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pmid:26484194

A microarray analysis of two distinct lymphatic endothelial cell populations.

Bernhard Schweighofer · Sabrina Rohringer · Johannes Pröll · Wolfgang Holnthoner

Genomics data · 2015 doi:10.1016/j.gdata.2015.04.005

Paper

complete

Experiment

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Data

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Analysis

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title
A microarray analysis of two distinct lymphatic endothelial cell populations.
doi
10.1016/j.gdata.2015.04.005
pmid
26484194
authors array · 4 items
[0]
Bernhard Schweighofer
[1]
Sabrina Rohringer
[2]
Johannes Pröll
[3]
Wolfgang Holnthoner
journal
Genomics data
year
2015
abstract
We have recently identified lymphatic endothelial cells (LECs) to form two morphologically different populations, exhibiting significantly different surface protein expression levels of podoplanin, a major surface marker for this cell type. In vitro shockwave treatment (IVSWT) of LECs resulted in enrichment of the podoplanin(high) cell population and was accompanied by markedly increased cell proliferation, as well as 2D and 3D migration. Gene expression profiles of these distinct populations were established using Affymetrix microarray analyses. Here we provide additional details about our dataset (NCBI GEO accession number GSE62510) and describe how we analyzed the data to identify differently expressed genes in these two LEC populations.
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sections[7] "Enhanced transcriptome analysis to exclude false positive transcripts" paragraph 2
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Using Carmaweb, a moderated t-test (limma) was performed on the RMA normalized datasets, restricted to the 40% of the probesets with the biggest variance over all samples.
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Raw and RMA normalized array data were submitted to Gene Expression Omnibus (GEO) and are available under the accession number GSE62510.
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The study used moderated t-tests (limma) on RMA- and MAS5-normalized microarray data to identify differentially expressed genes between the two lymphatic endothelial cell populations, and deposited the raw and normalized data in GEO under accession GSE62510.
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Using Carmaweb, a moderated t-test (limma) was performed on the RMA normalized datasets, restricted to the 40% of the probesets with the biggest variance over all samples.
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sections[7] "Enhanced transcriptome analysis to exclude false positive transcripts" paragraph 2
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Using Carmaweb, a moderated t-test (limma) was performed on the RMA normalized datasets, restricted to the 40% of the probesets with the biggest variance over all samples.
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sections[6] "Standard transcriptome analysis" paragraph 2
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Raw and RMA normalized array data were submitted to Gene Expression Omnibus (GEO) and are available under the accession number GSE62510.
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Here we provide additional details about our dataset (NCBI GEO accession number GSE62510) and describe how we analyzed the data to identify differently expressed genes in these two LEC populations.
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The study used moderated t-tests (limma) on RMA- and MAS5-normalized microarray data to identify differentially expressed genes between the two lymphatic endothelial cell populations, and deposited the raw and normalized data in GEO under accession GSE62510.
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Expression data from two sorted lymphatic endothelial cell (LEC) populations, podoplanin-high versus podoplanin low
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Enhanced transcriptome analysis to exclude false positive transcripts
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RMA normalization versus MAS5 normalization, 100 genes with lowest raw p-values shown for both methods. Genes are ranked from lower to higher p-values for each given normalization method. For annotated genes, HGNC gene symbols are shown, else Affymetrix probeset IDs (xxxxx…_at) are given. Bold characters indicate genes common to both datasets.
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MeanM based ranking of combined lists (100 genes each with lowest p-value for RMA normalization and MAS5 normalization, meanM values averaged). For annotated genes, HGNC gene symbols are shown, else Affymetrix probeset IDs (xxxxx…_at) are given.
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Enhanced transcriptome analysis to exclude false positive transcripts
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MeanM based ranking of combined lists (100 genes each with lowest p-value for RMA normalization and MAS5 normalization, meanM values averaged). For annotated genes, HGNC gene symbols are shown, else Affymetrix probeset IDs (xxxxx…_at) are given.
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3.16E-09
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3.02E-08
[3]
8.71E-04
[25] array · 4 items
[0]
215626_at
[1]
− 1.48
[2]
3.17E-08
[3]
1.79E-01
[26] array · 4 items
[0]
FGF11
[1]
− 1.44
[2]
4.78E-08
[3]
5.88E-04
[27] array · 4 items
[0]
232107_at
[1]
− 1.41
[2]
7.11E-08
[3]
1.61E-04
[28] array · 4 items
[0]
RASEF
[1]
− 1.41
[2]
8.14E-08
[3]
3.25E-02
[29] array · 4 items
[0]
207047_s_at
[1]
− 1.36
[2]
1.40E-07
[3]
2.89E-03
[30] array · 4 items
[0]
242881_x_at
[1]
− 1.34
[2]
1.60E-07
[3]
1.27E-02
[31] array · 4 items
[0]
PDPK1
[1]
− 1.33
[2]
1.72E-07
[3]
8.48E-02
[32] array · 4 items
[0]
M10098_M_at
[1]
− 1.31
[2]
2.04E-07
[3]
2.09E-03
[33] array · 4 items
[0]
M10098_5_at
[1]
− 1.30
[2]
2.06E-07
[3]
4.04E-02
[34] array · 4 items
[0]
AFFX-r2-Bs-thr-5_s_at
[1]
− 1.28
[2]
2.55E-07
[3]
1.05E-02
[35] array · 4 items
[0]
ITCH
[1]
− 1.28
[2]
2.83E-07
[3]
3.66E-02
[36] array · 4 items
[0]
M10098_3_at
[1]
− 1.27
[2]
3.09E-07
[3]
1.49E-02
[37] array · 4 items
[0]
TMEM71
[1]
− 1.27
[2]
4.95E-07
[3]
5.18E-03
[38] array · 4 items
[0]
NEAT1
[1]
− 1.21
[2]
7.36E-07
[3]
4.53E-02
[39] array · 4 items
[0]
1558670_at
[1]
− 1.20
[2]
7.91E-07
[3]
2.30E-03
[40] array · 4 items
[0]
TCL1A
[1]
− 1.19
[2]
9.28E-07
[3]
1.68E-04
[41] array · 4 items
[0]
230750_at
[1]
− 1.18
[2]
1.04E-06
[3]
2.61E-03
[42] array · 4 items
[0]
231199_at
[1]
− 1.15
[2]
1.06E-06
[3]
7.31E-02
[43] array · 4 items
[0]
HIP1
[1]
− 1.15
[2]
1.08E-06
[3]
2.53E-02
[44] array · 4 items
[0]
RAD21
[1]
− 1.14
[2]
1.16E-06
[3]
1.92E-03
[45] array · 4 items
[0]
AFFX-r2-Bs-dap-5_at
[1]
− 1.12
[2]
1.31E-06
[3]
7.41E-03
[46] array · 4 items
[0]
1565717_s_at
[1]
− 1.11
[2]
1.33E-06
[3]
7.37E-02
[47] array · 4 items
[0]
SART3
[1]
− 1.11
[2]
1.42E-06
[3]
2.05E-02
[48] array · 4 items
[0]
C11orf53
[1]
− 1.08
[2]
2.35E-06
[3]
1.74E-03
[49] array · 4 items
[0]
C3orf75
[1]
− 1.07
[2]
2.38E-06
[3]
1.29E-03
[50] array · 4 items
[0]
GATC
[1]
− 1.06
[2]
2.68E-06
[3]
1.09E-01
[51] array · 4 items
[0]
FOXP4
[1]
− 1.06
[2]
2.69E-06
[3]
7.63E-04
[52] array · 4 items
[0]
CD47
[1]
− 1.02
[2]
2.86E-06
[3]
5.20E-02
[53] array · 4 items
[0]
KLF2
[1]
− 1.01
[2]
3.80E-06
[3]
2.44E-03
[54] array · 4 items
[0]
ATP6V0E1
[1]
− 1.00
[2]
4.23E-06
[3]
5.23E-02
[55] array · 4 items
[0]
AFFX-DapX-5_at
[1]
− 0.99
[2]
4.56E-06
[3]
2.44E-02
[56] array · 4 items
[0]
CPNE3
[1]
− 0.99
[2]
5.00E-06
[3]
3.30E-03
[57] array · 4 items
[0]
AFFX-r2-Bs-phe-M_at
[1]
− 0.99
[2]
5.14E-06
[3]
1.35E-01
[58] array · 4 items
[0]
SCARB2
[1]
− 0.98
[2]
5.45E-06
[3]
1.47E-03
[59] array · 4 items
[0]
MARCH6
[1]
− 0.98
[2]
7.30E-06
[3]
6.71E-02
[60] array · 4 items
[0]
RANBP2
[1]
− 0.98
[2]
9.07E-06
[3]
1.42E-03
[61] array · 4 items
[0]
CDC27
[1]
− 0.97
[2]
9.56E-06
[3]
8.96E-02
[62] array · 4 items
[0]
MDM4
[1]
− 0.96
[2]
1.01E-05
[3]
2.95E-01
[63] array · 4 items
[0]
MBNL1
[1]
− 0.95
[2]
1.02E-05
[3]
6.66E-03
[64] array · 4 items
[0]
FNIP2
[1]
− 0.95
[2]
1.13E-05
[3]
8.85E-02
[65] array · 4 items
[0]
ZNF207
[1]
− 0.93
[2]
1.15E-05
[3]
3.23E-03
[66] array · 4 items
[0]
TMED2
[1]
− 0.93
[2]
1.19E-05
[3]
3.00E-02
[67] array · 4 items
[0]
230655_at
[1]
− 0.93
[2]
1.26E-05
[3]
8.48E-02
[68] array · 4 items
[0]
VEZF1
[1]
− 0.92
[2]
1.48E-05
[3]
1.72E-01
[69] array · 4 items
[0]
ARF6
[1]
− 0.92
[2]
1.51E-05
[3]
7.04E-03
[70] array · 4 items
[0]
P4HB
[1]
− 0.91
[2]
1.72E-05
[3]
1.84E-03
[71] array · 4 items
[0]
SFRS6
[1]
− 0.91
[2]
2.10E-05
[3]
8.20E-03
[72] array · 4 items
[0]
RGS20
[1]
− 0.89
[2]
2.14E-05
[3]
1.69E-01
[73] array · 4 items
[0]
CAB39
[1]
− 0.89
[2]
2.50E-05
[3]
1.56E-01
[74] array · 4 items
[0]
SNAP23
[1]
− 0.89
[2]
2.86E-05
[3]
1.29E-02
[75] array · 4 items
[0]
AFFX-r2-Bs-thr-M_s_at
[1]
− 0.89
[2]
3.01E-05
[3]
4.15E-02
[76] array · 4 items
[0]
PHACTR2
[1]
− 0.89
[2]
3.35E-05
[3]
1.07E-01
[77] array · 4 items
[0]
FOXO3
[1]
− 0.86
[2]
3.40E-05
[3]
2.33E-01
[78] array · 4 items
[0]
NFKBIB
[1]
− 0.85
[2]
3.45E-05
[3]
1.93E-03
[79] array · 4 items
[0]
JAG1
[1]
− 0.85
[2]
3.01E-05
[3]
3.02E-03
[80] array · 4 items
[0]
IDH3A
[1]
− 0.84
[2]
2.04E-07
[3]
2.88E-03
[81] array · 4 items
[0]
RYK
[1]
− 0.84
[2]
7.30E-04
[3]
3.29E-03
[82] array · 4 items
[0]
SMAD7
[1]
− 0.84
[2]
1.13E-05
[3]
1.42E-03
[83] array · 4 items
[0]
ID2
[1]
− 0.84
[2]
2.14E-05
[3]
1.66E-05
[84] array · 4 items
[0]
AFFX-ThrX-M_at
[1]
− 0.84
[2]
7.30E-06
[3]
2.23E-04
[85] array · 4 items
[0]
AFFX-M27830_5_at
[1]
− 0.83
[2]
7.91E-07
[3]
2.47E-03
[86] array · 4 items
[0]
SERPINE1
[1]
− 0.83
[2]
2.68E-06
[3]
9.90E-05
[87] array · 4 items
[0]
MSI2
[1]
− 0.82
[2]
2.10E-05
[3]
2.25E-03
[88] array · 4 items
[0]
MAT2A
[1]
− 0.82
[2]
3.40E-05
[3]
3.11E-04
[89] array · 4 items
[0]
ARHGAP18
[1]
− 0.81
[2]
2.35E-06
[3]
1.82E-03
[90] array · 4 items
[0]
TPR
[1]
− 0.81
[2]
6.10E-10
[3]
1.38E-04
[91] array · 4 items
[0]
DLC1
[1]
− 0.81
[2]
1.26E-05
[3]
3.19E-03
[92] array · 4 items
[0]
AFFX-r2-Bs-lys-5_at
[1]
− 0.80
[2]
9.56E-06
[3]
6.68E-04
[93] array · 4 items
[0]
241773_at
[1]
− 0.80
[2]
9.07E-06
[3]
1.19E-03
[94] array · 4 items
[0]
AFFX-r2-Bs-dap-M_at
[1]
− 0.80
[2]
2.86E-05
[3]
2.29E-03
[95] array · 4 items
[0]
SBNO1
[1]
− 0.80
[2]
3.35E-05
[3]
1.29E-03
[96] array · 4 items
[0]
PRIM2
[1]
− 0.79
[2]
1.80E-04
[3]
3.90E-04
[97] array · 4 items
[0]
LIN7C
[1]
− 0.77
[2]
3.37E-03
[3]
1.61E-04
[98] array · 4 items
[0]
PTER
[1]
− 0.75
[2]
9.28E-07
[3]
2.41E-03
[99] array · 4 items
[0]
LOC100190986
[1]
− 0.75
[2]
1.48E-05
[3]
2.42E-03
[100] array · 4 items
[0]
SCD5
[1]
− 0.74
[2]
4.56E-06
[3]
1.28E-04
[101] array · 4 items
[0]
CXADR
[1]
− 0.74
[2]
1.51E-05
[3]
2.44E-03
[102] array · 4 items
[0]
222524_s_at
[1]
− 0.73
[2]
2.73E-02
[3]
2.99E-03
[103] array · 4 items
[0]
AFFX-r2-Bs-phe-5_at
[1]
− 0.71
[2]
4.23E-06
[3]
2.89E-03
[104] array · 4 items
[0]
220038_at
[1]
− 0.71
[2]
8.14E-08
[3]
1.74E-03
[105] array · 4 items
[0]
MGEA5
[1]
− 0.70
[2]
1.19E-05
[3]
4.13E-04
[106] array · 4 items
[0]
SLC7A11
[1]
− 0.70
[2]
5.51E-02
[3]
2.47E-03
[107] array · 4 items
[0]
SKIL
[1]
− 0.70
[2]
1.16E-06
[3]
2.14E-04
[108] array · 4 items
[0]
COQ2
[1]
− 0.68
[2]
1.01E-05
[3]
7.63E-04
[109] array · 4 items
[0]
DEAF1
[1]
− 0.66
[2]
3.48E-01
[3]
1.45E-04
[110] array · 4 items
[0]
242787_at
[1]
− 0.65
[2]
1.02E-05
[3]
1.86E-03
[111] array · 4 items
[0]
S100A10
[1]
− 0.63
[2]
1.72E-05
[3]
6.26E-04
[112] array · 4 items
[0]
ANKHD1
[1]
− 0.61
[2]
3.45E-05
[3]
2.30E-03
[113] array · 4 items
[0]
HARBI1
[1]
− 0.39
[2]
1.24E-02
[3]
1.68E-04
[114] array · 4 items
[0]
PICALM
[1]
− 0.34
[2]
4.95E-07
[3]
3.27E-05
[115] array · 4 items
[0]
C14orf118
[1]
− 0.34
[2]
1.66E-01
[3]
2.55E-03
[116] array · 4 items
[0]
GIMAP6
[1]
0.62
[2]
5.47E-03
[3]
8.46E-04
[117] array · 4 items
[0]
SAMD1
[1]
0.64
[2]
5.54E-02
[3]
2.84E-03
[118] array · 4 items
[0]
239355_at
[1]
0.73
[2]
1.65E-07
[3]
9.59E-05
[119] array · 4 items
[0]
ARHGEF1
[1]
0.76
[2]
1.50E-01
[3]
3.36E-03
[120] array · 4 items
[0]
CDK1
[1]
0.77
[2]
2.10E-04
[3]
2.90E-04
[121] array · 4 items
[0]
PRUNE2
[1]
0.80
[2]
4.50E-07
[3]
7.42E-04
[122] array · 4 items
[0]
CDK1
[1]
0.80
[2]
1.00E-04
[3]
5.88E-04
[123] array · 4 items
[0]
242611_at
[1]
0.81
[2]
6.20E-03
[3]
1.45E-03
[124] array · 4 items
[0]
PPP1R3C
[1]
0.84
[2]
2.08E-07
[3]
2.96E-04
[125] array · 4 items
[0]
KSR2
[1]
0.84
[2]
3.11E-06
[3]
1.14E-03
[126] array · 4 items
[0]
DIRAS3
[1]
0.85
[2]
9.99E-06
[3]
1.02E-03
[127] array · 4 items
[0]
PAPPA
[1]
0.86
[2]
2.41E-06
[3]
3.47E-04
[128] array · 4 items
[0]
IFITM1
[1]
0.87
[2]
1.88E-05
[3]
1.93E-03
[129] array · 4 items
[0]
LPCAT2
[1]
0.92
[2]
3.28E-05
[3]
1.62E-03
[130] array · 4 items
[0]
PALMD
[1]
0.92
[2]
2.05E-06
[3]
3.37E-03
[131] array · 4 items
[0]
BMP6
[1]
0.93
[2]
6.02E-09
[3]
2.22E-03
[132] array · 4 items
[0]
208451_s_at
[1]
0.94
[2]
3.29E-03
[3]
1.38E-03
[133] array · 4 items
[0]
SLC16A6
[1]
0.95
[2]
4.98E-07
[3]
1.65E-04
[134] array · 4 items
[0]
ABCG1
[1]
0.96
[2]
2.17E-06
[3]
3.42E-03
[135] array · 4 items
[0]
C21orf58
[1]
0.96
[2]
9.76E-02
[3]
2.44E-04
[136] array · 4 items
[0]
CYP2A7
[1]
0.98
[2]
1.06E-01
[3]
1.28E-03
[137] array · 4 items
[0]
FMO3
[1]
0.99
[2]
4.85E-06
[3]
3.14E-03
[138] array · 4 items
[0]
HTR2B
[1]
0.99
[2]
2.40E-06
[3]
3.22E-03
[139] array · 4 items
[0]
CIDEC
[1]
1.01
[2]
1.63E-02
[3]
1.62E-03
[140] array · 4 items
[0]
GPX3
[1]
1.04
[2]
1.86E-07
[3]
5.55E-04
[141] array · 4 items
[0]
ALDH1A1
[1]
1.04
[2]
1.54E-06
[3]
2.49E-03
[142] array · 4 items
[0]
RFFL
[1]
1.07
[2]
1.06E-01
[3]
2.74E-03
[143] array · 4 items
[0]
EVI5L
[1]
1.10
[2]
1.30E-03
[3]
2.20E-03
[144] array · 4 items
[0]
GPX3
[1]
1.11
[2]
4.54E-07
[3]
2.27E-04
[145] array · 4 items
[0]
VWF
[1]
1.12
[2]
4.81E-10
[3]
2.60E-05
[146] array · 4 items
[0]
HSP90B1
[1]
1.15
[2]
6.99E-02
[3]
7.65E-05
[147] array · 4 items
[0]
C19orf21
[1]
1.15
[2]
5.88E-01
[3]
5.44E-04
[148] array · 4 items
[0]
MGP
[1]
1.23
[2]
3.44E-10
[3]
8.51E-05
[149] array · 4 items
[0]
FMO3
[1]
1.27
[2]
5.74E-08
[3]
1.86E-03
[150] array · 4 items
[0]
hCG_1646157
[1]
1.27
[2]
2.42E-01
[3]
7.43E-05
[151] array · 4 items
[0]
SERPINE2
[1]
1.28
[2]
1.13E-11
[3]
2.58E-03
[152] array · 4 items
[0]
C19orf34
[1]
1.30
[2]
8.36E-01
[3]
2.40E-03
[153] array · 4 items
[0]
LOC100130998
[1]
1.36
[2]
1.76E-01
[3]
2.94E-03
[154] array · 4 items
[0]
C3
[1]
1.36
[2]
3.63E-01
[3]
2.31E-03
[155] array · 4 items
[0]
234860_at
[1]
1.43
[2]
2.29E-01
[3]
8.71E-04
[156] array · 4 items
[0]
BMX
[1]
1.52
[2]
3.55E-14
[3]
7.72E-04
[157] array · 4 items
[0]
1569515_a_at
[1]
1.53
[2]
1.70E-02
[3]
2.15E-03
[158] array · 4 items
[0]
231005_at
[1]
1.53
[2]
2.47E-01
[3]
1.53E-03
[159] array · 4 items
[0]
LOC650392
[1]
1.62
[2]
1.04E-01
[3]
1.97E-03
[160] array · 4 items
[0]
LOC643201
[1]
1.68
[2]
7.50E-01
[3]
1.87E-03
[161] array · 4 items
[0]
MCM6
[1]
1.69
[2]
2.18E-01
[3]
3.37E-03
[162] array · 4 items
[0]
1564620_at
[1]
1.74
[2]
7.50E-01
[3]
3.21E-03
[163] array · 4 items
[0]
P2RX2
[1]
1.77
[2]
6.47E-01
[3]
1.20E-03
[164] array · 4 items
[0]
ONECUT3
[1]
1.77
[2]
1.91E-01
[3]
1.62E-03
[165] array · 4 items
[0]
TNK2
[1]
1.78
[2]
1.96E-01
[3]
2.45E-03
[166] array · 4 items
[0]
HMX2
[1]
1.82
[2]
3.28E-05
[3]
6.26E-04
[167] array · 4 items
[0]
233687_s_at
[1]
1.82
[2]
1.88E-05
[3]
2.22E-03
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1.86
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9.99E-06
[3]
9.90E-05
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[0]
KLK8
[1]
1.94
[2]
4.85E-06
[3]
1.62E-03
[170] array · 4 items
[0]
PAPPA
[1]
1.95
[2]
3.11E-06
[3]
1.86E-03
[171] array · 4 items
[0]
GRM2
[1]
1.97
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2.41E-06
[3]
5.55E-04
[172] array · 4 items
[0]
241618_at
[1]
1.97
[2]
2.40E-06
[3]
1.65E-04
[173] array · 4 items
[0]
PSMG4
[1]
1.98
[2]
2.17E-06
[3]
9.59E-05
[174] array · 4 items
[0]
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[1]
2.01
[2]
2.05E-06
[3]
1.02E-03
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[0]
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[1]
2.03
[2]
1.54E-06
[3]
2.27E-04
[176] array · 4 items
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[1]
2.07
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9.71E-02
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2.61E-03
[177] array · 4 items
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2.08
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4.98E-07
[3]
1.45E-03
[178] array · 4 items
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[1]
2.11
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4.54E-07
[3]
7.65E-05
[179] array · 4 items
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[1]
2.13
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4.50E-07
[3]
2.40E-03
[180] array · 4 items
[0]
ZNF704
[1]
2.20
[2]
2.08E-07
[3]
1.14E-03
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[1]
2.29
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1.86E-07
[3]
1.62E-03
[182] array · 4 items
[0]
CLIP1
[1]
2.29
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1.65E-07
[3]
2.44E-04
[183] array · 4 items
[0]
LOC100289550
[1]
2.34
[2]
5.74E-08
[3]
7.43E-05
[184] array · 4 items
[0]
235355_at
[1]
2.34
[2]
6.02E-09
[3]
2.58E-03
[185] array · 4 items
[0]
RERE
[1]
2.35
[2]
4.81E-10
[3]
2.96E-04
[186] array · 4 items
[0]
FLJ10213
[1]
2.36
[2]
3.44E-10
[3]
2.15E-03
[187] array · 4 items
[0]
AKAP14
[1]
2.53
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1.13E-11
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3.27E-05
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243281_at
[1]
2.56
[2]
3.55E-14
[3]
7.72E-04
row_count
189
locator
section[7]/table-wrap[2]#t0010
gaps array · 2 items
[0]
asset:data:geo:GSE62510 not downloaded
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asset:data:geo:GSE62510 licence not read
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state
complete
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method-1
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differential_expression
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limma_voom
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Differential expression analysis
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normalise_counts
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differential_expression_fit
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fdr_bh
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count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
Using Carmaweb, a moderated t-test (limma) was performed on the RMA normalized datasets, restricted to the 40% of the probesets with the biggest variance over all samples.
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[0] object · 8 fields
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target-published-estimate
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claim-target-result
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differential_expression_fit
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per cent
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null
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complete
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The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none.
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capability object · 3 fields
state
complete
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[0] object · 6 fields
capability_id
capability:computational_analysis
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Computational analysis platform
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meta_analysis
[1]
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statistical_regression
[4]
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candidate
Automated Assays Laravel application and simulated adapters
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readiness object · 8 fields
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complete
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R1
blocked_on
nothing:replicable_now
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normalise_counts
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differential_expression_fit
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fdr_bh
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: limma_voom.
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
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true
accessions array · 1 item
[0]
GSE62510
resolved_accessions array · 1 item
[0]
GSE62510
statements array · 1 item
[0]
Raw and RMA normalized array data were submitted to Gene Expression Omnibus (GEO) and are available under the accession number GSE62510.
basis
The paper names GSE62510 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
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normalise_counts
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differential_expression_fit
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fdr_bh
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[0]
source:pmid:26484194
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asset:table:pmid:26484194:2
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run_analysis
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data:geo:GSE62510
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review object · 5 fields
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partial
machine_critique object · 5 fields
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extraction_review
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MiniMax-M3.1-Flash
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minimax
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minimax
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same_provider
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verbatim
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20762
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pmid:26484194
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paper
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source:pmid:26484194
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PMID 26484194 full text
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GEO GSE62510
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pmid:26484194
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PMID 26484194 full text
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GEO GSE62510
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agent:corpus-assay-engine
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lineage object · 4 fields
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A microarray analysis of two distinct lymphatic endotheli
[1]
opulations were established using Affymetrix microarray analyses. Here we provide additional details
[2]
distinct populations were established using Affymetrix microarray analyses. Here we provide additio
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Using Carmaweb, a moderated t-test (limma) was performed on the RMA normalized datasets, restricted to the 40% of the probesets with the biggest variance over all samples.
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Complete file
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In vitro shockwave treatment (IVSWT) of LECs resulted in enrichment of the podoplanin(high) cell population and was accompanied by markedly increased cell proliferation, as well as 2D and 3D migration. Gene expression profiles of these distinct populations were established using Affymetrix microarray analyses. Here we provide additional details about our dataset (NCBI GEO accession number GSE62510) and describe how we analyzed the data to identify differently expressed genes in these two LEC populations.", "claims": [{"id": "claim-method", "statement": "Using Carmaweb, a moderated t-test (limma) was performed on the RMA normalized datasets, restricted to the 40% of the probesets with the biggest variance over all samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26484194", "locator": "sections[7] \"Enhanced transcriptome analysis to exclude false positive transcripts\" paragraph 2", "quote": "Using Carmaweb, a moderated t-test (limma) was performed on the RMA normalized datasets, restricted to the 40% of the probesets with the biggest variance over all samples."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Raw and RMA normalized array data were submitted to Gene Expression Omnibus (GEO) and are available under the accession number GSE62510.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26484194", "locator": "sections[6] \"Standard transcriptome analysis\" paragraph 2", "quote": "Raw and RMA normalized array data were submitted to Gene Expression Omnibus (GEO) and are available under the accession number GSE62510."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study used moderated t-tests (limma) on RMA- and MAS5-normalized microarray data to identify differentially expressed genes between the two lymphatic endothelial cell populations, and deposited the raw and normalized data in GEO under accession GSE62510.", "kind": "quantitative", "target": {"value": 40.0, "unit": "per cent", "tolerance": null, "source": "Using Carmaweb, a moderated t-test (limma) was performed on the RMA normalized datasets, restricted to the 40% of the probesets with the biggest variance over all samples."}, "evidence": [{"asset": "source:pmid:26484194", "locator": "sections[7] \"Enhanced transcriptome analysis to exclude false positive transcripts\" paragraph 2", "quote": "Using Carmaweb, a moderated t-test (limma) was performed on the RMA normalized datasets, restricted to the 40% of the probesets with the biggest variance over all samples."}, {"asset": "source:pmid:26484194", "locator": "sections[6] \"Standard transcriptome analysis\" paragraph 2", "quote": "Raw and RMA normalized array data were submitted to Gene Expression Omnibus (GEO) and are available under the accession number GSE62510."}, {"asset": "source:pmid:26484194", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Here we provide additional details about our dataset (NCBI GEO accession number GSE62510) and describe how we analyzed the data to identify differently expressed genes in these two LEC populations."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study used moderated t-tests (limma) on RMA- and MAS5-normalized microarray data to identify differentially expressed genes between the two lymphatic endothelial cell populations, and deposited the raw and normalized data in GEO under accession GSE62510.", "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:26484194"], "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. 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Bold characters indicate genes common to both datasets.", "rows": [["Gene symbol or probeset ID,RMA normalized", "Gene symbol or probeset ID,MAS5 normalized"], ["", ""], ["1558048_x_at", "SYTL4"], ["234675_x_at", "1570071_at"], ["BMX", "AKAP14"], ["242881_x_at", "LOC100289550"], ["RASEF", "LIMCH1"], ["RASEF", "239089_at"], ["AFFX-r2-Bs-thr-5_s_at", "PSMG4"], ["SERPINE2", "244791_at"], ["224549_x_at", "RASEF"], ["M10098_3_at", "FLT1"], ["ANKRD11", "BRD8"], ["M10098_M_at", "MMP7"], ["NEAT1", "232107_at"], ["TMEM71", "241618_at"], ["HIP1", "TCL1A"], ["MGP", "INPP4A"], ["VWF", "1569515_a_at"], ["TPR", "ZNF536"], ["AFFX-r2-Bs-phe-M_at", "CLIP1"], ["PDPK1", "1552955_at"], ["M10098_5_at", "RERE"], ["AFFX-r2-Bs-dap-5_at", "DYNC1H1"], ["215626_at", "C3"], ["231199_at", "UBE3B"], ["BMP6", "NLRP14"], ["CDC27", "MGP"], ["RAD21", "LOC650392"], ["MDM4", "GRM2"], ["AFFX-DapX-5_at", "FGF11"], ["1565717_s_at", "HMX2"], ["230655_at", "C21orf58"], ["FMO3", "C19orf21"], ["PHACTR2", "FOXP4"], ["220038_at", "243281_at"], ["CAB39", "C17orf52"], ["SART3", "1566042_at"], ["239355_at", "MTOR"], ["RGS20", "ZNF704"], ["GPX3", "CYP2A7"], ["IDH3A", "EVI5L"], ["ITCH", "MCM6"], ["PPP1R3C", "C3orf75"], ["GATC", "SERPINE2"], ["FOXO3", "hCG_1646157"], ["P4HB", "GPX3"], ["PRUNE2", "RANBP2"], ["GPX3", "SLC7A4"], ["PICALM", "SCARB2"], ["SLC16A6", "CIDEC"], ["NEAT1", "SH3GL1P2"], ["AFFX-M27830_5_at", "KLK8"], ["PTER", "CDK1"], ["VEZF1", "C11orf53"], ["CPNE3", "SNHG4"], ["CD47", "P4HB"], ["SKIL", "PAPPA"], ["FNIP2", "1564620_at"], ["TMED2", "242611_at"], ["MARCH6", "RAD21"], ["ALDH1A1", "NFKBIB"], ["PALMD", "HARBI1"], ["ABCG1", "M10098_M_at"], ["ARHGAP18", "FLJ10213"], ["AFFX-r2-Bs-thr-M_s_at", "224549_x_at"], ["HTR2B", "ARHGEF1"], ["PAPPA", "233687_s_at"], ["SERPINE1", "227223_at"], ["MBNL1", "RFFL"], ["ZNF207", "1558670_at"], ["KSR2", "SAMD1"], ["ATP6V0E1", "HORMAD2"], ["AFFX-r2-Bs-phe-5_at", "238796_at"], ["SCD5", "DEAF1"], ["FMO3", "KLF2"], ["ZNF638", "CDK1"], ["SCARB2", "222524_s_at"], ["SNAP23", "242276_at"], ["AFFX-ThrX-M_at", "FMO3"], ["241773_at", "LOC100130998"], ["AFFX-r2-Bs-lys-5_at", "C19orf34"], ["DIRAS3", "235355_at"], ["COQ2", "230750_at"], ["242787_at", "C14orf118"], ["SMAD7", "LOC643201"], ["ARF6", "RYK"], ["MGEA5", "207047_s_at"], ["DLC1", "HSP90B1"], ["LOC100190986", "OR1Q1"], ["CXADR", "PRIM2"], ["S100A10", "TNK2"], ["IFITM1", "SLC7A11"], ["MSI2", "208451_s_at"], ["ID2", "ONECUT3"], ["SFRS6", "ZNF207"], ["AFFX-r2-Bs-dap-M_at", "LIN7C"], ["JAG1", "CPNE3"], ["LPCAT2", "P2RX2"], ["SBNO1", "231005_at"], ["MAT2A", "GIMAP6"], ["ANKHD1", "234860_at"]], "row_count": 102, "column_count": 2, "numeric_cells": 82, "header_rows": 1, "locator": "section[7]/table-wrap[1]#t0005"}}, {"id": "asset:table:pmid:26484194:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:8ebe32db8335df0852da0c23956efde8c695bed31fd762f87d8ac9ad860b4d9e", "bytes": 8654, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[7]/table-wrap[2]#t0010", "version": null, "note": "MeanM based ranking of combined lists (100 genes each with lowest p-value for RMA normalization and MAS5 normalization, meanM values averaged). For annotated genes, HGNC gene symbols are shown, else Affymetrix probeset IDs (xxxxx…_at) are given.", "structure": {"pmcid": "PMC4535941", "section_index": 7, "section_title": "Enhanced transcriptome analysis to exclude false positive transcripts", "row_count": 189, "column_count": 4}, "table": {"label": "Table 2", "caption": "MeanM based ranking of combined lists (100 genes each with lowest p-value for RMA normalization and MAS5 normalization, meanM values averaged). For annotated genes, HGNC gene symbols are shown, else Affymetrix probeset IDs (xxxxx…_at) are given.", "rows": [["Gene symbol or probeset ID", "meanM average", "Raw p RMA", "Raw p MAS5"], ["1558048_x_at", "− 3.58", "1.13E-25", "2.15E-02"], ["SYTL4", "− 2.26", "3.26E-16", "1.66E-05"], ["SNHG4", "− 2.19", "5.13E-14", "1.82E-03"], ["UBE3B", "− 2.09", "9.12E-14", "3.90E-04"], ["238796_at", "− 2.09", "2.44E-12", "2.41E-03"], ["MMP7", "− 2.09", "2.57E-12", "1.45E-04"], ["1552955_at", "− 2.08", "1.16E-11", "2.90E-04"], ["DYNC1H1", "− 2.07", "3.14E-11", "3.11E-04"], ["INPP4A", "− 2.04", "3.45E-11", "2.14E-04"], ["NLRP14", "− 1.98", "9.15E-11", "4.13E-04"], ["RASEF", "− 1.91", "1.93E-10", "1.01E-04"], ["ANKRD11", "− 1.82", "2.18E-10", "2.05E-01"], ["C17orf52", "− 1.75", "2.35E-10", "8.46E-04"], ["224549_x_at", "− 1.74", "6.10E-10", "2.17E-03"], ["234675_x_at", "− 1.70", "1.07E-09", "1.73E-02"], ["FLT1", "− 1.67", "1.13E-09", "1.28E-04"], ["OR1Q1", "− 1.66", "1.34E-09", "2.99E-03"], ["242276_at", "− 1.65", "1.69E-09", "2.47E-03"], ["227223_at", "− 1.63", "3.16E-09", "2.25E-03"], ["1570071_at", "− 1.62", "5.97E-09", "2.60E-05"], ["ZNF638", "− 1.61", "1.29E-08", "2.03E-01"], ["NEAT1", "− 1.56", "1.40E-08", "7.25E-02"], ["BRD8", "− 1.52", "2.01E-08", "1.38E-04"], ["1566042_at", "− 1.50", "3.02E-08", "8.71E-04"], ["215626_at", "− 1.48", "3.17E-08", "1.79E-01"], ["FGF11", "− 1.44", "4.78E-08", "5.88E-04"], ["232107_at", "− 1.41", "7.11E-08", "1.61E-04"], ["RASEF", "− 1.41", "8.14E-08", "3.25E-02"], ["207047_s_at", "− 1.36", "1.40E-07", "2.89E-03"], ["242881_x_at", "− 1.34", "1.60E-07", "1.27E-02"], ["PDPK1", "− 1.33", "1.72E-07", "8.48E-02"], ["M10098_M_at", "− 1.31", "2.04E-07", "2.09E-03"], ["M10098_5_at", "− 1.30", "2.06E-07", "4.04E-02"], ["AFFX-r2-Bs-thr-5_s_at", "− 1.28", "2.55E-07", "1.05E-02"], ["ITCH", "− 1.28", "2.83E-07", "3.66E-02"], ["M10098_3_at", "− 1.27", "3.09E-07", "1.49E-02"], ["TMEM71", "− 1.27", "4.95E-07", "5.18E-03"], ["NEAT1", "− 1.21", "7.36E-07", "4.53E-02"], ["1558670_at", "− 1.20", "7.91E-07", "2.30E-03"], ["TCL1A", "− 1.19", "9.28E-07", "1.68E-04"], ["230750_at", "− 1.18", "1.04E-06", "2.61E-03"], ["231199_at", "− 1.15", "1.06E-06", "7.31E-02"], ["HIP1", "− 1.15", "1.08E-06", "2.53E-02"], ["RAD21", "− 1.14", "1.16E-06", "1.92E-03"], ["AFFX-r2-Bs-dap-5_at", "− 1.12", "1.31E-06", "7.41E-03"], ["1565717_s_at", "− 1.11", "1.33E-06", "7.37E-02"], ["SART3", "− 1.11", "1.42E-06", "2.05E-02"], ["C11orf53", "− 1.08", "2.35E-06", "1.74E-03"], ["C3orf75", "− 1.07", "2.38E-06", "1.29E-03"], ["GATC", "− 1.06", "2.68E-06", "1.09E-01"], ["FOXP4", "− 1.06", "2.69E-06", "7.63E-04"], ["CD47", "− 1.02", "2.86E-06", "5.20E-02"], ["KLF2", "− 1.01", "3.80E-06", "2.44E-03"], ["ATP6V0E1", "− 1.00", "4.23E-06", "5.23E-02"], ["AFFX-DapX-5_at", "− 0.99", "4.56E-06", "2.44E-02"], ["CPNE3", "− 0.99", "5.00E-06", "3.30E-03"], ["AFFX-r2-Bs-phe-M_at", "− 0.99", "5.14E-06", "1.35E-01"], ["SCARB2", "− 0.98", "5.45E-06", "1.47E-03"], ["MARCH6", "− 0.98", "7.30E-06", "6.71E-02"], ["RANBP2", "− 0.98", "9.07E-06", "1.42E-03"], ["CDC27", "− 0.97", "9.56E-06", "8.96E-02"], ["MDM4", "− 0.96", "1.01E-05", "2.95E-01"], ["MBNL1", "− 0.95", "1.02E-05", "6.66E-03"], ["FNIP2", "− 0.95", "1.13E-05", "8.85E-02"], ["ZNF207", "− 0.93", "1.15E-05", "3.23E-03"], ["TMED2", "− 0.93", "1.19E-05", "3.00E-02"], ["230655_at", "− 0.93", "1.26E-05", "8.48E-02"], ["VEZF1", "− 0.92", "1.48E-05", "1.72E-01"], ["ARF6", "− 0.92", "1.51E-05", "7.04E-03"], ["P4HB", "− 0.91", "1.72E-05", "1.84E-03"], ["SFRS6", "− 0.91", "2.10E-05", "8.20E-03"], ["RGS20", "− 0.89", "2.14E-05", "1.69E-01"], ["CAB39", "− 0.89", "2.50E-05", "1.56E-01"], ["SNAP23", "− 0.89", "2.86E-05", "1.29E-02"], ["AFFX-r2-Bs-thr-M_s_at", "− 0.89", "3.01E-05", "4.15E-02"], ["PHACTR2", "− 0.89", "3.35E-05", "1.07E-01"], ["FOXO3", "− 0.86", "3.40E-05", "2.33E-01"], ["NFKBIB", "− 0.85", "3.45E-05", "1.93E-03"], ["JAG1", "− 0.85", "3.01E-05", "3.02E-03"], ["IDH3A", "− 0.84", "2.04E-07", "2.88E-03"], ["RYK", "− 0.84", "7.30E-04", "3.29E-03"], ["SMAD7", "− 0.84", "1.13E-05", "1.42E-03"], ["ID2", "− 0.84", "2.14E-05", "1.66E-05"], ["AFFX-ThrX-M_at", "− 0.84", "7.30E-06", "2.23E-04"], ["AFFX-M27830_5_at", "− 0.83", "7.91E-07", "2.47E-03"], ["SERPINE1", "− 0.83", "2.68E-06", "9.90E-05"], ["MSI2", "− 0.82", "2.10E-05", "2.25E-03"], ["MAT2A", "− 0.82", "3.40E-05", "3.11E-04"], ["ARHGAP18", "− 0.81", "2.35E-06", "1.82E-03"], ["TPR", "− 0.81", "6.10E-10", "1.38E-04"], ["DLC1", "− 0.81", "1.26E-05", "3.19E-03"], ["AFFX-r2-Bs-lys-5_at", "− 0.80", "9.56E-06", "6.68E-04"], ["241773_at", "− 0.80", "9.07E-06", "1.19E-03"], ["AFFX-r2-Bs-dap-M_at", "− 0.80", "2.86E-05", "2.29E-03"], ["SBNO1", "− 0.80", "3.35E-05", "1.29E-03"], ["PRIM2", "− 0.79", "1.80E-04", "3.90E-04"], ["LIN7C", "− 0.77", "3.37E-03", "1.61E-04"], ["PTER", "− 0.75", "9.28E-07", "2.41E-03"], ["LOC100190986", "− 0.75", "1.48E-05", "2.42E-03"], ["SCD5", "− 0.74", "4.56E-06", "1.28E-04"], ["CXADR", "− 0.74", "1.51E-05", "2.44E-03"], ["222524_s_at", "− 0.73", "2.73E-02", "2.99E-03"], ["AFFX-r2-Bs-phe-5_at", "− 0.71", "4.23E-06", "2.89E-03"], ["220038_at", "− 0.71", "8.14E-08", "1.74E-03"], ["MGEA5", "− 0.70", "1.19E-05", "4.13E-04"], ["SLC7A11", "− 0.70", "5.51E-02", "2.47E-03"], ["SKIL", "− 0.70", "1.16E-06", "2.14E-04"], ["COQ2", "− 0.68", "1.01E-05", "7.63E-04"], ["DEAF1", "− 0.66", "3.48E-01", "1.45E-04"], ["242787_at", "− 0.65", "1.02E-05", "1.86E-03"], ["S100A10", "− 0.63", "1.72E-05", "6.26E-04"], ["ANKHD1", "− 0.61", "3.45E-05", "2.30E-03"], ["HARBI1", "− 0.39", "1.24E-02", "1.68E-04"], ["PICALM", "− 0.34", "4.95E-07", "3.27E-05"], ["C14orf118", "− 0.34", "1.66E-01", "2.55E-03"], ["GIMAP6", "0.62", "5.47E-03", "8.46E-04"], ["SAMD1", "0.64", "5.54E-02", "2.84E-03"], ["239355_at", "0.73", "1.65E-07", "9.59E-05"], ["ARHGEF1", "0.76", "1.50E-01", "3.36E-03"], ["CDK1", "0.77", "2.10E-04", "2.90E-04"], ["PRUNE2", "0.80", "4.50E-07", "7.42E-04"], ["CDK1", "0.80", "1.00E-04", "5.88E-04"], ["242611_at", "0.81", "6.20E-03", "1.45E-03"], ["PPP1R3C", "0.84", "2.08E-07", "2.96E-04"], ["KSR2", "0.84", "3.11E-06", "1.14E-03"], ["DIRAS3", "0.85", "9.99E-06", "1.02E-03"], ["PAPPA", "0.86", "2.41E-06", "3.47E-04"], ["IFITM1", "0.87", "1.88E-05", "1.93E-03"], ["LPCAT2", "0.92", "3.28E-05", "1.62E-03"], ["PALMD", "0.92", "2.05E-06", "3.37E-03"], ["BMP6", "0.93", "6.02E-09", "2.22E-03"], ["208451_s_at", "0.94", "3.29E-03", "1.38E-03"], ["SLC16A6", "0.95", "4.98E-07", "1.65E-04"], ["ABCG1", "0.96", "2.17E-06", "3.42E-03"], ["C21orf58", "0.96", "9.76E-02", "2.44E-04"], ["CYP2A7", "0.98", "1.06E-01", "1.28E-03"], ["FMO3", "0.99", "4.85E-06", "3.14E-03"], ["HTR2B", "0.99", "2.40E-06", "3.22E-03"], ["CIDEC", "1.01", "1.63E-02", "1.62E-03"], ["GPX3", "1.04", "1.86E-07", "5.55E-04"], ["ALDH1A1", "1.04", "1.54E-06", "2.49E-03"], ["RFFL", "1.07", "1.06E-01", "2.74E-03"], ["EVI5L", "1.10", "1.30E-03", "2.20E-03"], ["GPX3", "1.11", "4.54E-07", "2.27E-04"], ["VWF", "1.12", "4.81E-10", "2.60E-05"], ["HSP90B1", "1.15", "6.99E-02", "7.65E-05"], ["C19orf21", "1.15", "5.88E-01", "5.44E-04"], ["MGP", "1.23", "3.44E-10", "8.51E-05"], ["FMO3", "1.27", "5.74E-08", "1.86E-03"], ["hCG_1646157", "1.27", "2.42E-01", "7.43E-05"], ["SERPINE2", "1.28", "1.13E-11", "2.58E-03"], ["C19orf34", "1.30", "8.36E-01", "2.40E-03"], ["LOC100130998", "1.36", "1.76E-01", "2.94E-03"], ["C3", "1.36", "3.63E-01", "2.31E-03"], ["234860_at", "1.43", "2.29E-01", "8.71E-04"], ["BMX", "1.52", "3.55E-14", "7.72E-04"], ["1569515_a_at", "1.53", "1.70E-02", "2.15E-03"], ["231005_at", "1.53", "2.47E-01", "1.53E-03"], ["LOC650392", "1.62", "1.04E-01", "1.97E-03"], ["LOC643201", "1.68", "7.50E-01", "1.87E-03"], ["MCM6", "1.69", "2.18E-01", "3.37E-03"], ["1564620_at", "1.74", "7.50E-01", "3.21E-03"], ["P2RX2", "1.77", "6.47E-01", "1.20E-03"], ["ONECUT3", "1.77", "1.91E-01", "1.62E-03"], ["TNK2", "1.78", "1.96E-01", "2.45E-03"], ["HMX2", "1.82", "3.28E-05", "6.26E-04"], ["233687_s_at", "1.82", "1.88E-05", "2.22E-03"], ["244791_at", "1.86", "9.99E-06", "9.90E-05"], ["KLK8", "1.94", "4.85E-06", "1.62E-03"], ["PAPPA", "1.95", "3.11E-06", "1.86E-03"], ["GRM2", "1.97", "2.41E-06", "5.55E-04"], ["241618_at", "1.97", "2.40E-06", "1.65E-04"], ["PSMG4", "1.98", "2.17E-06", "9.59E-05"], ["MTOR", "2.01", "2.05E-06", "1.02E-03"], ["ZNF536", "2.03", "1.54E-06", "2.27E-04"], ["239089_at", "2.07", "9.71E-02", "2.61E-03"], ["SLC7A4", "2.08", "4.98E-07", "1.45E-03"], ["LIMCH1", "2.11", "4.54E-07", "7.65E-05"], ["HORMAD2", "2.13", "4.50E-07", "2.40E-03"], ["ZNF704", "2.20", "2.08E-07", "1.14E-03"], ["SH3GL1P2", "2.29", "1.86E-07", "1.62E-03"], ["CLIP1", "2.29", "1.65E-07", "2.44E-04"], ["LOC100289550", "2.34", "5.74E-08", "7.43E-05"], ["235355_at", "2.34", "6.02E-09", "2.58E-03"], ["RERE", "2.35", "4.81E-10", "2.96E-04"], ["FLJ10213", "2.36", "3.44E-10", "2.15E-03"], ["AKAP14", "2.53", "1.13E-11", "3.27E-05"], ["243281_at", "2.56", "3.55E-14", "7.72E-04"]], "row_count": 189, "column_count": 4, "numeric_cells": 642, "header_rows": 1, "locator": "section[7]/table-wrap[2]#t0010"}}], "gaps": ["asset:data:geo:GSE62510 not downloaded", "asset:data:geo:GSE62510 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Using Carmaweb, a moderated t-test (limma) was performed on the RMA normalized datasets, restricted to the 40% of the probesets with the biggest variance over all samples."}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "differential_expression_fit", "expected_value": 40.0, "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": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE62510"], "resolved_accessions": ["GSE62510"], "statements": ["Raw and RMA normalized array data were submitted to Gene Expression Omnibus (GEO) and are available under the accession number GSE62510."], "basis": "The paper names GSE62510 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. 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