404526", "GSM2404527", "GSM2404528", "GSM2404529", "GSM2404530", "GSM2404531", "GSM2404532", "GSM2404533", "GSM2404534", "GSM2404535", "GSM2404536", "GSM2404537", "GSM2404538", "GSM2404539", "GSM2404540", "GSM2404541", "GSM2404542", "GSM2404543", "GSM2404544", "GSM2404545", "GSM2404546", "GSM2404547", "GSM2404548", "GSM2404549", "GSM2404550", "GSM2404551", "GSM2404552", "GSM2404553", "GSM2404554", "GSM2404555", "GSM2404556", "GSM2404557", "GSM2404558", "GSM2404559", "GSM2404560", "GSM2404561", "GSM2404562", "GSM2404563", "GSM2404564", "GSM2404565", "GSM2404566", "GSM2404567", "GSM2404568", "GSM2404569", "GSM2404570", "GSM2404571", "GSM2404572", "GSM2404573", "GSM2404574", "GSM2404575", "GSM2404576", "GSM2404577", "GSM2404578", "GSM2404579", "GSM2404580", "GSM2404581", "GSM2404582", "GSM2404583", "GSM2404584", "GSM2404585", "GSM2404586", "GSM2404587", "GSM2404588", "GSM2404589", "GSM2404590", "GSM2404591", "GSM2404592", "GSM2404593", "GSM2404594", "GSM2404595", "GSM2404596", "GSM2404597", "GSM2404598", "GSM2404599", "GSM2404600", "GSM2404601", "GSM2404602", "GSM2404603", "GSM2404604", "GSM2404605", "GSM2404606", "GSM2404607", "GSM2404608", "GSM2404609", "GSM2404610", "GSM2404611", "GSM2404612", "GSM2404613", "GSM2404614", "GSM2404615", "GSM2404616", "GSM2404617", "GSM2404618", "GSM2404619", "GSM2404620", "GSM2404621", "GSM2404622", "GSM2404623", "GSM2404624", "GSM2404625", "GSM2404626", "GSM2404627", "GSM2404628", "GSM2404629", "GSM2404630", "GSM2404631", "GSM2404632", "GSM2404633", "GSM2404634", "GSM2404635", "GSM2404636", "GSM2404637", "GSM2404638", "GSM2404639", "GSM2404640", "GSM2404641", "GSM2404642", "GSM2404643", "GSM2404644", "GSM2404645", "GSM2404646", "GSM2404647", "GSM2404648", "GSM2404649", "GSM2404650", "GSM2404651", "GSM2404652", "GSM2404653", "GSM2404654", "GSM2404655", "GSM2404656", "GSM2404657", "GSM2404658", "GSM2404659", "GSM2404660", "GSM2404661", "GSM2404662", "GSM2404663", "GSM2404664", "GSM2404665", "GSM2404666", "GSM2404667", "GSM2404668", "GSM2404669", "GSM2404670", "GSM2404671", "GSM2404672", "GSM2404673", "GSM2404674", "GSM2404675", "GSM2404676", "GSM2404677", "GSM2404678", "GSM2404679", "GSM2404680", "GSM2404681", "GSM2404682", "GSM2404683", "GSM2404684", "GSM2404685", "GSM2404686", "GSM2404687", "GSM2404688", "GSM2404689", "GSM2404690", "GSM2404691", "GSM2404692", "GSM2404693", "GSM2404694", "GSM2404695", "GSM2404696", "GSM2404697", "GSM2404698", "GSM2404699", "GSM2404700", "GSM2404701", "GSM2404702", "GSM2404703", "GSM2404704", "GSM2404705", "GSM2404706", "GSM2404707", "GSM2404708", "GSM2404709", "GSM2404710", "GSM2404711", "GSM2404712", "GSM2404713", "GSM2404714", "GSM2404715", "GSM2404716", "GSM2404717", "GSM2404718", "GSM2404719", "GSM2404720", "GSM2404721", "GSM2404722", "GSM2404723", "GSM2404724", "GSM2404725", "GSM2404726", "GSM2404727", "GSM2404728", "GSM2404729", "GSM2404730", "GSM2404731", "GSM2404732", "GSM2404733", "GSM2404734", "GSM2404735", "GSM2404736", "GSM2404737", "GSM2404738", "GSM2404739", "GSM2404740", "GSM2404741", "GSM2404742", "GSM2404743", "GSM2404744", "GSM2404745", "GSM2404746", "GSM2404747", "GSM2404748", "GSM2404749", "GSM2404750", "GSM2404751", "GSM2404752", "GSM2404753", "GSM2404754", "GSM2404755", "GSM2404756", "GSM2404757", "GSM2404758", "GSM2404759", "GSM2404760", "GSM2404761", "GSM2404762", "GSM2404763", "GSM2404764", "GSM2404765", "GSM2404766", "GSM2404767", "GSM2404768", "GSM2404769", "GSM2404770", "GSM2404771", "GSM2404772", "GSM2404773", "GSM2404774", "GSM2404775", "GSM2404776", "GSM2404777", "GSM2404778", "GSM2404779", "GSM2404780", "GSM2404781", "GSM2404782", "GSM2404783", "GSM2404784", "GSM2404785", "GSM2404786", "GSM2404787", "GSM2404788", "GSM2404789", "GSM2404790", "GSM2404791", "GSM2404792", "GSM2404793", "GSM2404794", "GSM2404795", "GSM2404796", "GSM2404797", "GSM2404798", "GSM2404799", "GSM2404800", "GSM2404801", "GSM2404802", "GSM2404803", "GSM2404804", "GSM2404805", "GSM2404806", "GSM2404807", "GSM2404808", "GSM2404809", "GSM2404810", "GSM2404811", "GSM2404812", "GSM2404813", "GSM2404814", "GSM2404815", "GSM2404816", "GSM2404817", "GSM2404818", "GSM2404819", "GSM2404820", "GSM2404821", "GSM2404822", "GSM2404823", "GSM2404824", "GSM2404825", "GSM2404826", "GSM2404827", "GSM2404828", "GSM2404829", "GSM2404830", "GSM2404831", "GSM2404832", "GSM2404833", "GSM2404834", "GSM2404835", "GSM2404836", "GSM2404837", "GSM2404838", "GSM2404839", "GSM2404840", "GSM2404841", "GSM2404842", "GSM2404843", "GSM2404844", "GSM2404845", "GSM2404846", "GSM2404847", "GSM2404848", "GSM2404849", "GSM2404850", "GSM2404851", "GSM2404852", "GSM2404853", "GSM2404854", "GSM2404855", "GSM2404856", "GSM2404857", "GSM2404858", "GSM2404859", "GSM2404860", "GSM2404861", "GSM2404862", "GSM2404863", "GSM2404864", "GSM2404865", "GSM2404866", "GSM2404867", "GSM2404868", "GSM2404869", "GSM2404870", "GSM2404871", "GSM2404872", "GSM2404873", "GSM2404874", "GSM2404875", "GSM2404876", "GSM2404877", "GSM2404878", "GSM2404879", "GSM2404880", "GSM2404881", "GSM2404882", "GSM2404883", "GSM2404884", "GSM2404885", "GSM2404886", "GSM2404887", "GSM2404888", "GSM2404889", "GSM2404890", "GSM2404891", "GSM2404892", "GSM2404893", "GSM2404894", "GSM2404895", "GSM2404896", "GSM2404897", "GSM2404898", "GSM2404900", "GSM2404901", "GSM2404902", "GSM2404903", "GSM2404905", "GSM2404907", "GSM2404908", "GSM2404909", "GSM2404910", "GSM2404911", "GSM2404912", "GSM2404913", "GSM2404914", "GSM2404915", "GSM2404916", "GSM2404917", "GSM2404918", "GSM2404919", "GSM2404920", "GSM2404921", "GSM2404922", "GSM2404923", "GSM2404924", "GSM2404925", "GSM2404926", "GSM2404927", "GSM2404928", "GSM2404929", "GSM2404930", "GSM2404931", "GSM2404932", "GSM2404933", "GSM2404934", "GSM2404935", "GSM2404936", "GSM2404937", "GSM2404938", "GSM2404939", "GSM2404940", "GSM2404941", "GSM2404942", "GSM2404943", "GSM2404944", "GSM2404945", "GSM2404946", "GSM2404947", "GSM2404948", "GSM2404949", "GSM2404950", "GSM2404951", "GSM2404952", "GSM2404953", "GSM2404954", "GSM2404955", "GSM2404956", "GSM2404957", "GSM2404958", "GSM2404959", "GSM2404960", "GSM2404961", "GSM2404962", "GSM2404963", "GSM2404964", "GSM2404965", "GSM2404966", "GSM2404967", "GSM2404968", "GSM2404969", "GSM2404970", "GSM2404971", "GSM2404972", "GSM2404973", "GSM2404974", "GSM2404975", "GSM2404976", "GSM2404977", "GSM2404978", "GSM2404979", "GSM2404980", "GSM2404981", "GSM2404982", "GSM2404983", "GSM2404984", "GSM2404985", "GSM2404986", "GSM2404987", "GSM2404988", "GSM2404989", "GSM2404990", "GSM2404991", "GSM2404992", "GSM2404993", "GSM2404994", "GSM2404995", "GSM2404996", "GSM2404997", "GSM2404998", "GSM2404999", "GSM2405000", "GSM2405001", "GSM2405002", "GSM2405003", "GSM2405004", "GSM2405005", "GSM2405006", "GSM2405007", "GSM2405008", "GSM2405009", "GSM2405010", "GSM2405011", "GSM2405012", "GSM2405013", "GSM2405014", "GSM2405015", "GSM2405016", "GSM2405017", "GSM2405018", "GSM2405019", "GSM2405020", "GSM2405021", "GSM2405022", "GSM2405023", "GSM2405024", "GSM2405025", "GSM2405026", "GSM2405027", "GSM2405028", "GSM2405029", "GSM2405030", "GSM2405031", "GSM2405032", "GSM2405033", "GSM2405034", "GSM2405035", "GSM2405036", "GSM2405037", "GSM2405038", "GSM2405039", "GSM2405040", "GSM2405041", "GSM2405042", "GSM2405043", "GSM2405044", "GSM2405045", "GSM2405046", "GSM2405047", "GSM2405048", "GSM2405049", "GSM2405050", "GSM2405051", "GSM2405052", "GSM2405053", "GSM2405054", "GSM2405055", "GSM2405056", "GSM2405057", "GSM2405058", "GSM2405059", "GSM2405060", "GSM2405061", "GSM2405062", "GSM2405063", "GSM2405064", "GSM2405065", "GSM2405066", "GSM2405067", "GSM2405068", "GSM2405069", "GSM2405070", "GSM2405071", "GSM2405072", "GSM2405073", "GSM2405074", "GSM2405075", "GSM2405076", "GSM2405077", "GSM2405078", "GSM2405079", "GSM2405080", "GSM2405081", "GSM2405082", "GSM2405083", "GSM2405084", "GSM2405085", "GSM2405086", "GSM2405087", "GSM2405088", "GSM2405089", "GSM2405090", "GSM2405091", "GSM2405092", "GSM2405093", "GSM2405094", "GSM2405095", "GSM2405096", "GSM2405097", "GSM2405098", "GSM2405099", "GSM2405100", "GSM2405101", "GSM2405102", "GSM2405103", "GSM2405104", "GSM2405105", "GSM2405106", "GSM2405107", "GSM2405108", "GSM2405109", "GSM2405110", "GSM2405111", "GSM2405112", "GSM2405113", "GSM2405114", "GSM2405115", "GSM2405116", "GSM2405117", "GSM2405118", "GSM2405119", "GSM2405120", "GSM2405121", "GSM2405122", "GSM2405123", "GSM2405124", "GSM2405125", "GSM2405126", "GSM2405127", "GSM2405128", "GSM2405129", "GSM2405130", "GSM2405131", "GSM2405132", "GSM2405133", "GSM2405134", "GSM2405135", "GSM2405136", "GSM2405137", "GSM2405138", "GSM2405139", "GSM2405140", "GSM2405141", "GSM2405142", "GSM2405143", "GSM2405144", "GSM2405145", "GSM2405146", "GSM2405147", "GSM2405148", "GSM2405149", "GSM2405150", "GSM2405151", "GSM2405152", "GSM2405153", "GSM2405154", "GSM2405155", "GSM2405156", "GSM2405157", "GSM2405158", "GSM2405159", "GSM2405160", "GSM2405161", "GSM2405162", "GSM2405163", "GSM2405164", "GSM2405165", "GSM2405166", "GSM2405167", "GSM2405168", "GSM2405169", "GSM2405170", "GSM2405171", "GSM2405172", "GSM2405173", "GSM2405174", "GSM2405175", "GSM2405176", "GSM2405177", "GSM2405178", "GSM2405179", "GSM2405180", "GSM2405181", "GSM2405182", "GSM2405183", "GSM2405184", "GSM2405185", "GSM2405186", "GSM2405187", "GSM2405188", "GSM2405189", "GSM2405190", "GSM2405191", "GSM2405192", "GSM2405193", "GSM2405194", "GSM2405195", "GSM2405196", "GSM2405197", "GSM2405198", "GSM2405199", "GSM2405200", "GSM2405201", "GSM2405202", "GSM2405203", "GSM2405204", "GSM2405205", "GSM2405206", "GSM2405207", "GSM2405208", "GSM2405209", "GSM2405210", "GSM2405211", "GSM2405212", "GSM2405213", "GSM2405214", "GSM2405215", "GSM2405216", "GSM2405217", "GSM2405218", "GSM2405219", "GSM2405220", "GSM2405221", "GSM2405222", "GSM2405223", "GSM2405224", "GSM2405225", "GSM2405226", "GSM2405227", "GSM2405228", "GSM2405229", "GSM2405230", "GSM2405231", "GSM2405232", "GSM2405233", "GSM2405234", "GSM2405235", "GSM2405236", "GSM2405237", "GSM2405238", "GSM2405239", "GSM2405240", "GSM2405241", "GSM2405242", "GSM2405243", "GSM2405244", "GSM2405245", "GSM2405246", "GSM2405247", "GSM2405248", "GSM2405249", "GSM2405250", "GSM2405251", "GSM2405252", "GSM2405253", "GSM2405254", "GSM2405255", "GSM2405256", "GSM2405257", "GSM2405258", "GSM2405259", "GSM2405260", "GSM2405261", "GSM2405262", "GSM2405263", "GSM2405264", "GSM2405265", "GSM2405266", "GSM2405267", "GSM2405268", "GSM2405269", "GSM2405270", "GSM2405271", "GSM2405272", "GSM2405273", "GSM2405274", "GSM2405275", "GSM2405276", "GSM2405277", "GSM2405278", "GSM2405279", "GSM2405280", "GSM2405281", "GSM2405282", "GSM2405283", "GSM2405284", "GSM2405285", "GSM2405286", "GSM2405287", "GSM2405288", "GSM2405289", "GSM2405290", "GSM2405291", "GSM2405292", "GSM2405293", "GSM2405294", "GSM2405295", "GSM2405296", "GSM2405297", "GSM2405298", "GSM2405299", "GSM2405300", "GSM2405301", "GSM2405302", "GSM2405303", "GSM2405304", "GSM2405305", "GSM2405306", "GSM2405307", "GSM2405308", "GSM2405309", "GSM2405310", "GSM2405311", "GSM2405312", "GSM2405313", "GSM2405314", "GSM2405315", "GSM2405316", "GSM2405317", "GSM2405318", "GSM2405319", "GSM2405320", "GSM2405321", "GSM2405322", "GSM2405323", "GSM2405324", "GSM2405325", "GSM2405326", "GSM2405327", "GSM2405328", "GSM2405329", "GSM2405330", "GSM2405331", "GSM2405332", "GSM2405333", "GSM2405334", "GSM2405335", "GSM2405336", "GSM2405337", "GSM2405338", "GSM2405339", "GSM2405340", "GSM2405341", "GSM2405342", "GSM2405343", "GSM2405344", "GSM2405345", "GSM2405346", "GSM2405347", "GSM2405348", "GSM2405349", "GSM2405350", "GSM2405351", "GSM2405352", "GSM2405353", "GSM2405354", "GSM2405355", "GSM2405356", "GSM2405357", "GSM2405358", "GSM2405359", "GSM2405360", "GSM2405361", "GSM2405362", "GSM2405363", "GSM2405364", "GSM2405365", "GSM2405366", "GSM2405367", "GSM2405368", "GSM2405369", "GSM2405370", "GSM2405371", "GSM2405372", "GSM2405373", "GSM2405374", "GSM2405375", "GSM2405376", "GSM2405377", "GSM2405378", "GSM2405379", "GSM2405380", "GSM2405381", "GSM2405382", "GSM2405383", "GSM2405384", "GSM2405385", "GSM2405386", "GSM2405387", "GSM2405388", "GSM2405389", "GSM2405390", "GSM2405391", "GSM2405392", "GSM2405393", "GSM2405394", "GSM2405395", "GSM2405396", "GSM2405397", "GSM2405398", "GSM2405399", "GSM2405400", "GSM2405401", "GSM2405402", "GSM2405403", "GSM2405404", "GSM2405405", "GSM2405406", "GSM2405407", "GSM2405408", "GSM2405409", "GSM2405410", "GSM2405411", "GSM2405412", "GSM2405413", "GSM2405414", "GSM2405415", "GSM2405416", "GSM2405417", "GSM2405418", "GSM2405419", "GSM2405420", "GSM2405421", "GSM2405422", "GSM2405423", "GSM2405424", "GSM2405425", "GSM2405426", "GSM2405427", "GSM2405428", "GSM2405429", "GSM2405430", "GSM2405431", "GSM2405432", "GSM2405433", "GSM2405434", "GSM2405435", "GSM2405436", "GSM2405437", "GSM2405438", "GSM2405439", "GSM2405440", "GSM2405441", "GSM2405442", "GSM2405443", "GSM2405444", "GSM2405445", "GSM2405446", "GSM2405447", "GSM2405448", "GSM2405449", "GSM2405450", "GSM2405451", "GSM2405452", "GSM2405453", "GSM2405454", "GSM2405455", "GSM2405456", "GSM2405457", "GSM2405458", "GSM2405459", "GSM2405460", "GSM2405461", "GSM2405462", "GSM2405463", "GSM2405464", "GSM2405465", "GSM2405466", "GSM2405467", "GSM2405468", "GSM2405469", "GSM2405470", "GSM2405471", "GSM2405472", "GSM2405473", "GSM2405474", "GSM2405475", "GSM2405476", "GSM2405477", "GSM2405478", "GSM2405479", "GSM2405480", "GSM2405481", "GSM2405482", "GSM2405483", "GSM2405484", "GSM2405485", "GSM2405486", "GSM2405487", "GSM2405488", "GSM2405489", "GSM2405490", "GSM2405491", "GSM2405492", "GSM2405493", "GSM2405494", "GSM2405495", "GSM2405496", "GSM2405497", "GSM2405498", "GSM2405499", "GSM2405500", "GSM2405501", "GSM2405502", "GSM2405503", "GSM2405504", "GSM2405505", "GSM2405506", "GSM2405507", "GSM2405508", "GSM2405509", "GSM2405510", "GSM2405511", "GSM2405512", "GSM2405513", "GSM2405514", "GSM2405515", "GSM2405516", "GSM2405517", "GSM2405518", "GSM2405519", "GSM2405520", "GSM2405521", "GSM2405522", "GSM2405523", "GSM2405524", "GSM2405525", "GSM2405526", "GSM2405527", "GSM2405528", "GSM2405529", "GSM2405530", "GSM2405531", "GSM2405532", "GSM2405533", "GSM2405534", "GSM2405535", "GSM2405536", "GSM2405537", "GSM2405538", "GSM2405539", "GSM2405540", "GSM2405541", "GSM2405542", "GSM2405543", "GSM2405544", "GSM2405545", "GSM2405546", "GSM2405547", "GSM2405548", "GSM2405549", "GSM2405550", "GSM2405551", "GSM2405552", "GSM2405553", "GSM2405554", "GSM2405555", "GSM2405556", "GSM2405557", "GSM2405558", "GSM2405559", "GSM2405560", "GSM2405561", "GSM2405562", "GSM2405563", "GSM2405564", "GSM2405565", "GSM2405566", "GSM2405567", "GSM2405568", "GSM2405569", "GSM2405570", "GSM2405571", "GSM2405572", "GSM2405573", "GSM2405574", "GSM2405575", "GSM2405576", "GSM2405577", "GSM2405578", "GSM2405579", "GSM2405580", "GSM2405581", "GSM2405582", "GSM2405583", "GSM2405584", "GSM2405585", "GSM2405586", "GSM2405587", "GSM2405588", "GSM2405589", "GSM2405590", "GSM2405591", "GSM2405592", "GSM2405593", "GSM2405594", "GSM2405595", "GSM2405596", "GSM2405597", "GSM2405598", "GSM2405599", "GSM2405600", "GSM2405601", "GSM2405602", "GSM2405603", "GSM2405604", "GSM2405605", "GSM2405606", "GSM2405607", "GSM2405608", "GSM2405609", "GSM2405610", "GSM2405611", "GSM2405612", "GSM2405613", "GSM2405614", "GSM2405615", "GSM2405616", "GSM2405617", "GSM2405618", "GSM2405619", "GSM2405620", "GSM2405621", "GSM2405622", "GSM2405623", "GSM2405624", "GSM2405625", "GSM2405626", "GSM2405627", "GSM2405628", "GSM2405629", "GSM2405630", "GSM2405631", "GSM2405632", "GSM2405633", "GSM2405634", "GSM2405635", "GSM2405636", "GSM2405637", "GSM2405638", "GSM2405639", "GSM2405640", "GSM2405641", "GSM2405642", "GSM2405643", "GSM2405644", "GSM2405645", "GSM2405646", "GSM2405647", "GSM2405648", "GSM2405649", "GSM2405650", "GSM2405651", "GSM2405652", "GSM2405653", "GSM2405654", "GSM2405655", "GSM2405656", "GSM2405657"], "sample_count": 2801, "group_sizes": null, "group_sizes_basis": null, "platform": "13534", "taxon": "Homo sapiens", "title": "DNA methylation-based classification of human central nervous system tumors [reference set]", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE109379 not downloaded", "asset:data:geo:GSE109379 licence not read", "asset:data:geo:GSE90496 not downloaded", "asset:data:geo:GSE90496 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "machine_learning", "specific": "random_forest", "label": "Machine learning", "dsl_operations": [], "missing_operations": ["machine_learning_random_forest"], "expressible": false, "parameters": {}, "data_shapes": ["labelled_feature_matrix"], "evidence": {"score": 0.7, "band": "medium", "quote": "random forest"}}, {"id": "method-2", "family": null, "specific": null, "label": "Three-layer multilayer perceptron (MLP) classifier", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "A 3-layer perceptron model was developed for classification (Figure 4A), in which the input and output layers consist of 767 and 91 nodes, respectively, while the hidden layer consists of 1,320 nodes in the optimized model."}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "machine_learning_random_forest", "expected_value": 96.58, "unit": "per cent", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}], "gaps": ["method.reader_named_unmapped", "method.machine_learning_random_forest"]}, "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": ["machine_learning_random_forest"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: random_forest."}, "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": ["GSE90496", "GSE109379"], "resolved_accessions": ["GSE90496", "GSE109379"], "statements": ["The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author."], "basis": "The paper names GSE90496, GSE109379 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:36303797", "data:geo:GSE109379"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "machine_learning_random_forest", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE109379"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:13:25Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9313, "completion_tokens": 2280, "cached_tokens": 128}}, "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:36303797", "type": "paper", "label": "pmid:36303797"}, {"id": "source:pmid:36303797", "type": "manuscript", "label": "PMID 36303797 full text"}, {"id": "data:geo:GSE109379", "type": "dataset", "label": "GEO GSE109379"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36303797", "type": "paper", "label": "pmid:36303797"}, {"id": "source:pmid:36303797", "type": "manuscript", "label": "PMID 36303797 full text"}, {"id": "data:geo:GSE109379", "type": "dataset", "label": "GEO GSE109379"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36303797", "type": "extraction", "used": ["source:pmid:36303797"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE109379", "type": "accession_resolution", "used": ["data:geo:GSE109379"], "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:36303797", "parent_hash": "sha256:bfc3fb24f71ab6553d5f2996660520015c5b3858b37f603bd3b1ea329b164fec", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE109379 licence not read", "asset:data:geo:GSE109379 not downloaded", "asset:data:geo:GSE90496 licence not read", "asset:data:geo:GSE90496 not downloaded", "execution.not_run", "method.machine_learning_random_forest", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:machine_learning_random_forest"], "assays": [{"role": "analysis", "definition_id": "machine_learning", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["random forest"], "order_basis": "analysis_only", "id": "assay:1"}]}