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pmid:37810147
Development of a CD8+ T cell-based molecular classification for predicting prognosis and heterogeneity in triple-negative breast cancer by integrated analysis of single-cell and bulk RNA-sequencing.
Yin-Wei Dai · Wei-Ming Wang · Xiang Zhou
Heliyon · 2023 doi:10.1016/j.heliyon.2023.e19798
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Experiment
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Data
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Analysis
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Complete file
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Next, TRCG-related patterns were systematically analyzed, and their correlation with genomic features, immune activity (microenvironment associated with immune infiltration), and clinicopathological characteristics were assessed in the Molecular Taxonomy of Breast Cancer International Consortium (METABRIC), the Cancer Genome Atlas (TCGA), GSE103091, GSE96058 databases. Additionally, a CD8+ T cell-related prognostic signature (TRPS) was developed to quantify a patient-specific TRCG pattern. What's more, the genes-related TRPS was validated by polymerase chain reaction (PCR) experiment.\nResults: This study, for the first time, distinguished two subsets in patients with TNBC based on the TRCG. The immune microenvironment and prognostic stratification between these have distinct heterogeneity. Furthermore, this study constructed a novel scoring system named TRPS, which we show to be a robust prognostic marker for TNBC that is related to the intensity of immune infiltration and immunotherapy. Moreover, the levels of genes related the TRPS were validated by quantitative Real-Time PCR.\nConclusions: Consequently, this study unraveled an association between the TRCG and the tumor microenvironment in TNBC. TRPS model represents an effective tool for survival prediction and treatment guidance in TNBC that can also help identify individual variations in TME and stratify patients who are sensitive to anticancer immunotherapy.", "claims": [{"id": "claim-data-access", "statement": "Data associated with this study has been deposited at The datasets used and/or analyzed during the current study are available in the cBio Cancer Genomics Protal(cBioportal, https://www.cbioportal.org/), the Gene Expression Omnibus (GEO, https://www.ncbi.nlm.nih.gov/geo/) and The Cancer Genome Atlas (TCGA) network (https://cancergenome.nih.gov/). 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"GSM3326515", "GSM3326516", "GSM3326517", "GSM3326518", "GSM3326519", "GSM3326520", "GSM3326521", "GSM3326522", "GSM3326523", "GSM3326524", "GSM3326525", "GSM3326526", "GSM3326527", "GSM3326528", "GSM3326529", "GSM3326530", "GSM3326531", "GSM3326532", "GSM3326533", "GSM3326534", "GSM3326535", "GSM3326536", "GSM3326537", "GSM3326538", "GSM3326539", "GSM3326540", "GSM3326541", "GSM3326542", "GSM3326543", "GSM3326544", "GSM3326545", "GSM3326546", "GSM3326547", "GSM3326548", "GSM3326549", "GSM3326550", "GSM3326551", "GSM3326552", "GSM3326553", "GSM3326554", "GSM3326555", "GSM3326556", "GSM3326557", "GSM3326558", "GSM3326559", "GSM3326560", "GSM3326561", "GSM3326562", "GSM3326563", "GSM3326564", "GSM3326565", "GSM3326566", "GSM3326567", "GSM3326568", "GSM3326569", "GSM3326570", "GSM3326571", "GSM3326572", "GSM3326573", "GSM3326574", "GSM3326575", "GSM3326576", "GSM3326577", "GSM3326578", "GSM3326579", "GSM3326580", "GSM3326581", "GSM3326582", "GSM3326583", "GSM3326584", "GSM3326585", "GSM3326586", "GSM3326587", "GSM3326588", "GSM3326589", "GSM3326590", "GSM3326591", "GSM3326592", "GSM3326593", "GSM3326594", "GSM3326595", "GSM3326596", "GSM3326597", "GSM3326598", "GSM3326599", "GSM3326600", "GSM3326601", "GSM3326602", "GSM3326603", "GSM3326604", "GSM3326605", "GSM3326606", "GSM3326607", "GSM3326608", "GSM3326609", "GSM3326610", "GSM3326611", "GSM3326612", "GSM3326613", "GSM3326614", "GSM3326615", "GSM3326616", "GSM3326617", "GSM3326618", "GSM3326619", "GSM3326620", "GSM3326621", "GSM3326622", "GSM3326623", "GSM3326624", "GSM3326625", "GSM3326626", "GSM3326627", "GSM3326628", "GSM3326629", "GSM3326630", "GSM3326631", "GSM3326632", "GSM3326633", "GSM3326634", "GSM3326635", "GSM3326636", "GSM3326637", "GSM3326638", "GSM3326639", "GSM3326640", "GSM3326641", "GSM3326642", "GSM3326643", "GSM3326644", "GSM3326645", "GSM3326646", "GSM3326647", "GSM3326648", "GSM3326649", "GSM3326650", "GSM3326651", "GSM3326652", "GSM3326653", "GSM3326654", "GSM3326655", "GSM3326656", "GSM3326657", "GSM3326658", "GSM3326659", "GSM3326660", "GSM3326661", "GSM3326662", "GSM3326663", "GSM3326664", "GSM3326665", "GSM3326666", "GSM3326667", "GSM3326668", "GSM3326669", "GSM3326670", "GSM3326671", "GSM3326672", "GSM3326673", "GSM3326674", "GSM3326675", "GSM3326676", "GSM3326677", "GSM3326678", "GSM3326679", "GSM3326680", "GSM3326681", "GSM3326682", "GSM3326683", "GSM3326684", "GSM3326685", "GSM3326686", "GSM3326687", "GSM3326688", "GSM3326689", "GSM3326690", "GSM3326691", "GSM3326692", "GSM3326693", "GSM3326694", "GSM3326695", "GSM3326696", "GSM3326697", "GSM3326698", "GSM3326699", "GSM3326700", "GSM3326701", "GSM3326702", "GSM3326703", "GSM3326704", "GSM3326705", "GSM3326706", "GSM3326707", "GSM3326708", "GSM3326709", "GSM3326710", "GSM3326711", "GSM3326712", "GSM3326713", "GSM3326714", "GSM3326715", "GSM3326716", "GSM3326717", "GSM3326718", "GSM3326719", "GSM3326720", "GSM3326721", "GSM3326722", "GSM3326723", "GSM3326724", "GSM3326725", "GSM3326726", "GSM3326727", "GSM3326728", "GSM3326729", "GSM3326730", "GSM3326731", "GSM3326732", "GSM3326733", "GSM3326734", "GSM3326735", "GSM3326736", "GSM3326737", "GSM3326738", "GSM3326739", "GSM3326740", "GSM3326741", "GSM3326742", "GSM3326743", "GSM3326744", "GSM3326745", "GSM3326746", "GSM3326747", "GSM3326748", "GSM3326749", "GSM3326750", "GSM3326751", "GSM3326752", "GSM3326753", "GSM3326754", "GSM3326755", "GSM3326756", "GSM3326757", "GSM3326758", "GSM3326759", "GSM3326760", "GSM3326761", "GSM3326762", "GSM3326763", "GSM3326764", "GSM3326765", "GSM3326766", "GSM3326767", "GSM3326768", "GSM3326769", "GSM3326770", "GSM3326771", "GSM3326772", "GSM3326773", "GSM3326774", "GSM3326775", "GSM3326776", "GSM3326777", "GSM3326778", "GSM3326779", "GSM3326780", "GSM3326781", "GSM3326782", "GSM3326783", "GSM3326784", "GSM3326785", "GSM3326786", "GSM3326787", "GSM3326788", "GSM3326789", "GSM3326790", "GSM3326791", "GSM3326792", "GSM3326793", "GSM3326794", "GSM3326795", "GSM3326796", "GSM3326797", "GSM3326798", "GSM3326799", "GSM3326800", "GSM3326801", "GSM3326802", "GSM3326803", "GSM3326804", "GSM3326805", "GSM3326806", "GSM3326807", "GSM3326808", "GSM3326809", "GSM3326810", "GSM3326811", "GSM3326812", "GSM3326813", "GSM3326814", "GSM3326815", "GSM3326816", "GSM3326817", "GSM3326818", "GSM3326819", "GSM3326820", "GSM3326821", "GSM3326822", "GSM3326823", "GSM3326824", "GSM3326825", "GSM3326826", "GSM3326827", "GSM3326828", "GSM3326829", "GSM3326830", "GSM3326831", "GSM3326832", "GSM3326833", "GSM3326834", "GSM3326835", "GSM3326836", "GSM3326837", "GSM3326838", "GSM3326839", "GSM3326840", "GSM3326841", "GSM3326842", "GSM3326843", "GSM3326844", "GSM3326845", "GSM3326846", "GSM3326847", "GSM3326848", "GSM3326849", "GSM3326850", "GSM3326851", "GSM3326852", "GSM3326853", "GSM3326854", "GSM3326855", "GSM3326856", "GSM3326857", "GSM3326858", "GSM3326859", "GSM3326860", "GSM3326861", "GSM3326862", "GSM3326863", "GSM3326864", "GSM3326865", "GSM3326866", "GSM3326867", "GSM3326868", "GSM3326869", "GSM3326870", "GSM3326871", "GSM3326872", "GSM3326873", "GSM3326874", "GSM3326875", "GSM3326876", "GSM3326877", "GSM3326878", "GSM3326879", "GSM3326880", "GSM3326881", "GSM3326882", "GSM3326883", "GSM3326884", "GSM3326885", "GSM3326886", "GSM3326887", "GSM3326888", "GSM3326889", "GSM3326890", "GSM3326891", "GSM3326892", "GSM3326893", "GSM3326894", "GSM3326895", "GSM3326896", "GSM3326897", "GSM3326898", "GSM3326899", "GSM3326900", "GSM3326901", "GSM3326902", "GSM3326903", "GSM3326904", "GSM3326905", "GSM3326906", "GSM3326907", "GSM3326908", "GSM3326909", "GSM3326910", "GSM3326911", "GSM3326912", "GSM3326913", "GSM3326914", "GSM3326915", "GSM3326916", "GSM3326917", "GSM3326918", "GSM3326919", "GSM3326920", "GSM3326921", "GSM3326922", "GSM3326923", "GSM3326924", "GSM3326925", "GSM3326926", "GSM3326927", "GSM3326928", "GSM3326929", "GSM3326930", "GSM3326931", "GSM3326932", "GSM3326933", "GSM3326934", "GSM3326935", "GSM3326936", "GSM3326937", "GSM3326938", "GSM3326939", "GSM3326940", "GSM3326941", "GSM3326942", "GSM3326943", "GSM3326944", "GSM3326945", "GSM3326946", "GSM3326947", "GSM3326948", "GSM3326949", "GSM3326950", "GSM3326951", "GSM3326952", "GSM3326953", "GSM3326954", "GSM3326955", "GSM3326956", "GSM3326957", "GSM3326958", "GSM3326959", "GSM3326960", "GSM3326961", "GSM3326962", "GSM3326963", "GSM3326964", "GSM3326965", "GSM3326966", "GSM3326967", "GSM3326968", "GSM3326969", "GSM3326970", "GSM3326971", "GSM3326972", "GSM3326973", "GSM3326974", "GSM3326975", "GSM3326976", "GSM3326977", "GSM3326978", "GSM3326979", "GSM3326980", "GSM3326981", "GSM3326982", "GSM3326983", "GSM3326984", "GSM3326985", "GSM3326986", "GSM3326987", "GSM3326988", "GSM3326989", "GSM3326990", "GSM3326991", "GSM3326992", "GSM3326993", "GSM3326994", "GSM3326995", "GSM3326996", "GSM3326997", "GSM3326998", "GSM3326999", "GSM3327000", "GSM3327001", "GSM3327002", "GSM3327003", "GSM3327004", "GSM3327005", "GSM3327006", "GSM3327007", "GSM3327008", "GSM3327009", "GSM3327010", "GSM3327011", "GSM3327012", "GSM3327013", "GSM3327014", "GSM3327015", "GSM3327016", "GSM3327017", "GSM3327018", "GSM3327019", "GSM3327020", "GSM3327021", "GSM3327022", "GSM3327023", "GSM3327024", "GSM3327025", "GSM3327026", "GSM3327027", "GSM3327028", "GSM3327029", "GSM3327030", "GSM3327031", "GSM3327032", "GSM3327033", "GSM3327034", "GSM3327035", "GSM3327036", "GSM3327037", "GSM3327038", "GSM3327039", "GSM3327040", "GSM3327041", "GSM3327042", "GSM3327043", "GSM3327044", "GSM3327045", "GSM3327046", "GSM3327047", "GSM3327048", "GSM3327049", "GSM3327050", "GSM3327051", "GSM3327052", "GSM3327053", "GSM3327054", "GSM3327055", "GSM3327056", "GSM3327057", "GSM3327058", "GSM3327059", "GSM3327060", "GSM3327061", "GSM3327062", "GSM3327063", "GSM3327064", "GSM3327065", "GSM3327066", "GSM3327067", "GSM3327068", "GSM3327069", "GSM3327070", "GSM3327071", "GSM3327072", "GSM3327073", "GSM3327074", "GSM3327075", "GSM3327076", "GSM3327077", "GSM3327078", "GSM3327079", "GSM3327080", "GSM3327081", "GSM3327082", "GSM3327083", "GSM3327084", "GSM3327085", "GSM3327086", "GSM3327087", "GSM3327088", "GSM3327089", "GSM3327090", "GSM3327091", "GSM3327092", "GSM3327093", "GSM3327094", "GSM3327095", "GSM3327096", "GSM3327097", "GSM3327098", "GSM3327099", "GSM3327100", "GSM3327101", "GSM3327102", "GSM3327103", "GSM3327104", "GSM3327105", "GSM3327106", "GSM3327107", "GSM3327108", "GSM3327109", "GSM3327110", "GSM3327111", "GSM3327112", "GSM3327113", "GSM3327114", "GSM3327115", "GSM3327116", "GSM3327117", "GSM3327118", "GSM3327119", "GSM3327120", "GSM3327121", "GSM3327122", "GSM3327123", "GSM3327124", "GSM3327125", "GSM3327126", "GSM3327127", "GSM3327128", "GSM3327129", "GSM3327130", "GSM3327131", "GSM3327132", "GSM3327133", "GSM3327134", "GSM3327135", "GSM3327136", "GSM3327137", "GSM3327138", "GSM3327139", "GSM3327140", "GSM3327141", "GSM3327142", "GSM3327143", "GSM3327144", "GSM3327145", "GSM3327146", "GSM3327147", "GSM3327148", "GSM3327149", "GSM3327150", "GSM3327151", "GSM3327152", "GSM3327153", "GSM3327154", "GSM3327155", "GSM3327156", "GSM3327157", "GSM3327158", "GSM3327159", "GSM3327160", "GSM3327161", "GSM3327162", "GSM3327163", "GSM3327164", "GSM3327165", "GSM3327166", "GSM3327167", "GSM3327168", "GSM3327169", "GSM3327170", "GSM3327171", "GSM3327172", "GSM3327173", "GSM3327174", "GSM3327175", "GSM3327176", "GSM3327177", "GSM3327178", "GSM3327179", "GSM3327180", "GSM3327181", "GSM3327182", "GSM3327183", "GSM3327184", "GSM3327185", "GSM3327186", "GSM3327187", "GSM3327188", "GSM3327189", "GSM3327190", "GSM3327191", "GSM3327192", "GSM3327193", "GSM3327194", "GSM3327195", "GSM3327196", "GSM3327197", "GSM3327198", "GSM3327199", "GSM3327200", "GSM3327201", "GSM3327202", "GSM3327203", "GSM3327204", "GSM3327205", "GSM3327206", "GSM3327207", "GSM3327208", "GSM3327209", "GSM3327210", "GSM3327211", "GSM3327212", "GSM3327213", "GSM3327214", "GSM3327215", "GSM3327216", "GSM3327217", "GSM3327218", "GSM3327219", "GSM3327220", "GSM3327221", "GSM3327222", "GSM3327223", "GSM3327224", "GSM3327225", "GSM3327226", "GSM3327227", "GSM3327228", "GSM3327229", "GSM3327230", "GSM3327231", "GSM3327232", "GSM3327233", "GSM3327234", "GSM3327235", "GSM3327236", "GSM3327237", "GSM3327238", "GSM3327239", "GSM3327240", "GSM3327241", "GSM3327242", "GSM3327243", "GSM3327244", "GSM3327245", "GSM3327246", "GSM3327247", "GSM3327248", "GSM3327249", "GSM3327250", "GSM3327251", "GSM3327252", "GSM3327253", "GSM3327254", "GSM3327255", "GSM3327256", "GSM3327257", "GSM3327258", "GSM3327259", "GSM3327260", "GSM3327261", "GSM3327262", "GSM3327263", "GSM3327264", "GSM3327265", "GSM3327266", "GSM3327267", "GSM3327268", "GSM3327269", "GSM3327270", "GSM3327271", "GSM3327272", "GSM3327273", "GSM3327274", "GSM3327275", "GSM3327276", "GSM3327277", "GSM3327278", "GSM3327279", "GSM3327280", "GSM3327281", "GSM3327282", "GSM3327283", "GSM3327284", "GSM3327285", "GSM3327286", "GSM3327287", "GSM3327288", "GSM3327289", "GSM3327290", "GSM3327291", "GSM3327292", "GSM3327293", "GSM3327294", "GSM3327295", "GSM3327296", "GSM3327297", "GSM3327298", "GSM3327299", "GSM3327300", "GSM3327301", "GSM3327302", "GSM3327303", "GSM3327304", "GSM3327305", "GSM3327306", "GSM3327307", "GSM3327308", "GSM3327309", "GSM3327310", "GSM3327311", "GSM3327312", "GSM3327313", "GSM3327314", "GSM3327315", "GSM3327316", "GSM3327317", "GSM3327318", "GSM3327319", "GSM3327320", "GSM3327321", "GSM3327322", "GSM3327323", "GSM3327324", "GSM3327325", "GSM3327326", "GSM3327327", "GSM3327328", "GSM3327329", "GSM3327330", "GSM3327331", "GSM3327332", "GSM3327333", "GSM3327334", "GSM3327335", "GSM3327336", "GSM3327337", "GSM3327338", "GSM3327339", "GSM3327340", "GSM3327341", "GSM3327342", "GSM3327343", "GSM3327344", "GSM3327345", "GSM3327346", "GSM3327347", "GSM3327348", "GSM3327349", "GSM3327350", "GSM3327351", "GSM3327352", "GSM3327353", "GSM3327354", "GSM3327355", "GSM3327356", "GSM3327357", "GSM3327358", "GSM3327359", "GSM3327360", "GSM3327361", "GSM3327362", "GSM3327363", "GSM3327364", "GSM3327365", "GSM3327366", 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[RNA-Seq]", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE176078", "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=GSE176078", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE176078", "version": null, "note": "Data associated with this study has been deposited at The datasets used and/or analyzed during the current study are available in the cBio Cancer Genomics Protal(cBioportal, https://www.cbioportal.org/), the Gene Expression Omnibus (GEO, https://www.ncbi.nlm.nih.gov/geo/) and The Cancer Genome Atlas (TCGA) network (https://cancergenome.nih.gov/). R and other custom scripts for analyzing data are available upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data associated with this study has been deposited at The datasets used and/or analyzed during the current study are available in the cBio Cancer Genomics Protal(cBioportal, https://www.cbioportal.org/), the Gene Expression Omnibus (GEO, https://www.ncbi.nlm.nih.gov/geo/) and The Cancer Genome Atlas (TCGA) network (https://cancergenome.nih.gov/). R and other custom scripts for analyzing data are available upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5354513", "GSM5354514", "GSM5354515", "GSM5354516", "GSM5354517", "GSM5354518", "GSM5354519", "GSM5354520", "GSM5354521", "GSM5354522", "GSM5354523", "GSM5354524", "GSM5354525", "GSM5354526", "GSM5354527", "GSM5354528", "GSM5354529", "GSM5354530", "GSM5354531", "GSM5354532", "GSM5354533", "GSM5354534", "GSM5354535", "GSM5354536", "GSM5354537", "GSM5354538"], "sample_count": 26, "group_sizes": null, "group_sizes_basis": null, "platform": "18573", "taxon": "Homo sapiens", "title": "A single-cell and spatially resolved atlas of human breast cancers", "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:GSE96058", "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=GSE96058", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE96058", "version": null, "note": "Data associated with this study has been deposited at The datasets used and/or analyzed during the current study are available in the cBio Cancer Genomics Protal(cBioportal, https://www.cbioportal.org/), the Gene Expression Omnibus (GEO, https://www.ncbi.nlm.nih.gov/geo/) and The Cancer Genome Atlas (TCGA) network (https://cancergenome.nih.gov/). R and other custom scripts for analyzing data are available upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data associated with this study has been deposited at The datasets used and/or analyzed during the current study are available in the cBio Cancer Genomics Protal(cBioportal, https://www.cbioportal.org/), the Gene Expression Omnibus (GEO, https://www.ncbi.nlm.nih.gov/geo/) and The Cancer Genome Atlas (TCGA) network (https://cancergenome.nih.gov/). 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"GSM2528635", "GSM2528636", "GSM2528637", "GSM2528638", "GSM2528639", "GSM2528640", "GSM2528641", "GSM2528642", "GSM2528643", "GSM2528644", "GSM2528645", "GSM2528646", "GSM2528647", "GSM2528648", "GSM2528649", "GSM2528650", "GSM2528651", "GSM2528652", "GSM2528653", "GSM2528654", "GSM2528655", "GSM2528656", "GSM2528657", "GSM2528658", "GSM2528659", "GSM2528660", "GSM2528661", "GSM2528662", "GSM2528663", "GSM2528664", "GSM2528665", "GSM2528666", "GSM2528667", "GSM2528668", "GSM2528669", "GSM2528670", "GSM2528671", "GSM2528672", "GSM2528673", "GSM2528674", "GSM2528675", "GSM2528676", "GSM2528677", "GSM2528678", "GSM2528679", "GSM2528680", "GSM2528681", "GSM2528682", "GSM2528683", "GSM2528684", "GSM2528685", "GSM2528686", "GSM2528687", "GSM2528688", "GSM2528689", "GSM2528690", "GSM2528691", "GSM2528692", "GSM2528693", "GSM2528694", "GSM2528695", "GSM2528696", "GSM2528697", "GSM2528698", "GSM2528699", "GSM2528700", "GSM2528701", "GSM2528702", "GSM2528703", "GSM2528704", "GSM2528705", "GSM2528706", "GSM2528707", "GSM2528708", "GSM2528709", "GSM2528710", "GSM2528711", "GSM2528712", "GSM2528713", "GSM2528714", "GSM2528715", "GSM2528716", "GSM2528717", "GSM2528718", "GSM2528719", "GSM2528720", "GSM2528721", "GSM2528722", "GSM2528723", "GSM2528724", "GSM2528725", "GSM2528726", "GSM2528727", "GSM2528728", "GSM2528729", "GSM2528730", "GSM2528731", "GSM2528732", "GSM2528733", "GSM2528734", "GSM2528735", "GSM2528736", "GSM2528737", "GSM2528738", "GSM2528739", "GSM2528740", "GSM2528741", "GSM2528742", "GSM2528743", "GSM2528744", "GSM2528745", "GSM2528746", "GSM2528747", "GSM2528748", "GSM2528749", "GSM2528750", "GSM2528751", "GSM2528752", "GSM2528753", "GSM2528754", "GSM2528755", "GSM2528756", "GSM2528757", "GSM2528758", "GSM2528759", "GSM2528760", "GSM2528761", "GSM2528762", "GSM2528763", "GSM2528764", "GSM2528765", "GSM2528766", "GSM2528767", "GSM2528768", "GSM2528769", "GSM2528770", "GSM2528771", "GSM2528772", "GSM2528773", "GSM2528774", "GSM2528775", "GSM2528776", "GSM2528777", "GSM2528778", "GSM2528779", "GSM2528780", "GSM2528781", "GSM2528782", "GSM2528783", "GSM2528784", "GSM2528785", "GSM2528786", "GSM2528787", "GSM2528788", "GSM2528789", "GSM2528790", "GSM2528791", "GSM2528792", "GSM2528793", "GSM2528794", "GSM2528795", "GSM2528796", "GSM2528797", "GSM2528798", "GSM2528799", "GSM2528800", "GSM2528801", "GSM2528802", "GSM2528803", "GSM2528804", "GSM2528805", "GSM2528806", "GSM2528807", "GSM2528808", "GSM2528809", "GSM2528810", "GSM2528811", "GSM2528812", "GSM2528813", "GSM2528814", "GSM2528815", "GSM2528816", "GSM2528817", "GSM2528818", "GSM2528819", "GSM2528820", "GSM2528821", "GSM2528822", "GSM2528823", "GSM2528824", "GSM2528825", "GSM2528826", "GSM2528827", "GSM2528828", "GSM2528829", "GSM2528830", "GSM2528831", "GSM2528832", "GSM2528833", "GSM2528834", "GSM2528835", "GSM2528836", "GSM2528837", "GSM2528838", "GSM2528839", "GSM2528840", "GSM2528841", "GSM2528842", "GSM2528843", "GSM2528844", "GSM2528845", "GSM2528846", "GSM2528847", "GSM2528848", "GSM2528849", "GSM2528850", "GSM2528851", "GSM2528852", "GSM2528853", "GSM2528854", "GSM2528855", "GSM2528856", "GSM2528857", "GSM2528858", "GSM2528859", "GSM2528860", "GSM2528861", "GSM2528862", "GSM2528863", "GSM2528864", "GSM2528865", "GSM2528866", "GSM2528867", "GSM2528868", "GSM2528869", "GSM2528870", "GSM2528871", "GSM2528872", "GSM2528873", "GSM2528874", "GSM2528875", "GSM2528876", "GSM2528877", "GSM2528878", "GSM2528879", "GSM2528880", "GSM2528881", "GSM2528882", "GSM2528883", "GSM2528884", "GSM2528885", "GSM2528886", "GSM2528887", "GSM2528888", "GSM2528889", "GSM2528890", "GSM2528891", "GSM2528892", "GSM2528893", "GSM2528894", "GSM2528895", "GSM2528896", "GSM2528897", "GSM2528898", "GSM2528899", "GSM2528900", "GSM2528901", "GSM2528902", "GSM2528903", "GSM2528904", "GSM2528905", "GSM2528906", "GSM2528907", "GSM2528908", "GSM2528909", "GSM2528910", "GSM2528911", "GSM2528912", "GSM2528913", "GSM2528914", "GSM2528915", "GSM2528916", "GSM2528917", "GSM2528918", "GSM2528919", "GSM2528920", "GSM2528921", "GSM2528922", "GSM2528923", "GSM2528924", "GSM2528925", "GSM2528926", "GSM2528927", "GSM2528928", "GSM2528929", "GSM2528930", "GSM2528931", "GSM2528932", "GSM2528933", "GSM2528934", "GSM2528935", "GSM2528936", "GSM2528937", "GSM2528938", "GSM2528939", "GSM2528940", "GSM2528941", "GSM2528942", "GSM2528943", "GSM2528944", "GSM2528945", "GSM2528946", "GSM2528947", "GSM2528948", "GSM2528949", "GSM2528950", "GSM2528951", "GSM2528952", "GSM2528953", "GSM2528954", "GSM2528955", "GSM2528956", "GSM2528957", "GSM2528958", "GSM2528959", "GSM2528960", "GSM2528961", "GSM2528962", "GSM2528963", "GSM2528964", "GSM2528965", "GSM2528966", "GSM2528967", "GSM2528968", "GSM2528969", "GSM2528970", "GSM2528971", "GSM2528972", "GSM2528973", "GSM2528974", "GSM2528975", "GSM2528976", "GSM2528977", "GSM2528978", "GSM2528979", "GSM2528980", "GSM2528981", "GSM2528982", "GSM2528983", "GSM2528984", "GSM2528985", "GSM2528986", "GSM2528987", "GSM2528988", "GSM2528989", "GSM2528990", "GSM2528991", "GSM2528992", "GSM2528993", "GSM2528994", "GSM2528995", "GSM2528996", "GSM2528997", "GSM2528998", "GSM2528999", "GSM2529000", "GSM2529001", "GSM2529002", "GSM2529003", "GSM2529004", "GSM2529005", "GSM2529006", "GSM2529007", "GSM2529008", "GSM2529009", "GSM2529010", "GSM2529011", "GSM2529012", "GSM2529013", "GSM2529014", "GSM2529015", "GSM2529016", "GSM2529017", "GSM2529018", "GSM2529019", "GSM2529020", "GSM2529021", "GSM2529022", "GSM2529023", "GSM2529024", "GSM2529025", "GSM2529026", "GSM2529027", "GSM2529028", "GSM2529029", "GSM2529030", "GSM2529031", "GSM2529032", "GSM2529033", "GSM2529034", "GSM2529035", "GSM2529036", "GSM2529037", "GSM2529038", "GSM2529039", "GSM2529040", "GSM2529041", "GSM2529042", "GSM2529043", "GSM2529044", "GSM2529045", "GSM2529046", "GSM2529047", "GSM2529048", "GSM2529049", "GSM2529050", "GSM2529051", "GSM2529052", "GSM2529053", "GSM2529054", "GSM2529055", "GSM2529056", "GSM2529057", "GSM2529058", "GSM2529059", "GSM2529060", "GSM2529061", "GSM2529062", "GSM2529063", "GSM2529064", "GSM2529065", "GSM2529066", "GSM2529067", "GSM2529068", "GSM2529069", "GSM2529070", "GSM2529071", "GSM2529072", "GSM2529073", "GSM2529074", "GSM2529075", "GSM2529076", "GSM2529077", "GSM2529078", "GSM2529079", "GSM2529080", "GSM2529081", "GSM2529082", "GSM2529083", "GSM2529084", "GSM2529085", "GSM2529086", "GSM2529087", "GSM2529088", "GSM2529089", "GSM2529090", "GSM2529091", "GSM2529092", "GSM2529093", "GSM2529094", "GSM2529095", "GSM2529096", "GSM2529097", "GSM2529098", "GSM2529099", "GSM2529100", "GSM2529101", "GSM2529102", "GSM2529103", "GSM2529104", "GSM2529105", "GSM2529106", "GSM2529107", "GSM2529108", "GSM2529109", "GSM2529110", "GSM2529111", "GSM2529112", "GSM2529113", "GSM2529114", "GSM2529115", "GSM2529116", "GSM2529117", "GSM2529118", "GSM2529119", "GSM2529120", "GSM2529121", "GSM2529122", "GSM2529123", "GSM2529124", "GSM2529125", "GSM2529126", "GSM2529127", "GSM2529128", "GSM2529129", "GSM2529130", "GSM2529131", "GSM2529132", "GSM2529133", "GSM2529134", "GSM2529135", "GSM2529136", "GSM2529137", "GSM2529138", "GSM2529139", "GSM2529140", "GSM2529141", "GSM2529142", "GSM2529143", "GSM2529144", "GSM2529145", "GSM2529146", "GSM2529147", "GSM2529148", "GSM2529149", "GSM2529150", "GSM2529151", "GSM2529152", "GSM2529153", "GSM2529154", "GSM2529155", "GSM2529156", "GSM2529157", "GSM2529158", "GSM2529159", "GSM2529160", "GSM2529161", "GSM2529162", "GSM2529163", "GSM2529164", "GSM2529165", "GSM2529166", "GSM2529167", "GSM2529168", "GSM2529169", "GSM2529170", "GSM2529171", "GSM2529172", "GSM2529173", "GSM2529174", "GSM2529175", "GSM2529176", "GSM2529177", "GSM2529178", "GSM2529179", "GSM2529180", "GSM2529181", "GSM2529182", "GSM2529183", "GSM2529184", "GSM2529185", "GSM2529186", "GSM2529187", "GSM2529188", "GSM2529189", "GSM2529190", "GSM2529191", "GSM2529192", "GSM2529193", "GSM2529194", "GSM2529195", "GSM2529196", "GSM2529197", "GSM2529198", "GSM2529199", "GSM2529200", "GSM2529201", "GSM2529202", "GSM2529203", "GSM2529204", "GSM2529205", "GSM2529206", "GSM2529207", "GSM2529208", "GSM2529209", "GSM2529210", "GSM2529211", "GSM2529212", "GSM2529213", "GSM2529214", "GSM2529215", "GSM2529216", "GSM2529217", "GSM2529218", "GSM2529219", "GSM2529220", "GSM2529221", "GSM2529222", "GSM2529223", "GSM2529224", "GSM2529225", "GSM2529226", "GSM2529227", "GSM2529228", "GSM2529229", "GSM2529230", "GSM2529231", "GSM2529232", "GSM2529233", "GSM2529234", "GSM2529235", "GSM2529236", "GSM2529237", "GSM2529238", "GSM2529239", "GSM2529240", "GSM2529241", "GSM2529242", "GSM2529243", "GSM2529244", "GSM2529245", "GSM2529246", "GSM2529247", "GSM2529248", "GSM2529249", "GSM2529250", "GSM2529251", "GSM2529252", "GSM2529253", "GSM2529254", "GSM2529255", "GSM2529256", "GSM2529257", "GSM2529258", "GSM2529259", "GSM2529260", "GSM2529261", "GSM2529262", "GSM2529263", "GSM2529264", "GSM2529265", "GSM2529266", "GSM2529267", "GSM2529268", "GSM2529269", "GSM2529270", "GSM2529271", "GSM2529272", "GSM2529273", "GSM2529274", "GSM2529275", "GSM2529276", "GSM2529277", "GSM2529278", "GSM2529279", "GSM2529280", "GSM2529281", "GSM2529282", "GSM2529283", "GSM2529284", "GSM2529285", "GSM2529286", "GSM2529287", "GSM2529288", "GSM2529289", "GSM2529290", "GSM2529291", "GSM2529292", "GSM2529293", "GSM2529294", "GSM2529295", "GSM2529296", "GSM2529297", "GSM2529298", "GSM2529299", "GSM2529300", "GSM2529301", "GSM2529302", "GSM2529303", "GSM2529304", "GSM2529305", "GSM2529306", "GSM2529307", "GSM2529308", "GSM2529309", "GSM2529310", "GSM2529311", "GSM2529312", "GSM2529313", "GSM2529314", "GSM2529315", "GSM2529316", "GSM2529317", "GSM2529318", "GSM2529319", "GSM2529320", "GSM2529321", "GSM2529322", "GSM2529323", "GSM2529324", "GSM2529325", "GSM2529326", "GSM2529327", "GSM2529328", "GSM2529329", "GSM2529330", "GSM2529331", "GSM2529332", "GSM2529333", "GSM2529334", "GSM2529335", "GSM2529336", "GSM2529337", "GSM2529338", "GSM2529339", "GSM2529340", "GSM2529341", "GSM2529342", "GSM2529343", "GSM2529344", "GSM2529345", "GSM2529346", "GSM2529347", "GSM2529348", "GSM2529349", "GSM2529350", "GSM2529351", "GSM2529352", "GSM2529353", "GSM2529354", "GSM2529355", "GSM2529356", "GSM2529357", "GSM2529358", "GSM2529359", "GSM2529360", "GSM2529361", "GSM2529362", "GSM2529363", "GSM2529364", "GSM2529365", "GSM2529366", "GSM2529367", "GSM2529368", "GSM2529369", "GSM2529370", "GSM2529371", "GSM2529372", "GSM2529373", "GSM2529374", "GSM2529375", "GSM2529376", "GSM2529377", "GSM2529378", "GSM2529379", "GSM2529380", "GSM2529381", "GSM2529382", "GSM2529383", "GSM2529384", "GSM2529385", "GSM2529386", "GSM2529387", "GSM2529388", "GSM2529389", "GSM2529390", "GSM2529391", "GSM2529392", "GSM2529393", "GSM2529394", "GSM2529395", "GSM2529396", "GSM2529397", "GSM2529398", "GSM2529399", "GSM2529400", "GSM2529401", "GSM2529402", "GSM2529403", "GSM2529404", "GSM2529405", "GSM2529406", "GSM2529407", "GSM2529408", "GSM2529409", "GSM2529410", "GSM2529411", "GSM2529412", "GSM2529413", "GSM2529414", "GSM2529415", "GSM2529416", "GSM2529417", "GSM2529418", "GSM2529419", "GSM2529420", "GSM2529421", "GSM2529422", "GSM2529423", "GSM2529424", "GSM2529425", "GSM2529426", "GSM2529427", "GSM2529428", "GSM2529429", "GSM2529430", "GSM2529431", "GSM2529432", "GSM2529433", "GSM2529434", "GSM2529435", "GSM2529436", "GSM2529437", "GSM2529438", "GSM2529439", "GSM2529440", "GSM2529441", "GSM2529442", "GSM2529443", "GSM2529444", "GSM2529445", "GSM2529446", "GSM2529447", "GSM2529448", "GSM2529449", "GSM2529450", "GSM2529451", "GSM2529452", "GSM2529453", "GSM2529454", "GSM2529455", "GSM2529456", "GSM2529457", "GSM2529458", "GSM2529459", "GSM2529460", "GSM2529461", "GSM2529462", "GSM2529463", "GSM2529464", "GSM2529465", "GSM2529466", "GSM2529467", "GSM2529468", "GSM2529469", "GSM2529470", "GSM2529471", "GSM2529472", "GSM2529473", "GSM2529474", "GSM2529475", "GSM2529476", "GSM2529477", "GSM2529478", "GSM2529479", "GSM2529480", "GSM2529481", "GSM2529482", "GSM2529483", "GSM2529484", "GSM2529485", "GSM2529486", "GSM2529487", "GSM2529488", "GSM2529489", "GSM2529490", "GSM2529491", "GSM2529492", "GSM2529493", "GSM2529494", "GSM2529495", "GSM2529496", "GSM2529497", "GSM2529498", "GSM2529499", "GSM2529500", "GSM2529501", "GSM2529502", "GSM2529503", "GSM2529504", "GSM2529505", "GSM2529506", "GSM2529507", "GSM2529508", "GSM2529509", "GSM2529510", "GSM2529511", "GSM2529512", "GSM2529513", "GSM2529514", "GSM2529515", "GSM2529516", "GSM2529517", "GSM2529518", "GSM2529519", "GSM2529520", "GSM2529521", "GSM2529522", "GSM2529523", "GSM2529524", "GSM2529525", "GSM2529526", "GSM2529527", "GSM2529528", "GSM2529529", "GSM2529530", "GSM2529531", "GSM2529532", "GSM2529533", "GSM2529534", "GSM2529535", "GSM2529536", "GSM2529537", "GSM2529538", "GSM2529539", "GSM2529540", "GSM2529541", "GSM2529542", "GSM2529543", "GSM2529544", "GSM2529545", "GSM2529546", "GSM2529547", "GSM2529548", "GSM2529549", "GSM2529550", "GSM2529551", "GSM2529552", "GSM2529553", "GSM2529554", "GSM2529555", "GSM2529556", "GSM2529557", "GSM2529558", "GSM2529559", "GSM2529560", "GSM2529561", "GSM2529562", "GSM2529563", "GSM2529564", "GSM2529565", "GSM2529566", "GSM2529567", "GSM2529568", "GSM2529569", "GSM2529570", "GSM2529571", "GSM2529572", "GSM2529573", "GSM2529574", "GSM2529575", "GSM2529576", "GSM2529577", "GSM2529578", "GSM2529579", "GSM2529580", "GSM2529581", "GSM2529582", "GSM2529583", "GSM2529584", "GSM2529585", "GSM2529586", "GSM2529587", "GSM2529588", "GSM2529589", "GSM2529590", "GSM2529591", "GSM2529592", "GSM2529593", "GSM2529594", "GSM2529595", "GSM2529596", "GSM2529597", "GSM2529598", "GSM2529599", "GSM2529600", "GSM2529601", "GSM2529602", "GSM2529603", "GSM2529604", "GSM2529605", "GSM2529606", "GSM2529607", "GSM2529608", "GSM2529609", "GSM2529610", "GSM2529611", "GSM2529612", "GSM2529613", "GSM2529614", "GSM2529615", "GSM2529616", "GSM2529617", "GSM2529618", "GSM2529619", "GSM2529620", "GSM2529621", "GSM2529622", "GSM2529623", "GSM2529624", "GSM2529625", "GSM2529626", "GSM2529627", "GSM2529628", "GSM2529629", "GSM2529630", "GSM2529631", "GSM2529632", "GSM2529633", "GSM2529634", "GSM2529635", "GSM2529636", "GSM2529637", "GSM2529638", "GSM2529639", "GSM2529640", "GSM2529641", "GSM2529642", "GSM2529643", "GSM2529644", "GSM2529645", "GSM2529646", "GSM2529647", "GSM2529648", "GSM2529649", "GSM2529650", "GSM2529651", "GSM2529652", "GSM2529653", "GSM2529654", "GSM2529655", "GSM2529656", "GSM2529657", "GSM2529658", "GSM2529659", "GSM2529660", "GSM2529661", "GSM2529662", "GSM2529663", "GSM2529664", "GSM2529665", "GSM2529666", "GSM2529667", "GSM2529668", "GSM2529669", "GSM2529670", "GSM2529671", "GSM2529672", "GSM2529673", "GSM2529674", "GSM2529675", "GSM2529676", "GSM2529677", "GSM2529678", "GSM2529679", "GSM2529680", "GSM2529681", "GSM2529682", "GSM2529683", "GSM2529684", "GSM2529685", "GSM2529686", "GSM2529687", "GSM2529688", "GSM2529689", "GSM2529690", "GSM2529691", "GSM2529692", "GSM2529693", "GSM2529694", "GSM2529695", "GSM2529696", "GSM2529697", "GSM2529698", "GSM2529699", "GSM2529700", "GSM2529701", "GSM2529702", "GSM2529703", "GSM2529704", "GSM2529705", "GSM2529706", "GSM2529707", "GSM2529708", "GSM2529709", "GSM2529710", "GSM2529711", "GSM2529712", "GSM2529713", "GSM2529714", "GSM2529715", "GSM2529716", "GSM2529717", "GSM2529718", "GSM2529719", "GSM2529720", "GSM2529721", "GSM2529722", "GSM2529723", "GSM2529724", "GSM2529725", "GSM2529726", "GSM2529727", "GSM2529728", "GSM2529729", "GSM2529730", "GSM2529731", "GSM2529732", "GSM2529733", "GSM2529734", "GSM2529735", "GSM2529736", "GSM2529737", "GSM2529738", "GSM2529739", "GSM2529740", "GSM2529741", "GSM2529742", "GSM2529743", "GSM2529744", "GSM2529745", "GSM2529746", "GSM2529747", "GSM2529748", "GSM2529749", "GSM2529750", "GSM2529751", "GSM2529752", "GSM2529753", "GSM2529754", "GSM2529755", "GSM2529756", "GSM2529757", "GSM2529758", "GSM2529759", "GSM2529760", "GSM2529761", "GSM2529762", "GSM2529763", "GSM2529764", "GSM2529765", "GSM2529766", "GSM2529767", "GSM2529768", "GSM2529769", "GSM2529770", "GSM2529771", "GSM2529772", "GSM2529773", "GSM2529774", "GSM2529775", "GSM2529776", "GSM2529777", "GSM2529778", "GSM2529779", "GSM2529780", "GSM2529781", "GSM2529782", "GSM2529783", "GSM2529784", "GSM2529785", "GSM2529786", "GSM2529787", "GSM2529788", "GSM2529789", "GSM2529790", "GSM2529791", "GSM2529792", "GSM2529793", "GSM2529794", "GSM2529795", "GSM2529796", "GSM2529797", "GSM2529798", "GSM2529799", "GSM2529800", "GSM2529801", "GSM2529802", "GSM2529803", "GSM2529804", "GSM2529805", "GSM2529806", "GSM2529807", "GSM2529808", "GSM2529809", "GSM2529810", "GSM2529811", "GSM2529812", "GSM2529813", "GSM2529814", "GSM2529815", "GSM2529816", "GSM2529817", "GSM2529818", "GSM2529819", "GSM2529820", "GSM2529821", "GSM2529822", "GSM2529823", "GSM2529824", "GSM2529825", "GSM2529826", "GSM2529827", "GSM2529828", "GSM2529829", "GSM2529830", "GSM2529831", "GSM2529832", "GSM2529833", "GSM2529834", "GSM2529835", "GSM2529836", "GSM2529837", "GSM2529838", "GSM2529839", "GSM2529840", "GSM2529841", "GSM2529842", "GSM2529843", "GSM2529844", "GSM2529845", "GSM2529846", "GSM2529847", "GSM2529848", "GSM2529849", "GSM2529850", "GSM2529851", "GSM2529852", "GSM2529853", "GSM2529854", "GSM2529855", "GSM2529856", "GSM2529857", "GSM2529858", "GSM2529859", "GSM2529860", "GSM2529861", "GSM2529862", "GSM2529863", "GSM2529864", "GSM2529865", "GSM2529866", "GSM2529867", "GSM2529868", "GSM2529869", "GSM2529870", "GSM2529871", "GSM2529872", "GSM2529873", "GSM2529874", "GSM2529875", "GSM2529876", "GSM2529877", "GSM2529878", "GSM2529879", "GSM2529880", "GSM2529881", "GSM2529882", "GSM2529883", "GSM2529884", "GSM2529885", "GSM2529886", "GSM2529887", "GSM2529888", "GSM2529889", "GSM2529890", "GSM2529891", "GSM2529892", "GSM2529893", "GSM2529894", "GSM2529895", "GSM2529896", "GSM2529897", "GSM2529898", "GSM2529899", "GSM2529900", "GSM2529901", "GSM2529902", "GSM2529903", "GSM2529904", "GSM2529905", "GSM2529906", "GSM2529907", "GSM2529908", "GSM2529909", "GSM2529910", "GSM2529911", "GSM2529912", "GSM2529913", "GSM2529914", "GSM2529915", "GSM2529916", "GSM2529917", "GSM2529918", "GSM2529919", "GSM2529920", "GSM2529921", "GSM2529922", "GSM2529923", "GSM2529924", "GSM2529925", "GSM2529926", "GSM2529927", "GSM2529928", "GSM2529929", "GSM2529930", "GSM2529931", "GSM2529932", "GSM2529933", "GSM2529934", "GSM2529935", "GSM2529936", "GSM2529937", "GSM2529938", "GSM2529939", "GSM2529940", "GSM2529941", "GSM2529942", "GSM2529943", "GSM2529944", "GSM2529945", "GSM2529946", "GSM2529947", "GSM2529948", "GSM2529949", "GSM2529950", "GSM2529951", "GSM2529952", "GSM2529953", "GSM2529954", "GSM2529955", "GSM2529956", "GSM2529957", "GSM2529958", "GSM2529959", "GSM2529960", "GSM2529961", "GSM2529962", "GSM2529963", "GSM2529964", "GSM2529965", "GSM2529966", "GSM2529967", "GSM2529968", "GSM2529969", "GSM2529970", "GSM2529971", "GSM2529972", "GSM2529973", "GSM2529974", "GSM2529975", "GSM2529976", "GSM2529977", "GSM2529978", "GSM2529979", "GSM2529980", "GSM2529981", "GSM2529982", "GSM2529983", "GSM2529984", "GSM2529985", "GSM2529986", "GSM2529987", "GSM2529988", "GSM2529989", "GSM2529990", "GSM2529991", "GSM2529992", "GSM2529993", "GSM2529994", "GSM2529995", "GSM2529996", "GSM2529997", "GSM2529998", "GSM2529999", "GSM2530000", "GSM2530001", "GSM2530002", "GSM2530003", "GSM2530004", "GSM2530005", "GSM2530006", "GSM2530007", "GSM2530008", "GSM2530009", "GSM2530010", "GSM2530011", "GSM2530012", "GSM2530013", "GSM2530014", "GSM2530015", "GSM2530016", "GSM2530017", "GSM2530018", "GSM2530019", "GSM2530020", "GSM2530021", "GSM2530022", "GSM2530023", "GSM2530024", "GSM2530025", "GSM2530026", "GSM2530027", "GSM2530028", "GSM2530029", "GSM2530030", "GSM2530031", "GSM2530032", "GSM2530033", "GSM2530034", "GSM2530035", "GSM2530036", "GSM2530037", "GSM2530038", "GSM2530039", "GSM2530040", "GSM2530041", "GSM2530042", "GSM2530043", "GSM2530044", "GSM2530045", "GSM2530046", "GSM2530047", "GSM2530048", "GSM2530049", "GSM2530050", "GSM2530051", "GSM2530052", "GSM2530053", "GSM2530054", "GSM2530055", "GSM2530056", "GSM2530057", "GSM2530058", "GSM2530059", "GSM2530060", "GSM2530061", "GSM2530062", "GSM2530063", "GSM2530064", "GSM2530065", "GSM2530066", "GSM2530067", "GSM2530068", "GSM2530069", "GSM2530070", "GSM2530071", "GSM2530072", "GSM2530073", "GSM2530074", "GSM2530075", "GSM2530076", "GSM2530077", "GSM2530078", "GSM2530079", "GSM2530080", "GSM2530081", "GSM2530082", "GSM2530083", "GSM2530084", "GSM2530085", "GSM2530086", "GSM2530087", "GSM2530088", "GSM2530089", "GSM2530090", "GSM2530091", "GSM2530092", "GSM2530093", "GSM2530094", "GSM2530095", "GSM2530096", "GSM2530097", "GSM2530098", "GSM2530099", "GSM2530100", "GSM2530101", "GSM2530102", "GSM2530103", "GSM2530104", "GSM2530105", "GSM2530106", "GSM2530107", "GSM2530108", "GSM2530109", "GSM2530110", "GSM2530111", "GSM2530112", "GSM2530113", "GSM2530114", "GSM2530115", "GSM2530116", "GSM2530117", "GSM2530118", "GSM2530119", "GSM2530120", "GSM2530121", "GSM2530122", "GSM2530123", "GSM2530124", "GSM2530125", "GSM2530126", "GSM2530127", "GSM2530128", "GSM2530129", "GSM2530130", "GSM2530131", "GSM2530132", "GSM2530133", "GSM2530134", "GSM2530135", "GSM2530136", "GSM2530137", "GSM2530138", "GSM2530139", "GSM2530140", "GSM2530141", "GSM2530142", "GSM2530143", "GSM2530144", "GSM2530145", "GSM2530146", "GSM2530147", "GSM2530148", "GSM2530149", "GSM2530150", "GSM2530151", "GSM2530152", "GSM2530153", "GSM2530154", "GSM2530155", "GSM2530156", "GSM2530157", "GSM2530158", "GSM2530159", "GSM2530160", "GSM2530161", "GSM2530162", "GSM2530163", "GSM2530164", "GSM2530165", "GSM2530166", "GSM2530167", "GSM2530168", "GSM2530169", "GSM2530170", "GSM2530171", "GSM2530172", "GSM2530173", "GSM2530174", "GSM2530175", "GSM2530176", "GSM2530177", "GSM2530178", "GSM2530179", "GSM2530180", "GSM2530181", "GSM2530182", "GSM2530183", "GSM2530184", "GSM2530185", "GSM2530186", "GSM2530187", "GSM2530188", "GSM2530189", "GSM2530190", "GSM2530191", "GSM2530192", "GSM2530193", "GSM2530194", "GSM2530195", "GSM2530196", "GSM2530197", "GSM2530198", "GSM2530199", "GSM2530200", "GSM2530201", "GSM2530202", "GSM2530203", "GSM2530204", "GSM2530205", "GSM2530206", "GSM2530207", "GSM2530208", "GSM2530209", "GSM2530210", "GSM2530211", "GSM2530212", "GSM2530213", "GSM2530214", "GSM2530215", "GSM2530216", "GSM2530217", "GSM2530218", "GSM2530219", "GSM2530220", "GSM2530221", "GSM2530222", "GSM2530223", "GSM2530224", "GSM2530225", "GSM2530226", "GSM2530227", "GSM2530228", "GSM2530229", "GSM2530230", "GSM2530231", "GSM2530232", "GSM2530233", "GSM2530234", "GSM2530235", "GSM2530236", "GSM2530237", "GSM2530238", "GSM2530239", "GSM2530240", "GSM2530241", "GSM2530242", "GSM2530243", "GSM2530244", "GSM2530245", "GSM2530246", "GSM2530247", "GSM2530248", "GSM2530249", "GSM2530250", "GSM2530251", "GSM2530252", "GSM2530253", "GSM2530254", "GSM2530255", "GSM2530256", "GSM2530257", "GSM2530258", "GSM2530259", "GSM2530260", "GSM2530261", "GSM2530262", "GSM2530263", "GSM2530264", "GSM2530265", "GSM2530266", "GSM2530267", "GSM2530268", "GSM2530269", "GSM2530270", "GSM2530271", "GSM2530272", "GSM2530273", "GSM2530274", "GSM2530275", "GSM2530276", "GSM2530277", "GSM2530278", "GSM2530279", "GSM2530280", "GSM2530281", "GSM2530282", "GSM2530283", "GSM2530284", "GSM2530285", "GSM2530286", "GSM2530287", "GSM2530288", "GSM2530289", "GSM2530290", "GSM2530291", "GSM2530292", "GSM2530293", "GSM2530294", "GSM2530295", "GSM2530296", "GSM2530297", "GSM2530298", "GSM2530299", "GSM2530300", "GSM2530301", "GSM2530302", "GSM2530303", "GSM2530304", "GSM2530305", "GSM2530306", "GSM2530307", "GSM2530308", "GSM2530309", "GSM2530310", "GSM2530311", "GSM2530312", "GSM2530313", "GSM2530314", "GSM2530315", "GSM2530316", "GSM2530317", "GSM2530318", "GSM2530319", "GSM2530320", "GSM2530321", "GSM2530322", "GSM2530323", "GSM2530324", "GSM2530325", "GSM2530326", "GSM2530327", "GSM2530328", "GSM2530329", "GSM2530330", "GSM2530331", "GSM2530332", "GSM2530333", "GSM2530334", "GSM2530335", "GSM2530336", "GSM2530337", "GSM2530338", "GSM2530339", "GSM2530340", "GSM2530341", "GSM2530342", "GSM2530343", "GSM2530344", "GSM2530345", "GSM2530346", "GSM2530347", "GSM2530348", "GSM2530349", "GSM2530350", "GSM2530351", "GSM2530352", "GSM2530353", "GSM2530354", "GSM2530355", "GSM2530356", "GSM2530357", "GSM2530358", "GSM2530359", "GSM2530360", "GSM2530361", "GSM2530362", "GSM2530363", "GSM2530364", "GSM2530365", "GSM2530366", "GSM2530367", "GSM2530368", "GSM2530369", "GSM2530370", "GSM2530371", "GSM2530372", "GSM2530373", "GSM2530374", "GSM2530375", "GSM2530376", "GSM2530377", "GSM2530378", "GSM2530379", "GSM2530380", "GSM2530381", "GSM2530382", "GSM2530383", "GSM2530384", "GSM2530385", "GSM2530386", "GSM2530387", "GSM2530388", "GSM2530389", "GSM2530390", "GSM2530391", "GSM2530392", "GSM2530393", "GSM2530394", "GSM2530395", "GSM2530396", "GSM2530397", "GSM2530398", "GSM2530399", "GSM2530400", "GSM2530401", "GSM2530402", "GSM2530403", "GSM2530404", "GSM2530405", "GSM2530406", "GSM2530407", "GSM2530408", "GSM2530409", "GSM2530410", "GSM2530411", "GSM2530412", "GSM2530413", "GSM2530414", "GSM2530415", "GSM2530416", "GSM2530417", "GSM2530418", "GSM2530419", "GSM2530420", "GSM2530421", "GSM2530422", "GSM2530423", "GSM2530424", "GSM2530425", "GSM2530426", "GSM2530427", "GSM2530428", "GSM2530429", "GSM2530430", "GSM2530431", "GSM2530432", "GSM2530433", "GSM2530434", "GSM2530435", "GSM2530436", "GSM2530437", "GSM2530438", "GSM2530439", "GSM2530440", "GSM2530441", "GSM2530442", "GSM2530443", "GSM2530444", "GSM2530445", "GSM2530446", "GSM2530447", "GSM2530448", "GSM2530449", "GSM2530450", "GSM2530451", "GSM2530452", "GSM2530453", "GSM2530454", "GSM2530455", "GSM2530456", "GSM2530457", "GSM2530458", "GSM2530459", "GSM2530460", "GSM2530461", "GSM2530462", "GSM2530463", "GSM2530464", "GSM2530465", "GSM2530466", "GSM2530467", "GSM2530468", "GSM2530469", "GSM2530470", "GSM2530471", "GSM2530472", "GSM2530473", "GSM2530474", "GSM2530475", "GSM2530476", "GSM2530477", "GSM2530478", "GSM2530479", "GSM2530480", "GSM2530481", "GSM2530482", "GSM2530483", "GSM2530484", "GSM2530485", "GSM2530486", "GSM2530487", "GSM2530488", "GSM2530489", "GSM2530490", "GSM2530491", "GSM2530492", "GSM2530493", "GSM2530494", "GSM2530495", "GSM2530496", "GSM2530497", "GSM2530498", "GSM2530499", "GSM2530500", "GSM2530501", "GSM2530502", "GSM2530503", "GSM2530504", "GSM2530505", "GSM2530506", "GSM2530507", "GSM2530508", "GSM2530509", "GSM2530510", "GSM2530511", "GSM2530512", "GSM2530513", "GSM2530514", "GSM2530515", "GSM2530516", "GSM2530517", "GSM2530518", "GSM2530519", "GSM2530520", "GSM2530521", "GSM2530522", "GSM2530523", "GSM2530524", "GSM2530525", "GSM2530526", "GSM2530527", "GSM2530528", "GSM2530529", "GSM2530530", "GSM2530531", "GSM2530532", "GSM2530533", "GSM2530534", "GSM2530535", "GSM2530536", "GSM2530537", "GSM2530538", "GSM2530539", "GSM2530540", "GSM2530541", "GSM2530542", "GSM2530543", "GSM2530544", "GSM2530545", "GSM2530546", "GSM2530547", "GSM2530548", "GSM2530549", "GSM2530550", "GSM2530551", "GSM2530552", "GSM2530553", "GSM2530554", "GSM2530555", "GSM2530556", "GSM2530557", "GSM2530558", "GSM2530559", "GSM2530560", "GSM2530561", "GSM2530562", "GSM2530563", "GSM2530564", "GSM2530565", "GSM2530566", "GSM2530567", "GSM2530568", "GSM2530569", "GSM2530570", "GSM2530571", "GSM2530572", "GSM2530573", "GSM2530574", "GSM2530575", "GSM2530576", "GSM2530577", "GSM2530578", "GSM2530579", "GSM2530580", "GSM2530581", "GSM2530582", "GSM2530583", "GSM2530584", "GSM2530585", "GSM2530586", "GSM2530587", "GSM2530588", "GSM2530589", "GSM2530590", "GSM2530591", "GSM2530592", "GSM2530593", "GSM2530594", "GSM2530595", "GSM2530596", "GSM2530597", "GSM2530598", "GSM2530599", "GSM2530600", "GSM2530601", "GSM2530602", "GSM2530603", "GSM2530604", "GSM2530605", "GSM2530606", "GSM2530607", "GSM2530608", "GSM2530609", "GSM2530610", "GSM2530611", "GSM2530612", "GSM2530613", "GSM2530614", "GSM2530615", "GSM2530616", "GSM2530617", "GSM2530618", "GSM2530619", "GSM2530620", "GSM2530621", "GSM2530622", "GSM2530623", "GSM2530624", "GSM2530625", "GSM2530626", "GSM2530627", "GSM2530628", "GSM2530629", "GSM2530630", "GSM2530631", "GSM2530632", "GSM2530633", "GSM2530634", "GSM2530635", "GSM2530636", "GSM2530637", "GSM2530638", "GSM2530639", "GSM2530640", "GSM2530641", "GSM2530642", "GSM2530643", "GSM2530644", "GSM2530645", "GSM2530646", "GSM2530647", "GSM2530648", "GSM2530649", "GSM2530650", "GSM2530651", "GSM2530652", "GSM2530653", "GSM2530654", "GSM2530655", "GSM2530656", "GSM2530657", "GSM2530658", "GSM2530659", "GSM2530660", "GSM2530661", "GSM2530662", "GSM2530663", "GSM2530664", "GSM2530665", "GSM2530666", "GSM2530667", "GSM2530668", "GSM2530669", "GSM2530670", "GSM2530671", "GSM2530672", "GSM2530673", "GSM2530674", "GSM2530675", "GSM2530676", "GSM2530677", "GSM2530678", "GSM2530679", "GSM2530680", "GSM2530681", "GSM2530682", "GSM2530683", "GSM2530684", "GSM2530685", "GSM2530686", "GSM2530687", "GSM2530688", "GSM2530689", "GSM2530690", "GSM2530691", "GSM2530692", "GSM2530693", 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"GSM2531475", "GSM2531476", "GSM2531477", "GSM2531478", "GSM2531479", "GSM2531480", "GSM2531481", "GSM2531482", "GSM2531483", "GSM2531484", "GSM2531485", "GSM2531486", "GSM2531487"], "sample_count": 3409, "group_sizes": null, "group_sizes_basis": null, "platform": "11154;18573", "taxon": "Homo sapiens", "title": "Clinical Value of RNA Sequencing–Based Classifiers for Prediction of the Five Conventional Breast Cancer Biomarkers: A Report From the Population-Based Multicenter Sweden Cancerome Analysis Network—Breast Initiative [cohort 3273]", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE103091 not downloaded", "asset:data:geo:GSE103091 licence not read", "asset:data:geo:GSE118389 not downloaded", "asset:data:geo:GSE118389 licence not read", "asset:data:geo:GSE176078 not downloaded", "asset:data:geo:GSE176078 licence not read", "asset:data:geo:GSE96058 not downloaded", "asset:data:geo:GSE96058 licence not read"]}, "analysis": {"state": "absent", "methods": [], "targets": [], "gaps": ["method", "operations"]}, "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": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (not named), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "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": ["GSE118389", "GSE176078", "GSE96058", "GSE103091"], "resolved_accessions": ["GSE118389", "GSE176078", "GSE96058", "GSE103091"], "statements": ["Data associated with this study has been deposited at The datasets used and/or analyzed during the current study are available in the cBio Cancer Genomics Protal(cBioportal, https://www.cbioportal.org/), the Gene Expression Omnibus (GEO, https://www.ncbi.nlm.nih.gov/geo/) and The Cancer Genome Atlas (TCGA) network (https://cancergenome.nih.gov/). R and other custom scripts for analyzing data are available upon reasonable request."], "basis": "The paper names GSE118389, GSE176078, GSE96058, GSE103091 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:37810147", "data:geo:GSE103091"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE103091"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:55:29Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 20025, "completion_tokens": 2117, "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:37810147", "type": "paper", "label": "pmid:37810147"}, {"id": "source:pmid:37810147", "type": "manuscript", "label": "PMID 37810147 full text"}, {"id": "data:geo:GSE103091", "type": "dataset", "label": "GEO GSE103091"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37810147", "type": "paper", "label": "pmid:37810147"}, {"id": "source:pmid:37810147", "type": "manuscript", "label": "PMID 37810147 full text"}, {"id": "data:geo:GSE103091", "type": "dataset", "label": "GEO GSE103091"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37810147", "type": "extraction", "used": ["source:pmid:37810147"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE103091", "type": "accession_resolution", "used": ["data:geo:GSE103091"], "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": null, "parent_hash": null, "fork_of": null, "generation": 0}, "gaps": ["asset:data:geo:GSE103091 licence not read", "asset:data:geo:GSE103091 not downloaded", "asset:data:geo:GSE118389 licence not read", "asset:data:geo:GSE118389 not downloaded", "asset:data:geo:GSE176078 licence not read", "asset:data:geo:GSE176078 not downloaded", "asset:data:geo:GSE96058 licence not read", "asset:data:geo:GSE96058 not downloaded", "execution.not_run", "method", "operations", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["integrated analysis of single-cell and bulk RNA-sequencing.", "ased on single-cell sequence and traditional transcriptome sequencing and then used this data to develo"], "order_basis": "paper_text_order:139", "id": "assay:1"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ated the TRPS were validated by quantitative Real-Time PCR. Conclusions: Consequently, this study unrav"], "order_basis": "paper_text_order:1683", "id": "assay:2"}]}