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pmid:26981398

Type I and type II interferon responses in two human liver cell lines (Huh-7 and HuH6).

Oliver Grünvogel · Katharina Esser-Nobis · Marc P Windisch · Michael Frese · Martin Trippler · Ralf Bartenschlager · Volker Lohmann · Marco Binder

Genomics data · 2016 doi:10.1016/j.gdata.2015.12.017

Paper

complete

Experiment

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Data

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Analysis

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Execution

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:26981398
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science-record
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2026-11-01T15:40:17Z
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2026-11-01T21:20:28Z
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paper object · 10 fields
state
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title
Type I and type II interferon responses in two human liver cell lines (Huh-7 and HuH6).
doi
10.1016/j.gdata.2015.12.017
pmid
26981398
authors array · 8 items
[0]
Oliver Grünvogel
[1]
Katharina Esser-Nobis
[2]
Marc P Windisch
[3]
Michael Frese
[4]
Martin Trippler
[5]
Ralf Bartenschlager
[6]
Volker Lohmann
[7]
Marco Binder
journal
Genomics data
year
2016
abstract
Most studies investigating the biology of Hepatitis C virus (HCV) have used the human hepatoma cell line Huh-7 or subclones thereof, as these are the most permissive cell lines for HCV infection and replication. Other cell lines also support replication of HCV, most notably the human hepatoblastoma cell line HuH6. HCV replication in cell culture is generally highly sensitive to interferons (IFNs) and differences in the IFN-mediated inhibition of virus replication may reflect alterations in the IFN-induced antiviral response inherent to different host cells. For example, HCV replication is highly sensitive to IFN-γ treatment in Huh-7, but not in HuH6 cells. In this study, we used microarray-based gene expression profiling to compare the response of Huh-7 and HuH6 cells to stimulation with IFN-α and IFN-γ. Furthermore, we determined whether the resistance of HCV replication in HuH6 cells can be linked to differences in the expression profile of IFN-regulated genes. Although both cells lines responded to IFNs with rapid changes in gene expression, thereby demonstrating functional type I and type II signaling pathways, differences were observed for a number of genes. Raw and normalized expression data have been deposited in GEO under accession number GSE68927.
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As a quantitative measure to score differentially induced ISGs, we calculated a weighted rank difference (WRD) for each gene.
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sections[8] "ISGs differentially induced in Huh-7 versus HuH6" paragraph 4
quote
As a quantitative measure to score differentially induced ISGs, we calculated a weighted rank difference (WRD) for each gene.
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Raw and normalized expression data have been deposited in GEO under accession number GSE68927.
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sections[0] "Abstract" paragraph 1
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Raw and normalized expression data have been deposited in GEO under accession number GSE68927.
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The study used RMA normalization of Affymetrix microarray data and weighted rank difference (WRD) analysis to compare IFN-stimulated gene responses, while the source data are available through GEO accession GSE68927 and its direct accession link.
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qualitative
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sections[6] "Signal processing and normalization" paragraph 2
quote
Signals were normalized within one cell line (three treatment groups per cell line: mock, IFN-α and IFN-γ) using the RMA method and expressed on a log2-transformed scale.
[1] object · 3 fields
asset
source:pmid:26981398
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sections[8] "ISGs differentially induced in Huh-7 versus HuH6" paragraph 4
quote
As a quantitative measure to score differentially induced ISGs, we calculated a weighted rank difference (WRD) for each gene.
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source:pmid:26981398
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sections[0] "Abstract" paragraph 1
quote
Raw and normalized expression data have been deposited in GEO under accession number GSE68927.
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sections[2] "Direct link to deposited data" paragraph 2
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http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE68927
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The study used RMA normalization of Affymetrix microarray data and weighted rank difference (WRD) analysis to compare IFN-stimulated gene responses, while the source data are available through GEO accession GSE68927 and its direct accession link.
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PMC4778650
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Comparison of Huh6 and Huh7 cells under IFNgamma treatment
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Top 20 induced ISGs upon IFN treatment in Huh-7 and HuH6 cells. ISGs were sorted for the magnitude of their induction (fold-change, FC) within each sample. The 20 genes most strongly induced by IFN-α (left) or IFN-γ (right) are listed for Huh-7 and HuH6, respectively. Fold-changes are given on a log2 scale (i.e. FC 7.35 translates to a 163-fold upregulation).
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7
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Analysis of IFN-induced genes
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label
Table 1
caption
Top 20 induced ISGs upon IFN treatment in Huh-7 and HuH6 cells. ISGs were sorted for the magnitude of their induction (fold-change, FC) within each sample. The 20 genes most strongly induced by IFN-α (left) or IFN-γ (right) are listed for Huh-7 and HuH6, respectively. Fold-changes are given on a log2 scale (i.e. FC 7.35 translates to a 163-fold upregulation).
rows array · 22 items
[0] array · 2 items
[0]
IFN-α
[1]
IFN-γ
[1] array · 8 items
[0]
Gene symbol
[1]
FC Huh-7
[2]
Gene symbol
[3]
FC HuH6
[4]
Gene symbol
[5]
FC Huh-7
[6]
Gene symbol
[7]
FC HuH6
[2] array · 8 items
[0]
MX1
[1]
7.35
[2]
IFIT1
[3]
8.4
[4]
GBP1
[5]
8.46
[6]
GBP1
[7]
6.55
[3] array · 8 items
[0]
IFIT1
[1]
6.93
[2]
CMPK2
[3]
7.3
[4]
PSMB9
[5]
7.49
[6]
PSMB9
[7]
6.04
[4] array · 8 items
[0]
CMPK2
[1]
5.93
[2]
IFI27
[3]
6.91
[4]
TAP1
[5]
5.85
[6]
UBE2L6
[7]
6.01
[5] array · 8 items
[0]
DDX60
[1]
5.9
[2]
IFI44L
[3]
6.25
[4]
PSMB8
[5]
5.74
[6]
GBP3
[7]
5.72
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[0]
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[1]
5.82
[2]
IFIH1
[3]
5.99
[4]
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[5]
5.67
[6]
TAP1
[7]
5.37
[7] array · 8 items
[0]
IFIH1
[1]
5.81
[2]
DDX60
[3]
5.62
[4]
UBD
[5]
5.58
[6]
TRIM22
[7]
5.21
[8] array · 8 items
[0]
IFIT3
[1]
5.33
[2]
OAS3
[3]
5.6
[4]
GBP3
[5]
5.1
[6]
NMI
[7]
4.97
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[0]
ISG15
[1]
5.21
[2]
IFI6
[3]
5.56
[4]
IFIT3
[5]
5.04
[6]
RARRES3
[7]
4.75
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[0]
OAS1
[1]
5.17
[2]
IFIT3
[3]
5.37
[4]
EPSTI1
[5]
4.97
[6]
ERAP2
[7]
4.75
[11] array · 8 items
[0]
OAS3
[1]
4.92
[2]
OAS1
[3]
5.11
[4]
CXCL10
[5]
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[6]
CMPK2
[7]
4.69
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[0]
HERC6
[1]
4.84
[2]
IFI44
[3]
4.92
[4]
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[5]
4.29
[6]
UBD
[7]
4.62
[13] array · 8 items
[0]
EPSTI1
[1]
4.79
[2]
IFIT5
[3]
4.47
[4]
NNMT
[5]
4.28
[6]
SERPING1
[7]
4.5
[14] array · 8 items
[0]
IRF9
[1]
4.2
[2]
UBE2L6
[3]
4.4
[4]
UBE2L6
[5]
4.23
[6]
IFI27
[7]
4.5
[15] array · 8 items
[0]
OAS2
[1]
4.13
[2]
OAS2
[3]
4.37
[4]
TRIM22
[5]
3.81
[6]
IFIT3
[7]
4.45
[16] array · 8 items
[0]
IFI27
[1]
4.11
[2]
ISG15
[3]
4.03
[4]
PARP14
[5]
3.78
[6]
PSMB8
[7]
4.12
[17] array · 8 items
[0]
DDX58
[1]
3.8
[2]
DTX3L
[3]
3.86
[4]
CXCL9
[5]
3.74
[6]
DTX3L
[7]
3.88
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[0]
DDX60L
[1]
3.62
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DDX58
[3]
3.8
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3.67
[6]
PARP14
[7]
3.53
[19] array · 8 items
[0]
IFITM1
[1]
3.55
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PARP9
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3.47
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[0]
IFI44L
[1]
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IFIH1
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3.4
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[0]
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[1]
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[3]
3.42
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3.37
locator
section[7]/table-wrap[1]#t0005
[3] object · 16 fields
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note
ISGs differentially induced in Huh-7 versus HuH6. ISGs were defined as “present” and upregulated at least 1.5-fold (0.58 on a log2 scale) in either Huh-7 or HuH6 and sorted for their weighted rank difference (WRD). Highest WRD corresponds to the strongest difference in induction between Huh-7 and HuH6 (see text). FC: fold-change (log2 scale).
structure object · 5 fields
pmcid
PMC4778650
section_index
8
section_title
ISGs differentially induced in Huh-7 versus HuH6
row_count
42
column_count
12
table object · 8 fields
label
Table 2
caption
ISGs differentially induced in Huh-7 versus HuH6. ISGs were defined as “present” and upregulated at least 1.5-fold (0.58 on a log2 scale) in either Huh-7 or HuH6 and sorted for their weighted rank difference (WRD). Highest WRD corresponds to the strongest difference in induction between Huh-7 and HuH6 (see text). FC: fold-change (log2 scale).
rows array · 42 items
[0] array · 2 items
[0]
IFN-α
[1]
IFN-γ
[1] array · 12 items
[0]
Gene symbol
[1]
FC Huh-7
[2]
FC HuH6
[3]
rank Huh-7
[4]
rank HuH6
[5]
WRD
[6]
Gene symbol
[7]
FC Huh-7
[8]
FC HuH6
[9]
rank Huh-7
[10]
rank HuH6
[11]
WRD
[2] array · 12 items
[0]
MX1
[1]
7.35
[2]
1.49
[3]
1
[4]
56
[5]
1.93
[6]
ERAP2
[7]
1.08
[8]
4.75
[9]
126
[10]
8
[11]
1.76
[3] array · 12 items
[0]
IFI44
[1]
0.47
[2]
4.92
[3]
277
[4]
11
[5]
1.85
[6]
CXCL9
[7]
3.74
[8]
0.31
[9]
16
[10]
234
[11]
1.74
[4] array · 12 items
[0]
TDO2
[1]
3.07
[2]
− 0.19
[3]
27
[4]
287
[5]
1.66
[6]
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[7]
3.28
[8]
0.04
[9]
23
[10]
265
[11]
1.68
[5] array · 12 items
[0]
IFI16
[1]
0.06
[2]
2.56
[3]
290
[4]
35
[5]
1.57
[6]
MX1
[7]
3.16
[8]
− 0.1
[9]
26
[10]
285
[11]
1.67
[6] array · 12 items
[0]
GBP1
[1]
3.11
[2]
0.19
[3]
25
[4]
178
[5]
1.51
[6]
CXCL10
[7]
4.62
[8]
1.06
[9]
10
[10]
103
[11]
1.65
[7] array · 12 items
[0]
SLFN5
[1]
0.08
[2]
1.66
[3]
287
[4]
49
[5]
1.42
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[7]
3.27
[8]
0.24
[9]
24
[10]
243
[11]
1.64
[8] array · 12 items
[0]
RASGRP3
[1]
0.68
[2]
2.13
[3]
204
[4]
39
[5]
1.36
[6]
IFI27
[7]
1.21
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4.5
[9]
111
[10]
12
[11]
1.61
[9] array · 12 items
[0]
IL8
[1]
1.7
[2]
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[3]
59
[4]
301
[5]
1.34
[6]
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[7]
0.37
[8]
2.84
[9]
228
[10]
30
[11]
1.53
[10] array · 12 items
[0]
IFI27
[1]
4.11
[2]
6.91
[3]
15
[4]
3
[5]
1.33
[6]
CASP1
[7]
2.69
[8]
0.02
[9]
42
[10]
268
[11]
1.46
[11] array · 12 items
[0]
LY6E
[1]
− 0.29
[2]
1.4
[3]
303
[4]
61
[5]
1.33
[6]
NMI
[7]
2.61
[8]
4.97
[9]
43
[10]
7
[11]
1.44
[12] array · 12 items
[0]
UBD
[1]
3.04
[2]
0.33
[3]
29
[4]
143
[5]
1.33
[6]
HLA-B
[7]
2.75
[8]
0.21
[9]
40
[10]
245
[11]
1.44
[13] array · 12 items
[0]
IFI44L
[1]
3.44
[2]
6.25
[3]
19
[4]
4
[5]
1.30
[6]
CXCL11
[7]
3.44
[8]
0.88
[9]
20
[10]
122
[11]
1.44
[14] array · 12 items
[0]
CARD16
[1]
1.59
[2]
− 0.28
[3]
64
[4]
297
[5]
1.29
[6]
CASP7
[7]
0.69
[8]
2.8
[9]
184
[10]
31
[11]
1.42
[15] array · 12 items
[0]
CXCL2
[1]
1.89
[2]
− 0.01
[3]
56
[4]
241
[5]
1.25
[6]
CTSS
[7]
2.57
[8]
0.34
[9]
45
[10]
232
[11]
1.35
[16] array · 12 items
[0]
CXCL10
[1]
1.75
[2]
− 0.03
[3]
58
[4]
246
[5]
1.24
[6]
IFI16
[7]
0
[8]
1.98
[9]
268
[10]
53
[11]
1.34
[17] array · 12 items
[0]
MX2
[1]
0.23
[2]
1.23
[3]
282
[4]
67
[5]
1.23
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HERC6
[7]
2.59
[8]
0.43
[9]
44
[10]
219
[11]
1.33
[18] array · 12 items
[0]
CASP7
[1]
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[2]
1.44
[3]
232
[4]
59
[5]
1.19
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C1R
[7]
3.06
[8]
0.75
[9]
29
[10]
141
[11]
1.32
[19] array · 12 items
[0]
HERC5
[1]
3.11
[2]
0.77
[3]
25
[4]
95
[5]
1.17
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[7]
4.97
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2.42
[9]
9
[10]
43
[11]
1.31
[20] array · 12 items
[0]
CXCL5
[1]
1.38
[2]
− 0.15
[3]
74
[4]
280
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1.16
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2.35
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0.13
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54
[10]
254
[11]
1.30
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LOC100506113
[1]
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0.92
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298
[4]
80
[5]
1.15
[6]
CXCL2
[7]
1.99
[8]
− 0.26
[9]
65
[10]
292
[11]
1.27
[22] array · 12 items
[0]
RARRES3
[1]
2.12
[2]
0.22
[3]
47
[4]
167
[5]
1.12
[6]
UBE2L6
[7]
4.23
[8]
6.01
[9]
13
[10]
3
[11]
1.25
[23] array · 12 items
[0]
MYH4
[1]
1.29
[2]
− 0.2
[3]
82
[4]
289
[5]
1.12
[6]
SERPINA7
[7]
1.95
[8]
− 0.34
[9]
69
[10]
296
[11]
1.24
[24] array · 12 items
[0]
SLC26A3
[1]
1.34
[2]
− 0.14
[3]
80
[4]
278
[5]
1.11
[6]
SERPING1
[7]
2.45
[8]
4.5
[9]
51
[10]
12
[11]
1.24
[25] array · 12 items
[0]
ERAP2
[1]
− 0.04
[2]
0.86
[3]
294
[4]
85
[5]
1.10
[6]
ARAP2
[7]
0.21
[8]
1.76
[9]
250
[10]
61
[11]
1.22
[26] array · 12 items
[0]
TAP2
[1]
0.58
[2]
0.92
[3]
273
[4]
80
[5]
1.09
[6]
GNB4
[7]
0.5
[8]
1.89
[9]
217
[10]
56
[11]
1.18
[27] array · 12 items
[0]
PROCR
[1]
− 0.06
[2]
0.82
[3]
296
[4]
88
[5]
1.08
[6]
LGALS3BP
[7]
3.59
[8]
1.53
[9]
18
[10]
69
[11]
1.17
[28] array · 12 items
[0]
SH3BGRL
[1]
− 0.07
[2]
0.81
[3]
297
[4]
89
[5]
1.08
[6]
HLA-A
[7]
2.03
[8]
0.29
[9]
63
[10]
237
[11]
1.16
[29] array · 12 items
[0]
B3GALT2
[1]
1.37
[2]
− 0.05
[3]
76
[4]
253
[5]
1.08
[6]
PSMB8
[7]
5.74
[8]
4.12
[9]
4
[10]
15
[11]
1.16
[30] array · 12 items
[0]
BTN3A2
[1]
2.08
[2]
0.24
[3]
49
[4]
161
[5]
1.07
[6]
NCOA7
[7]
0.42
[8]
1.79
[9]
224
[10]
60
[11]
1.15
[31] array · 12 items
[0]
HSH2D
[1]
− 0.23
[2]
0.78
[3]
302
[4]
92
[5]
1.07
[6]
IL7
[7]
1.97
[8]
0.17
[9]
67
[10]
249
[11]
1.15
[32] array · 12 items
[0]
EREG
[1]
1.63
[2]
0.14
[3]
62
[4]
200
[5]
1.05
[6]
NLRC5
[7]
1.87
[8]
− 0.03
[9]
74
[10]
275
[11]
1.15
[33] array · 12 items
[0]
SERPING1
[1]
0.71
[2]
1.41
[3]
192
[4]
60
[5]
1.05
[6]
APOBEC3G
[7]
0.19
[8]
1.56
[9]
251
[10]
68
[11]
1.15
[34] array · 12 items
[0]
LAMP3
[1]
3.23
[2]
1.09
[3]
23
[4]
72
[5]
1.03
[6]
CD274
[7]
2.15
[8]
0.58
[9]
60
[10]
210
[11]
1.11
[35] array · 12 items
[0]
CCR6
[1]
0.12
[2]
0.78
[3]
285
[4]
92
[5]
1.02
[6]
TRIM31
[7]
1.8
[8]
0
[9]
79
[10]
271
[11]
1.10
[36] array · 12 items
[0]
MT1M
[1]
1.15
[2]
− 0.46
[3]
99
[4]
303
[5]
1.01
[6]
TLR3
[7]
1.75
[8]
− 0.06
[9]
82
[10]
280
[11]
1.09
[37] array · 12 items
[0]
KLF10
[1]
1.19
[2]
− 0.19
[3]
94
[4]
287
[5]
1.01
[6]
RASGRP3
[7]
0.38
[8]
1.64
[9]
225
[10]
66
[11]
1.09
[38] array · 12 items
[0]
LOC731779
[1]
− 0.2
[2]
0.71
[3]
300
[4]
99
[5]
1.01
[6]
LAMP3
[7]
1.78
[8]
0.01
[9]
80
[10]
269
[11]
1.08
[39] array · 12 items
[0]
[1]
[2]
[3]
[4]
[5]
[6]
DDX60L
[7]
1.68
[8]
− 0.07
[9]
85
[10]
282
[11]
1.07
[40] array · 12 items
[0]
[1]
[2]
[3]
[4]
[5]
[6]
ACY3
[7]
1.91
[8]
0.29
[9]
73
[10]
237
[11]
1.06
[41] array · 12 items
[0]
[1]
[2]
[3]
[4]
[5]
[6]
TAPSAR1
[7]
3.01
[8]
1.12
[9]
30
[10]
94
[11]
1.03
locator
section[8]/table-wrap[1]#t0010
gaps array · 2 items
[0]
asset:data:geo:GSE68927 not downloaded
[1]
asset:data:geo:GSE68927 licence not read
analysis object · 4 fields
state
partial
methods array · 1 item
[0] object · 10 fields
id
method-1
family
null
specific
null
label
Weighted rank difference (WRD)
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
As a quantitative measure to score differentially induced ISGs, we calculated a weighted rank difference (WRD) for each gene.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
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
blocked
tier
R4
blocking_axis
method
blocked_on
method:not_determinable
axes object · 3 fields
method object · 5 fields
tier
R4
expressible
false
required_operations array · 0 items
missing_operations array · 0 items
basis
The reader quoted the method the paper names (Weighted rank difference (WRD)), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
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 · 1 item
[0]
GSE68927
resolved_accessions array · 1 item
[0]
GSE68927
statements array · 1 item
[0]
Raw and normalized expression data have been deposited in GEO under accession number GSE68927.
basis
The paper names GSE68927 in 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 · 0 items
assets array · 4 items
[0]
source:pmid:26981398
[1]
data:geo:GSE68927
[2]
asset:table:pmid:26981398:1
[3]
asset:table:pmid:26981398:2
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:GSE68927
gaps array · 1 item
[0]
method:not_determinable
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
2026-10-31T18:27:48Z
independence
same_provider
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
8
usage object · 3 fields
prompt_tokens
56799
completion_tokens
2707
cached_tokens
8600
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:26981398
type
paper
label
pmid:26981398
[1] object · 3 fields
id
source:pmid:26981398
type
manuscript
label
PMID 26981398 full text
[2] object · 3 fields
id
data:geo:GSE68927
type
dataset
label
GEO GSE68927
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:26981398
type
paper
label
pmid:26981398
[1] object · 3 fields
id
source:pmid:26981398
type
manuscript
label
PMID 26981398 full text
[2] object · 3 fields
id
data:geo:GSE68927
type
dataset
label
GEO GSE68927
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-26981398
type
extraction
used array · 1 item
[0]
source:pmid:26981398
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE68927
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE68927
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:26981398
parent_hash
sha256:f256f1763c82cfae78ad17d50512d53e89de4d8d45391394ffa4e663ce91db7f
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE68927 licence not read
[1]
asset:data:geo:GSE68927 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 1 item
[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
0.99
evidence array · 2 items
[0]
ut not in HuH6 cells. In this study, we used microarray-based gene expression profiling to compare t
[1]
uh-7 and HuH6 cells, we decided to perform a microarray-based gene expression analysis. To this end,
order_basis
paper_text_order:731
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:26981398", "kind": "science-record", "revision": 6, "content_hash": "sha256:a3e370769c768399e3201c408e8dfbc97b72b450d2769e22e592684fbdd34857", "created_at": "2026-11-01T15:40:17Z", "updated_at": "2026-11-01T21:20:28Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Type I and type II interferon responses in two human liver cell lines (Huh-7 and HuH6).", "doi": "10.1016/j.gdata.2015.12.017", "pmid": "26981398", "authors": ["Oliver Grünvogel", "Katharina Esser-Nobis", "Marc P Windisch", "Michael Frese", "Martin Trippler", "Ralf Bartenschlager", "Volker Lohmann", "Marco Binder"], "journal": "Genomics data", "year": 2016, "abstract": "Most studies investigating the biology of Hepatitis C virus (HCV) have used the human hepatoma cell line Huh-7 or subclones thereof, as these are the most permissive cell lines for HCV infection and replication. Other cell lines also support replication of HCV, most notably the human hepatoblastoma cell line HuH6. HCV replication in cell culture is generally highly sensitive to interferons (IFNs) and differences in the IFN-mediated inhibition of virus replication may reflect alterations in the IFN-induced antiviral response inherent to different host cells. For example, HCV replication is highly sensitive to IFN-γ treatment in Huh-7, but not in HuH6 cells. In this study, we used microarray-based gene expression profiling to compare the response of Huh-7 and HuH6 cells to stimulation with IFN-α and IFN-γ. Furthermore, we determined whether the resistance of HCV replication in HuH6 cells can be linked to differences in the expression profile of IFN-regulated genes. Although both cells lines responded to IFNs with rapid changes in gene expression, thereby demonstrating functional type I and type II signaling pathways, differences were observed for a number of genes. Raw and normalized expression data have been deposited in GEO under accession number GSE68927.", "claims": [{"id": "claim-method", "statement": "As a quantitative measure to score differentially induced ISGs, we calculated a weighted rank difference (WRD) for each gene.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26981398", "locator": "sections[8] \"ISGs differentially induced in Huh-7 versus HuH6\" paragraph 4", "quote": "As a quantitative measure to score differentially induced ISGs, we calculated a weighted rank difference (WRD) for each gene."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Raw and normalized expression data have been deposited in GEO under accession number GSE68927.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26981398", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Raw and normalized expression data have been deposited in GEO under accession number GSE68927."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study used RMA normalization of Affymetrix microarray data and weighted rank difference (WRD) analysis to compare IFN-stimulated gene responses, while the source data are available through GEO accession GSE68927 and its direct accession link.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:26981398", "locator": "sections[6] \"Signal processing and normalization\" paragraph 2", "quote": "Signals were normalized within one cell line (three treatment groups per cell line: mock, IFN-α and IFN-γ) using the RMA method and expressed on a log2-transformed scale."}, {"asset": "source:pmid:26981398", "locator": "sections[8] \"ISGs differentially induced in Huh-7 versus HuH6\" paragraph 4", "quote": "As a quantitative measure to score differentially induced ISGs, we calculated a weighted rank difference (WRD) for each gene."}, {"asset": "source:pmid:26981398", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Raw and normalized expression data have been deposited in GEO under accession number GSE68927."}, {"asset": "source:pmid:26981398", "locator": "sections[2] \"Direct link to deposited data\" paragraph 2", "quote": "http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE68927"}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study used RMA normalization of Affymetrix microarray data and weighted rank difference (WRD) analysis to compare IFN-stimulated gene responses, while the source data are available through GEO accession GSE68927 and its direct accession link.", "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:26981398"], "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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ISGs were sorted for the magnitude of their induction (fold-change, FC) within each sample. The 20 genes most strongly induced by IFN-α (left) or IFN-γ (right) are listed for Huh-7 and HuH6, respectively. Fold-changes are given on a log2 scale (i.e. FC 7.35 translates to a 163-fold upregulation).", "structure": {"pmcid": "PMC4778650", "section_index": 7, "section_title": "Analysis of IFN-induced genes", "row_count": 22, "column_count": 8}, "table": {"label": "Table 1", "caption": "Top 20 induced ISGs upon IFN treatment in Huh-7 and HuH6 cells. ISGs were sorted for the magnitude of their induction (fold-change, FC) within each sample. The 20 genes most strongly induced by IFN-α (left) or IFN-γ (right) are listed for Huh-7 and HuH6, respectively. 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ISGs were defined as “present” and upregulated at least 1.5-fold (0.58 on a log2 scale) in either Huh-7 or HuH6 and sorted for their weighted rank difference (WRD). Highest WRD corresponds to the strongest difference in induction between Huh-7 and HuH6 (see text). FC: fold-change (log2 scale).", "structure": {"pmcid": "PMC4778650", "section_index": 8, "section_title": "ISGs differentially induced in Huh-7 versus HuH6", "row_count": 42, "column_count": 12}, "table": {"label": "Table 2", "caption": "ISGs differentially induced in Huh-7 versus HuH6. ISGs were defined as “present” and upregulated at least 1.5-fold (0.58 on a log2 scale) in either Huh-7 or HuH6 and sorted for their weighted rank difference (WRD). Highest WRD corresponds to the strongest difference in induction between Huh-7 and HuH6 (see text). FC: fold-change (log2 scale).", "rows": [["IFN-α", "IFN-γ"], ["Gene symbol", "FC Huh-7", "FC HuH6", "rank Huh-7", "rank HuH6", "WRD", "Gene symbol", "FC Huh-7", "FC HuH6", "rank Huh-7", "rank HuH6", "WRD"], ["MX1", "7.35", "1.49", "1", "56", "1.93", "ERAP2", "1.08", "4.75", "126", "8", "1.76"], ["IFI44", "0.47", "4.92", "277", "11", "1.85", "CXCL9", "3.74", "0.31", "16", "234", "1.74"], ["TDO2", "3.07", "− 0.19", "27", "287", "1.66", "BTN3A3", "3.28", "0.04", "23", "265", "1.68"], ["IFI16", "0.06", "2.56", "290", "35", "1.57", "MX1", "3.16", "− 0.1", "26", "285", "1.67"], ["GBP1", "3.11", "0.19", "25", "178", "1.51", "CXCL10", "4.62", "1.06", "10", "103", "1.65"], ["SLFN5", "0.08", "1.66", "287", "49", "1.42", "CARD16", "3.27", "0.24", "24", "243", "1.64"], ["RASGRP3", "0.68", "2.13", "204", "39", "1.36", "IFI27", "1.21", "4.5", "111", "12", "1.61"], ["IL8", "1.7", "− 0.36", "59", "301", "1.34", "APOL3", "0.37", "2.84", "228", "30", "1.53"], ["IFI27", "4.11", "6.91", "15", "3", "1.33", "CASP1", "2.69", "0.02", "42", "268", "1.46"], ["LY6E", "− 0.29", "1.4", "303", "61", "1.33", "NMI", "2.61", "4.97", "43", "7", "1.44"], ["UBD", "3.04", "0.33", "29", "143", "1.33", "HLA-B", "2.75", "0.21", "40", "245", "1.44"], ["IFI44L", "3.44", "6.25", "19", "4", "1.30", "CXCL11", "3.44", "0.88", "20", "122", "1.44"], ["CARD16", "1.59", "− 0.28", "64", "297", "1.29", "CASP7", "0.69", "2.8", "184", "31", "1.42"], ["CXCL2", "1.89", "− 0.01", "56", "241", "1.25", "CTSS", "2.57", "0.34", "45", "232", "1.35"], ["CXCL10", "1.75", "− 0.03", "58", "246", "1.24", "IFI16", "0", "1.98", "268", "53", "1.34"], ["MX2", "0.23", "1.23", "282", "67", "1.23", "HERC6", "2.59", "0.43", "44", "219", "1.33"], ["CASP7", "0.64", "1.44", "232", "59", "1.19", "C1R", "3.06", "0.75", "29", "141", "1.32"], ["HERC5", "3.11", "0.77", "25", "95", "1.17", "EPSTI1", "4.97", "2.42", "9", "43", "1.31"], ["CXCL5", "1.38", "− 0.15", "74", "280", "1.16", "CFH", "2.35", "0.13", "54", "254", "1.30"], ["LOC100506113", "− 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