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pmid:28415559

Transcriptome analysis reveals differentially expressed lncRNAs between oral squamous cell carcinoma and healthy oral mucosa.

Lu Feng · John R Houck · Pawadee Lohavanichbutr · Chu Chen

Oncotarget · 2017 doi:10.18632/oncotarget.16358

Paper

complete

Experiment

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Data

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title
Transcriptome analysis reveals differentially expressed lncRNAs between oral squamous cell carcinoma and healthy oral mucosa.
doi
10.18632/oncotarget.16358
pmid
28415559
authors array · 4 items
[0]
Lu Feng
[1]
John R Houck
[2]
Pawadee Lohavanichbutr
[3]
Chu Chen
journal
Oncotarget
year
2017
abstract
Oral cavity and oropharyngeal squamous cell carcinoma (OSCC) is a major cancer type in the head and neck region. To better understand the roles long non-coding RNA (lncRNA) play in OSCC carcinogenesis, we compared the expression levels of 3,054 probe sets for lncRNAs between 167 OSCCs and 45 healthy oral mucosa using an Affymetrix HG U133 plus 2.0 array dataset. We found 658 lncRNA transcripts (790 probe sets) to be significantly differentially expressed using a criteria of FDR < 0.01, with 36 of them (39 probe sets) showing more than a 2-fold change. We further validated the top differentially expressed lncRNAs in three independent datasets from Gene Expression Omnibus (GEO) repository: GSE42743, GSE9844, and GSE6791. Fourteen lncRNAs (15 probe sets) were validated in all three datasets using the criteria FDR < 0.01: LOC441178, C5orf66-AS1, HCG22, FLG-AS1, CCL14/CCL15-CCL14, LOC100506990, TRIP10, PCBP1-AS1, LINC01315, LINC00478, COX10-AS1/LOC100506974, MLLT4-AS1, MIR31HG, and DUXAP10/LINC01296. Three lncRNAs in the validated list which showed the highest fold change (LOC441178, HCG22 and C5orf66-AS1) were verified by quantitative RT-PCR in a subset of 20 OSCCs and 10 control samples. In silico prediction of their functional role has given us directions for further investigation.
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The statistical analysis of differentially expressed lncRNA (between cases and controls) was performed using linear regression, adjusting for age and sex.
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The statistical analysis of differentially expressed lncRNA (between cases and controls) was performed using linear regression, adjusting for age and sex.
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The microarray data were generated using the Affymetrix Human Genome U133 Plus 2.0 array (Affymetrix, Santa Clara, CA, USA) and were deposited in the Gene Expression Omnibus (GEO) Repository under the general accession number GSE30784. The dataset has 212 samples in total, 167 of them are OSCCs and 45 of them are oral mucosa from healthy controls.
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The microarray data were generated using the Affymetrix Human Genome U133 Plus 2.0 array (Affymetrix, Santa Clara, CA, USA) and were deposited in the Gene Expression Omnibus (GEO) Repository under the general accession number GSE30784. The dataset has 212 samples in total, 167 of them are OSCCs and 45 of them are oral mucosa from healthy controls.
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The study identified 658 significantly differentially expressed lncRNA transcripts between OSCC and healthy oral mucosa using linear regression adjusted for age and sex, with FDR < 0.01 and a 2-fold expression difference as selection criteria; source microarray data were obtained from the OralChip study (167 OSCCs and 45 healthy oral-mucosa samples), normalized with RMA, and accessed through GEO under accession GSE30784.
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We found 658 lncRNA transcripts (790 probe sets) to be significantly differentially expressed using a criteria of FDR < 0.01, with 36 of them (39 probe sets) showing more than a 2-fold change.
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We found 658 lncRNA transcripts (790 probe sets) to be significantly differentially expressed using a criteria of FDR < 0.01, with 36 of them (39 probe sets) showing more than a 2-fold change.
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The statistical analysis of differentially expressed lncRNA (between cases and controls) was performed using linear regression, adjusting for age and sex.
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The false discovery rate (FDR) of 0.01 and a 2-fold difference in expression between the two groups were used as criteria to select the differentially expressed lncRNA.
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The microarray data were generated using the Affymetrix Human Genome U133 Plus 2.0 array (Affymetrix, Santa Clara, CA, USA) and were deposited in the Gene Expression Omnibus (GEO) Repository under the general accession number GSE30784.
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The dataset has 212 samples in total, 167 of them are OSCCs and 45 of them are oral mucosa from healthy controls.
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CEL files were preprocessed and normalized using RMA algorithm in Partek Genomics Suite™ software version 6.6.
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sample_accessions array · 84 items
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GSM155645
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GSM155646
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GSM155647
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GSM155648
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GSM155649
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GSM155673
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[34]
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GSM155680
[36]
GSM155681
[37]
GSM155682
[38]
GSM155683
[39]
GSM155684
[40]
GSM155685
[41]
GSM155686
[42]
GSM155687
[43]
GSM155688
[44]
GSM155689
[45]
GSM155690
[46]
GSM155691
[47]
GSM155692
[48]
GSM155693
[49]
GSM155694
[50]
GSM155695
[51]
GSM155696
[52]
GSM155697
[53]
GSM155698
[54]
GSM155699
[55]
GSM155700
[56]
GSM155701
[57]
GSM155702
[58]
GSM155703
[59]
GSM155704
[60]
GSM155705
[61]
GSM155706
[62]
GSM155707
[63]
GSM155708
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GSM155709
[65]
GSM155710
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GSM155711
[67]
GSM155712
[68]
GSM155713
[69]
GSM155714
[70]
GSM155715
[71]
GSM155716
[72]
GSM155717
[73]
GSM155718
[74]
GSM155719
[75]
GSM155720
[76]
GSM155721
[77]
GSM155722
[78]
GSM155723
[79]
GSM155724
[80]
GSM155725
[81]
GSM155726
[82]
GSM155727
[83]
GSM155728
sample_count
84
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene Expression Profiles of HPV-Positive and -Negative Head/Neck and Cervical Cancers
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
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[4] object · 15 fields
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data:geo:GSE9844
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application/vnd.ncbi.geo-series+json
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE9844
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GSE9844
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null
note
The microarray data were generated using the Affymetrix Human Genome U133 Plus 2.0 array (Affymetrix, Santa Clara, CA, USA) and were deposited in the Gene Expression Omnibus (GEO) Repository under the general accession number GSE30784. The dataset has 212 samples in total, 167 of them are OSCCs and 45 of them are oral mucosa from healthy controls.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The microarray data were generated using the Affymetrix Human Genome U133 Plus 2.0 array (Affymetrix, Santa Clara, CA, USA) and were deposited in the Gene Expression Omnibus (GEO) Repository under the general accession number GSE30784. The dataset has 212 samples in total, 167 of them are OSCCs and 45 of them are oral mucosa from healthy controls.
access_statement_kind
repository_route_statement
sample_accessions array · 38 items
[0]
GSM248238
[1]
GSM248650
[2]
GSM248651
[3]
GSM248652
[4]
GSM248653
[5]
GSM248655
[6]
GSM248656
[7]
GSM248658
[8]
GSM248659
[9]
GSM248660
[10]
GSM248661
[11]
GSM248662
[12]
GSM248663
[13]
GSM248664
[14]
GSM248665
[15]
GSM248667
[16]
GSM248668
[17]
GSM248669
[18]
GSM248670
[19]
GSM248671
[20]
GSM248672
[21]
GSM248673
[22]
GSM248674
[23]
GSM248675
[24]
GSM248676
[25]
GSM248677
[26]
GSM248678
[27]
GSM248679
[28]
GSM248680
[29]
GSM248681
[30]
GSM248682
[31]
GSM248683
[32]
GSM248684
[33]
GSM248685
[34]
GSM248686
[35]
GSM248687
[36]
GSM248780
[37]
GSM248781
sample_count
38
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Transcriptomic Dissection of Tongue Squamous Cell Carcinoma
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
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[5] object · 16 fields
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Characteristics of four microarray datasets used in this study
structure object · 5 fields
pmcid
PMC5458226
section_index
3
section_title
Differentially expressed lncRNA genes between cases and controls
row_count
8
column_count
6
table object · 8 fields
label
Table 1
caption
Characteristics of four microarray datasets used in this study
rows array · 8 items
[0] array · 5 items
[0]
Characteristics
[1]
FHCRC dataset [34] (n = 212)
[2]
GSE42743 [35] (n = 103)
[3]
GSE9844 [36] (n = 38)
[4]
GSE6791 [37] (n = 49)
[1] array · 6 items
[0]
Case
[1]
Cancer
[2]
167 (OSCC)
[3]
74 (oral cavity)
[4]
26 (tongue)
[5]
35 (OSCC)
[2] array · 5 items
[0]
Control
[1]
45 (healthy normal)
[2]
29 (adjacent normal)
[3]
12 (adjacent normal)
[4]
14 (non-cancerous normal)
[3] array · 6 items
[0]
Gender
[1]
Male
[2]
152
[3]
79
[4]
29
[5]
29
[4] array · 5 items
[0]
Female
[1]
60
[2]
24
[3]
9
[4]
20
[5] array · 6 items
[0]
Age
[1]
< 50
[2]
64
[3]
29
[4]
11
[5]
7
[6] array · 5 items
[0]
50~70
[1]
118
[2]
51
[3]
24
[4]
31
[7] array · 5 items
[0]
> 70
[1]
30
[2]
23
[3]
3
[4]
11
locator
section[3]/table-wrap[1]#T1
[6] object · 16 fields
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Validation of 39 differentially expressed probe sets between OSCC and control in three independent datasets
structure object · 5 fields
pmcid
PMC5458226
section_index
3
section_title
Differentially expressed lncRNA genes between cases and controls
row_count
40
column_count
8
table object · 8 fields
label
Table 2
caption
Validation of 39 differentially expressed probe sets between OSCC and control in three independent datasets
rows array · 40 items
[0] array · 8 items
[0]
Probe sets ID
[1]
Gene Symbol
[2]
Chromosomal Location
[3]
Fold change in FHCRC dataset
[4]
Q-value in FHCRC dataset
[5]
Q-value in GSE42743
[6]
Q-value in GSE9844
[7]
Q-value in GSE6791
[1] array · 8 items
[0]
1563894_at*
[1]
LOC441178
[2]
chr6q27
[3]
–14.50
[4]
8.83E-49
[5]
1.00E-12
[6]
1.11E-06
[7]
6.09E-13
[2] array · 8 items
[0]
1561685_a_at*
[1]
LOC441178
[2]
chr6q27
[3]
–14.23
[4]
8.83E-49
[5]
5.22E-13
[6]
1.11E-06
[7]
2.26E-13
[3] array · 8 items
[0]
1558920_at
[1]
SLC8A1-AS1
[2]
chr2p22.1
[3]
–8.43
[4]
5.85E-45
[5]
6.51E-07
[6]
0.02
[7]
1.83E-03
[4] array · 8 items
[0]
236444_x_at
[1]
C5orf66-AS1
[2]
chr5q31.1
[3]
–6.60
[4]
1.91E-28
[5]
4.32E-09
[6]
2.29E-03
[7]
9.62E-06
[5] array · 8 items
[0]
227725_at*
[1]
ST6GALNAC1
[2]
chr17q25.1
[3]
–5.87
[4]
1.44E-15
[5]
1.93E-09
[6]
0.02
[7]
1.18E-04
[6] array · 8 items
[0]
204919_at*
[1]
PRH1-PRR4/PRR4
[2]
chr12p/chr12p13
[3]
–5.31
[4]
4.18E-06
[5]
5.29E-03
[6]
0.59
[7]
0.03
[7] array · 8 items
[0]
1560767_at*
[1]
HCG22
[2]
chr6p21.33
[3]
–3.95
[4]
1.91E-28
[5]
5.83E-14
[6]
2.35E-05
[7]
1.50E-05
[8] array · 8 items
[0]
241014_at
[1]
FLG-AS1
[2]
chr1q21.3
[3]
–3.61
[4]
6.52E-35
[5]
5.22E-13
[6]
6.69E-06
[7]
9.62E-06
[9] array · 8 items
[0]
244620_at
[1]
SLC8A1-AS1
[2]
chr2p22.1
[3]
–3.29
[4]
1.81E-34
[5]
4.33E-06
[6]
0.04
[7]
2.14E-03
[10] array · 8 items
[0]
224997_x_at
[1]
H19/MIR675
[2]
chr11p15.5
[3]
–3.23
[4]
6.43E-04
[5]
0.05
[6]
0.10
[7]
0.11
[11] array · 8 items
[0]
205392_s_at*
[1]
CCL14/CCL15-CCL14
[2]
chr17q11.2/chr17q12
[3]
–2.92
[4]
2.08E-14
[5]
1.29E-08
[6]
7.54E-06
[7]
7.39E-07
[12] array · 8 items
[0]
227917_at
[1]
LOC100506990
[2]
chr8p23.1
[3]
–2.77
[4]
4.44E-21
[5]
1.93E-09
[6]
1.04E-03
[7]
6.38E-04
[13] array · 8 items
[0]
242546_at
[1]
DUXAP10/LINC01296
[2]
chr14q11.2
[3]
2.75
[4]
3.56E-09
[5]
1.49E-06
[6]
8.29E-03
[7]
3.18E-04
[14] array · 8 items
[0]
202734_at*
[1]
TRIP10
[2]
chr19p13.3
[3]
–2.69
[4]
4.82E-33
[5]
3.06E-06
[6]
7.44E-03
[7]
6.29E-06
[15] array · 8 items
[0]
1557389_at
[1]
SH3PXD2A-AS1
[2]
chr10q24.33
[3]
–2.51
[4]
6.31E-14
[5]
2.99E-03
[6]
0.46
[7]
1.03E-03
[16] array · 8 items
[0]
1554097_a_at
[1]
MIR31HG
[2]
chr9p21.3
[3]
2.50
[4]
1.92E-09
[5]
1.48E-08
[6]
5.59E-03
[7]
8.48E-03
[17] array · 8 items
[0]
1562921_at
[1]
EP300-AS1
[2]
chr22q13.2
[3]
–2.44
[4]
3.79E-14
[5]
4.87E-03
[6]
0.04
[7]
3.30E-03
[18] array · 8 items
[0]
228658_at
[1]
MIAT
[2]
chr22q12.1
[3]
2.37
[4]
9.59E-09
[5]
2.31E-04
[6]
0.59
[7]
0.19
[19] array · 8 items
[0]
236573_at
[1]
MIR1-2/MIR133A1/MIR133A1HG
[2]
chr18q11.2
[3]
–2.34
[4]
2.46E-08
[5]
5.62E-07
[6]
0.17
[7]
0.12
[20] array · 8 items
[0]
227969_at
[1]
PCBP1-AS1
[2]
chr2p14
[3]
–2.31
[4]
1.24E-35
[5]
6.61E-08
[6]
5.41E-06
[7]
2.18E-04
[21] array · 8 items
[0]
208908_s_at*
[1]
CAST
[2]
chr5q15
[3]
–2.26
[4]
2.93E-30
[5]
7.59E-06
[6]
0.02
[7]
1.33E-03
[22] array · 8 items
[0]
229930_at
[1]
LINC01315
[2]
chr22q13.2
[3]
–2.25
[4]
1.77E-22
[5]
6.81E-09
[6]
2.35E-05
[7]
7.86E-06
[23] array · 8 items
[0]
239999_at
[1]
LINC00478
[2]
chr21q21.1
[3]
–2.25
[4]
2.34E-11
[5]
1.93E-09
[6]
2.35E-05
[7]
1.96E-06
[24] array · 8 items
[0]
220918_at
[1]
RUNX1-IT1
[2]
chr21q22.12
[3]
2.23
[4]
4.70E-11
[5]
3.42E-07
[6]
0.10
[7]
0.03
[25] array · 8 items
[0]
202672_s_at*
[1]
ATF3
[2]
chr1q32.3
[3]
2.23
[4]
9.56E-06
[5]
8.20E-05
[6]
0.31
[7]
0.03
[26] array · 8 items
[0]
1559361_at
[1]
LOC101927668/MACC1
[2]
chr7p21.1
[3]
–2.21
[4]
1.75E-13
[5]
7.55E-04
[6]
0.23
[7]
0.01
[27] array · 8 items
[0]
230451_at
[1]
COX10-AS1/LOC100506974
[2]
chr17p12
[3]
–2.20
[4]
2.23E-37
[5]
6.63E-09
[6]
1.11E-06
[7]
5.16E-08
[28] array · 8 items
[0]
219871_at
[1]
KLF3-AS1
[2]
chr4p14
[3]
–2.20
[4]
7.82E-19
[5]
5.00E-08
[6]
0.06
[7]
0.04
[29] array · 8 items
[0]
238320_at
[1]
MIR612/NEAT1
[2]
chr11q13.1
[3]
2.15
[4]
2.35E-06
[5]
0.02
[6]
0.29
[7]
0.02
[30] array · 8 items
[0]
207467_x_at*
[1]
CAST
[2]
chr5q15
[3]
–2.14
[4]
1.22E-30
[5]
3.68E-06
[6]
0.01
[7]
1.33E-03
[31] array · 8 items
[0]
1557146_a_at
[1]
SSTR5-AS1
[2]
chr16p13.3
[3]
–2.12
[4]
7.86E-07
[5]
0.02
[6]
0.40
[7]
0.19
[32] array · 8 items
[0]
210409_at*
[1]
MLLT4-AS1
[2]
chr6q27
[3]
–2.12
[4]
1.63E-30
[5]
6.45E-07
[6]
1.92E-04
[7]
2.38E-10
[33] array · 8 items
[0]
226382_at*
[1]
LOC283070
[2]
chr10p13
[3]
–2.09
[4]
9.82E-14
[5]
8.52E-06
[6]
9.58E-03
[7]
0.03
[34] array · 8 items
[0]
228370_at
[1]
IPW/LOC101930404/PWARSN/SNORD107/SNORD115-13/SNORD115-26/SNORD115-7/SNORD116-22/SNORD116-28/SNORD116-4
[2]
chr15q11.2
[3]
–2.09
[4]
9.34E-08
[5]
1.55E-06
[6]
0.02
[7]
0.04
[35] array · 8 items
[0]
232034_at
[1]
LINC00537
[2]
chr9q21.11
[3]
–2.05
[4]
1.33E-11
[5]
0.02
[6]
0.10
[7]
0.10
[36] array · 8 items
[0]
233565_s_at*
[1]
FKBP1A-SDCBP2/SDCBP2
[2]
chr20p13
[3]
–2.05
[4]
1.23E-09
[5]
4.78E-04
[6]
0.17
[7]
0.06
[37] array · 8 items
[0]
229635_at
[1]
LINC01094
[2]
chr4q21.21
[3]
2.04
[4]
4.78E-12
[5]
9.33E-05
[6]
0.05
[7]
0.01
[38] array · 8 items
[0]
228564_at
[1]
LINC01116
[2]
chr2q31.1
[3]
2.03
[4]
3.40E-10
[5]
4.94E-08
[6]
0.10
[7]
0.03
[39] array · 8 items
[0]
227061_at
[1]
LINC01279
[2]
chr3q13.2
[3]
–2.02
[4]
1.63E-03
[5]
5.34E-06
[6]
2.29E-03
[7]
0.19
locator
section[3]/table-wrap[2]#T2
[7] object · 16 fields
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Functional clustering of the putative predicted targets of LOC441178
structure object · 5 fields
pmcid
PMC5458226
section_index
5
section_title
Prediction of putative targets of lncRNA LOC441178 and functional clustering
row_count
10
column_count
5
table object · 8 fields
label
Table 3
caption
Functional clustering of the putative predicted targets of LOC441178
rows array · 10 items
[0] array · 1 item
[0]
Annotation Cluster 1Enrichment Score: 4.07393095028667
[1] array · 5 items
[0]
Category
[1]
Term
[2]
Count
[3]
%
[4]
P Value
[2] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0016887~ATPase activity
[2]
11
[3]
11.22449
[4]
1.91E-08
[3] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0003777~microtubule motor activity
[2]
7
[3]
7.142857
[4]
2.46E-06
[4] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0030286~dynein complex
[2]
5
[3]
5.102041
[4]
3.80E-06
[5] array · 5 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0007018~microtubule-based movement
[2]
6
[3]
6.122449
[4]
5.59E-05
[6] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005874~microtubule
[2]
8
[3]
8.163265
[4]
8.78E-04
[7] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0005524~ATP binding
[2]
17
[3]
17.34694
[4]
0.002009
[8] array · 5 items
[0]
KEGG_PATHWAY
[1]
hsa05016:Huntington's disease
[2]
6
[3]
6.122449
[4]
0.003745
[9] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005929~cilium
[2]
4
[3]
4.081633
[4]
0.038842
locator
section[5]/table-wrap[1]#T3
gaps array · 8 items
[0]
asset:data:geo:GSE30784 not downloaded
[1]
asset:data:geo:GSE30784 licence not read
[2]
asset:data:geo:GSE42743 not downloaded
[3]
asset:data:geo:GSE42743 licence not read
[4]
asset:data:geo:GSE6791 not downloaded
[5]
asset:data:geo:GSE6791 licence not read
[6]
asset:data:geo:GSE9844 not downloaded
[7]
asset:data:geo:GSE9844 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
family
regression_modelling
specific
ols
label
Regression modelling
dsl_operations array · 1 item
[0]
ols_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
predictors_and_outcome
evidence object · 3 fields
score
1
band
verbatim
quote
The statistical analysis of differentially expressed lncRNA (between cases and controls) was performed using linear regression, adjusting for age and sex.
targets array · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
ols_fit
unit
fold change
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 array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
ols_fit
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ols.
capability object · 4 fields
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 object · 6 fields
tier
R1
reachable
true
accessions array · 4 items
[0]
GSE30784
[1]
GSE42743
[2]
GSE9844
[3]
GSE6791
resolved_accessions array · 4 items
[0]
GSE30784
[1]
GSE42743
[2]
GSE9844
[3]
GSE6791
statements array · 1 item
[0]
The microarray data were generated using the Affymetrix Human Genome U133 Plus 2.0 array (Affymetrix, Santa Clara, CA, USA) and were deposited in the Gene Expression Omnibus (GEO) Repository under the general accession number GSE30784. The dataset has 212 samples in total, 167 of them are OSCCs and 45 of them are oral mucosa from healthy controls.
basis
The paper names GSE30784, GSE42743, GSE9844, GSE6791 in Gene Expression Omnibus (GEO) Repository and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
ols_fit
assets array · 5 items
[0]
source:pmid:28415559
[1]
data:geo:GSE30784
[2]
asset:table:pmid:28415559:1
[3]
asset:table:pmid:28415559:2
[4]
asset:table:pmid:28415559:3
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE30784
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:30:51Z
independence
same_provider
evidence_check object · 2 fields
method
verbatim
availability
null
calls
8
usage object · 3 fields
prompt_tokens
86134
completion_tokens
4605
cached_tokens
2104
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:28415559
type
paper
label
pmid:28415559
[1] object · 3 fields
id
source:pmid:28415559
type
manuscript
label
PMID 28415559 full text
[2] object · 3 fields
id
data:geo:GSE30784
type
dataset
label
GEO GSE30784
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:28415559
type
paper
label
pmid:28415559
[1] object · 3 fields
id
source:pmid:28415559
type
manuscript
label
PMID 28415559 full text
[2] object · 3 fields
id
data:geo:GSE30784
type
dataset
label
GEO GSE30784
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-28415559
type
extraction
used array · 1 item
[0]
source:pmid:28415559
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE30784
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE30784
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
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 object · 4 fields
parent_id
pmid:28415559
parent_hash
sha256:79a12f130a0172c46f1e041b477bc9d6a948cb54379bfcaffdc74438f9a13112
fork_of
null
gaps array · 12 items
[0]
asset:data:geo:GSE30784 licence not read
[1]
asset:data:geo:GSE30784 not downloaded
[2]
asset:data:geo:GSE42743 licence not read
[3]
asset:data:geo:GSE42743 not downloaded
[4]
asset:data:geo:GSE6791 licence not read
[5]
asset:data:geo:GSE6791 not downloaded
[6]
asset:data:geo:GSE9844 licence not read
[7]
asset:data:geo:GSE9844 not downloaded
[8]
execution.not_run
[9]
review.human_critique
[10]
review.independent_reader
[11]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.77
evidence array · 1 item
[0]
67 OSCCs and 45 healthy oral mucosa using an Affymetrix HG U133 plus 2.0 array dataset. We found 658
order_basis
paper_text_order:403
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
regression_modelling
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
ols_fit
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The statistical analysis of differentially expressed lncRNA (between cases and controls) was performed using linear regression, adjusting for age and sex.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:28415559", "kind": "science-record", "revision": 7, "content_hash": "sha256:1c6b8db43549de18213012820db9a6592cdd7fc0b6e67ed31d224e4b44497e6e", "created_at": "2026-11-01T15:40:25Z", "updated_at": "2026-11-01T21:20:52Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Transcriptome analysis reveals differentially expressed lncRNAs between oral squamous cell carcinoma and healthy oral mucosa.", "doi": "10.18632/oncotarget.16358", "pmid": "28415559", "authors": ["Lu Feng", "John R Houck", "Pawadee Lohavanichbutr", "Chu Chen"], "journal": "Oncotarget", "year": 2017, "abstract": "Oral cavity and oropharyngeal squamous cell carcinoma (OSCC) is a major cancer type in the head and neck region. To better understand the roles long non-coding RNA (lncRNA) play in OSCC carcinogenesis, we compared the expression levels of 3,054 probe sets for lncRNAs between 167 OSCCs and 45 healthy oral mucosa using an Affymetrix HG U133 plus 2.0 array dataset. We found 658 lncRNA transcripts (790 probe sets) to be significantly differentially expressed using a criteria of FDR < 0.01, with 36 of them (39 probe sets) showing more than a 2-fold change. We further validated the top differentially expressed lncRNAs in three independent datasets from Gene Expression Omnibus (GEO) repository: GSE42743, GSE9844, and GSE6791. Fourteen lncRNAs (15 probe sets) were validated in all three datasets using the criteria FDR < 0.01: LOC441178, C5orf66-AS1, HCG22, FLG-AS1, CCL14/CCL15-CCL14, LOC100506990, TRIP10, PCBP1-AS1, LINC01315, LINC00478, COX10-AS1/LOC100506974, MLLT4-AS1, MIR31HG, and DUXAP10/LINC01296. Three lncRNAs in the validated list which showed the highest fold change (LOC441178, HCG22 and C5orf66-AS1) were verified by quantitative RT-PCR in a subset of 20 OSCCs and 10 control samples. 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"downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:28415559:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:b1af4f6dc162b9e2c2b2542b7c8b417286015269949b8c1217c3f81f8bbfe8b9", "bytes": 680, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#T1", "version": null, "note": "Characteristics of four microarray datasets used in this study", "structure": {"pmcid": "PMC5458226", "section_index": 3, "section_title": "Differentially expressed lncRNA genes between cases and controls", "row_count": 8, "column_count": 6}, "table": {"label": "Table 1", "caption": "Characteristics of four microarray datasets used in this study", "rows": [["Characteristics", "FHCRC dataset [34] (n = 212)", "GSE42743 [35] (n = 103)", "GSE9844 [36] (n = 38)", "GSE6791 [37] (n = 49)"], ["Case", "Cancer", "167 (OSCC)", "74 (oral cavity)", "26 (tongue)", "35 (OSCC)"], ["Control", "45 (healthy normal)", "29 (adjacent normal)", "12 (adjacent normal)", "14 (non-cancerous normal)"], ["Gender", "Male", "152", "79", "29", "29"], ["Female", "60", "24", "9", "20"], ["Age", "< 50", "64", "29", "11", "7"], ["50~70", "118", "51", "24", "31"], ["> 70", "30", "23", "3", "11"]], "row_count": 8, "column_count": 6, "numeric_cells": 35, "header_rows": 1, "locator": "section[3]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:28415559:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:39eae5944d93c1830f0ae76f14f7924637b4ba0596d8c59dcec5b33aae2a4ca9", "bytes": 4034, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[2]#T2", "version": null, "note": "Validation of 39 differentially expressed probe sets between OSCC and control in three independent datasets", "structure": {"pmcid": "PMC5458226", "section_index": 3, "section_title": "Differentially expressed lncRNA genes between cases and controls", "row_count": 40, "column_count": 8}, "table": {"label": "Table 2", "caption": "Validation of 39 differentially expressed probe sets between OSCC and control in three independent datasets", "rows": [["Probe sets ID", "Gene Symbol", "Chromosomal Location", "Fold change in FHCRC dataset", "Q-value in FHCRC dataset", "Q-value in GSE42743", "Q-value in GSE9844", "Q-value in GSE6791"], ["1563894_at*", "LOC441178", "chr6q27", "–14.50", "8.83E-49", "1.00E-12", "1.11E-06", "6.09E-13"], ["1561685_a_at*", "LOC441178", "chr6q27", "–14.23", "8.83E-49", "5.22E-13", "1.11E-06", "2.26E-13"], ["1558920_at", "SLC8A1-AS1", "chr2p22.1", "–8.43", "5.85E-45", "6.51E-07", "0.02", "1.83E-03"], ["236444_x_at", "C5orf66-AS1", "chr5q31.1", "–6.60", "1.91E-28", "4.32E-09", "2.29E-03", "9.62E-06"], ["227725_at*", "ST6GALNAC1", "chr17q25.1", "–5.87", "1.44E-15", "1.93E-09", "0.02", "1.18E-04"], ["204919_at*", "PRH1-PRR4/PRR4", "chr12p/chr12p13", "–5.31", "4.18E-06", "5.29E-03", "0.59", "0.03"], ["1560767_at*", "HCG22", "chr6p21.33", "–3.95", "1.91E-28", "5.83E-14", "2.35E-05", "1.50E-05"], ["241014_at", "FLG-AS1", "chr1q21.3", "–3.61", "6.52E-35", "5.22E-13", "6.69E-06", "9.62E-06"], ["244620_at", "SLC8A1-AS1", "chr2p22.1", "–3.29", "1.81E-34", "4.33E-06", "0.04", "2.14E-03"], ["224997_x_at", "H19/MIR675", "chr11p15.5", "–3.23", "6.43E-04", "0.05", "0.10", "0.11"], ["205392_s_at*", "CCL14/CCL15-CCL14", "chr17q11.2/chr17q12", "–2.92", "2.08E-14", "1.29E-08", "7.54E-06", "7.39E-07"], ["227917_at", "LOC100506990", "chr8p23.1", "–2.77", "4.44E-21", "1.93E-09", "1.04E-03", "6.38E-04"], ["242546_at", "DUXAP10/LINC01296", "chr14q11.2", "2.75", "3.56E-09", "1.49E-06", "8.29E-03", "3.18E-04"], ["202734_at*", "TRIP10", "chr19p13.3", "–2.69", "4.82E-33", "3.06E-06", "7.44E-03", "6.29E-06"], ["1557389_at", "SH3PXD2A-AS1", "chr10q24.33", "–2.51", "6.31E-14", "2.99E-03", "0.46", "1.03E-03"], ["1554097_a_at", "MIR31HG", "chr9p21.3", "2.50", "1.92E-09", "1.48E-08", "5.59E-03", "8.48E-03"], ["1562921_at", "EP300-AS1", "chr22q13.2", "–2.44", "3.79E-14", "4.87E-03", "0.04", "3.30E-03"], ["228658_at", "MIAT", "chr22q12.1", "2.37", "9.59E-09", "2.31E-04", "0.59", "0.19"], ["236573_at", "MIR1-2/MIR133A1/MIR133A1HG", "chr18q11.2", "–2.34", "2.46E-08", "5.62E-07", "0.17", "0.12"], ["227969_at", "PCBP1-AS1", "chr2p14", "–2.31", "1.24E-35", "6.61E-08", "5.41E-06", "2.18E-04"], ["208908_s_at*", "CAST", "chr5q15", "–2.26", "2.93E-30", "7.59E-06", "0.02", "1.33E-03"], ["229930_at", "LINC01315", "chr22q13.2", "–2.25", "1.77E-22", "6.81E-09", "2.35E-05", "7.86E-06"], ["239999_at", "LINC00478", "chr21q21.1", "–2.25", "2.34E-11", "1.93E-09", "2.35E-05", "1.96E-06"], ["220918_at", "RUNX1-IT1", "chr21q22.12", "2.23", "4.70E-11", "3.42E-07", "0.10", "0.03"], ["202672_s_at*", "ATF3", "chr1q32.3", "2.23", "9.56E-06", "8.20E-05", "0.31", "0.03"], ["1559361_at", "LOC101927668/MACC1", "chr7p21.1", 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