Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:33116838

Identification and Validation of Novel Genes in Anaplastic Thyroid Carcinoma via Bioinformatics Analysis.

Shengnan Wang · Jing Wu · Congcong Guo · Hongxia Shang · Jinming Yao · Lin Liao · Jianjun Dong

Cancer management and research · 2020 doi:10.2147/CMAR.S250792

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:33116838
kind
science-record
content_hash
sha256:a1d4ef41e73da87c0cdc8b37876c9b941e01ecd917e032f17f81190b113a13c6
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:14Z
updated_at
2026-11-01T22:02:25Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification and Validation of Novel Genes in Anaplastic Thyroid Carcinoma via Bioinformatics Analysis.
doi
10.2147/CMAR.S250792
pmid
33116838
authors array · 7 items
[0]
Shengnan Wang
[1]
Jing Wu
[2]
Congcong Guo
[3]
Hongxia Shang
[4]
Jinming Yao
[5]
Lin Liao
[6]
Jianjun Dong
journal
Cancer management and research
year
2020
abstract
PURPOSE: The conventional interventions of anaplastic thyroid carcinoma (ATC) patients are mainly through surgery, chemotherapy, and radiotherapy; however, it is hardly to improve survival rate. We aimed to investigate the differential expressed genes (DEGs) between ATC and normal thyroid gland through bioinformatics analysis of the microarray datasets and find new potential therapeutic targets for ATC. METHODS: Microarray datasets GSE9115, GSE29265, GSE33630, GSE53072, and GSE65144 were downloaded from Gene Expression Omnibus (GEO) database. Compared with the normal tissue, GEO2R was conducted to screen the DEGs in each chip under the condition of |log FC| > l, adjusted P-values (adj. P) < 0.05. The Retrieval of Interacting Genes (STRING) database was used to calculate PPI networks of DEGs with a combined score >0.4 as the cut-off criteria. The hub genes in the PPI network were visualized and selected according to screening conditions in Cytoscape software. In addition, the novel genes in ATC were screened for survival analysis using Kaplan-Meier plotter from those hub genes and validated by RT-qPCR. RESULTS: A total of 284 overlapping DEGs were obtained, including 121 upregulated and 161 downregulated DEGs. A total of 232 DEGs were selected by STRING database. The 50 hub genes in the PPI network were chosen according to three screening conditions. In addition, the Kaplan-Meier plotter database confirmed that high expressions of ANLN, CENPF, KIF2C, TPX2, and NDC80 were negatively correlated with poor overall survival of ATC patients. Finally, RT-qPCR experiments showed that KIF2C and CENPF were significantly upregulated in ARO cells and CAL-62 cells when compared to Nthy-ori 3-1 cells, TPX2 was upregulated only in CAL-62 cells, while ANLN and NDC80 were obviously decreased in ARO cells and CAL-62 cells. CONCLUSION: Our study suggested that CENPF, KIF2C, and TPX2 might play a significant role in the development of ATC, which could be further explored as potential biomarkers for the treatment of ATC.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Student’s t-test was used to analyze statistical significance.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33116838
locator
sections[10] "Statistical Analysis" paragraph 2
quote
Student’s t-test was used to analyze statistical significance.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33116838
locator
sections[3] "ATC Dataset Preprocessing" paragraph 3
quote
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
steps array · 3 items
[0] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:33116838
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
id
obtain_source_data
order
2
name
Obtain the source data from the named repository
kind
data-preparation
state
complete
blocked_on
null
description
The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE29265
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the published analysis
kind
analysis
state
complete
blocked_on
null
description
Apply the paper's statistical method to the resolved series and compare the result with the published target.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE29265
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 7 items
[0] object · 15 fields
id
source:pmid:33116838
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.2147/CMAR.S250792
sha256
sha256:4d14949a66edfbe2c0b95b6e9f29b3b7bce29998089eae24b2a4564c2f5b6f9d
bytes
42587
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.2147/CMAR.S250792
version
null
note
Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
structure object · 4 fields
pmcid
PMC7550107
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE29265
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE29265
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE29265
version
null
note
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
access_statement_kind
repository_route_statement
sample_accessions array · 49 items
[0]
GSM723320
[1]
GSM723321
[2]
GSM723322
[3]
GSM723323
[4]
GSM723324
[5]
GSM723325
[6]
GSM723326
[7]
GSM723327
[8]
GSM723328
[9]
GSM723329
[10]
GSM723330
[11]
GSM723331
[12]
GSM723332
[13]
GSM723333
[14]
GSM723334
[15]
GSM723335
[16]
GSM723336
[17]
GSM723337
[18]
GSM723338
[19]
GSM723339
[20]
GSM723340
[21]
GSM723341
[22]
GSM723342
[23]
GSM723343
[24]
GSM723344
[25]
GSM723345
[26]
GSM723346
[27]
GSM723347
[28]
GSM723348
[29]
GSM723349
[30]
GSM723350
[31]
GSM723351
[32]
GSM723352
[33]
GSM723353
[34]
GSM723354
[35]
GSM723355
[36]
GSM723356
[37]
GSM723357
[38]
GSM723358
[39]
GSM723359
[40]
GSM723360
[41]
GSM723361
[42]
GSM723362
[43]
GSM723363
[44]
GSM723364
[45]
GSM723365
[46]
GSM723366
[47]
GSM723367
[48]
GSM723368
sample_count
49
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Sporadic vs. Post-Chernobyl Papillary vs. Anaplastic Thyroid Cancers
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE33630
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE33630
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE33630
version
null
note
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
access_statement_kind
repository_route_statement
sample_accessions array · 105 items
[0]
GSM831749
[1]
GSM831750
[2]
GSM831751
[3]
GSM831752
[4]
GSM831753
[5]
GSM831754
[6]
GSM831755
[7]
GSM831756
[8]
GSM831757
[9]
GSM831758
[10]
GSM831759
[11]
GSM831760
[12]
GSM831761
[13]
GSM831762
[14]
GSM831763
[15]
GSM831764
[16]
GSM831765
[17]
GSM831766
[18]
GSM831767
[19]
GSM831768
[20]
GSM831769
[21]
GSM831770
[22]
GSM831771
[23]
GSM831772
[24]
GSM831773
[25]
GSM831774
[26]
GSM831775
[27]
GSM831776
[28]
GSM831777
[29]
GSM831778
[30]
GSM831779
[31]
GSM831780
[32]
GSM831781
[33]
GSM831782
[34]
GSM831783
[35]
GSM831784
[36]
GSM831785
[37]
GSM831786
[38]
GSM831787
[39]
GSM831788
[40]
GSM831789
[41]
GSM831790
[42]
GSM831791
[43]
GSM831792
[44]
GSM831793
[45]
GSM831794
[46]
GSM831795
[47]
GSM831796
[48]
GSM831797
[49]
GSM831798
[50]
GSM831799
[51]
GSM831800
[52]
GSM831801
[53]
GSM831802
[54]
GSM831803
[55]
GSM831804
[56]
GSM831805
[57]
GSM831806
[58]
GSM831807
[59]
GSM831808
[60]
GSM831809
[61]
GSM831810
[62]
GSM831811
[63]
GSM831812
[64]
GSM831813
[65]
GSM831814
[66]
GSM831815
[67]
GSM831816
[68]
GSM831817
[69]
GSM831818
[70]
GSM831819
[71]
GSM831820
[72]
GSM831821
[73]
GSM831822
[74]
GSM831823
[75]
GSM831824
[76]
GSM831825
[77]
GSM831826
[78]
GSM831827
[79]
GSM831828
[80]
GSM831829
[81]
GSM831830
[82]
GSM831831
[83]
GSM831832
[84]
GSM831833
[85]
GSM831834
[86]
GSM831835
[87]
GSM831836
[88]
GSM831837
[89]
GSM831838
[90]
GSM831839
[91]
GSM831840
[92]
GSM831841
[93]
GSM831842
[94]
GSM831843
[95]
GSM831844
[96]
GSM831845
[97]
GSM831846
[98]
GSM831847
[99]
GSM831848
[100]
GSM831849
[101]
GSM831850
[102]
GSM831851
[103]
GSM831852
[104]
GSM831853
sample_count
105
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Normal thyrocytes vs papillary vs anaplastic thyroid carcinomas
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE53072
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE53072
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE53072
version
null
note
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
access_statement_kind
repository_route_statement
sample_accessions array · 9 items
[0]
GSM1281636
[1]
GSM1281637
[2]
GSM1281638
[3]
GSM1281639
[4]
GSM1281640
[5]
GSM1281641
[6]
GSM1281642
[7]
GSM1281643
[8]
GSM1281644
sample_count
9
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Gene expression profilling of anaplastic thyroid carcinomas (ATC) and normal thyroid tissues
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE65144
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65144
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE65144
version
null
note
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
access_statement_kind
repository_route_statement
sample_accessions array · 25 items
[0]
GSM1588026
[1]
GSM1588027
[2]
GSM1588028
[3]
GSM1588029
[4]
GSM1588030
[5]
GSM1588031
[6]
GSM1588032
[7]
GSM1588033
[8]
GSM1588034
[9]
GSM1588035
[10]
GSM1588036
[11]
GSM1588037
[12]
GSM1588038
[13]
GSM1588039
[14]
GSM1588040
[15]
GSM1588041
[16]
GSM1588042
[17]
GSM1588043
[18]
GSM1588044
[19]
GSM1588045
[20]
GSM1588046
[21]
GSM1588047
[22]
GSM1588048
[23]
GSM1588049
[24]
GSM1588050
sample_count
25
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene array analysis of anaplastic thyroid carcinoma tissue versus matched and unmatched normal thyroid tissue
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE9115
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE9115
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE9115
version
null
note
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
access_statement_kind
repository_route_statement
sample_accessions array · 19 items
[0]
GSM230840
[1]
GSM230841
[2]
GSM230842
[3]
GSM230843
[4]
GSM230844
[5]
GSM230845
[6]
GSM230846
[7]
GSM230847
[8]
GSM230848
[9]
GSM230849
[10]
GSM230850
[11]
GSM230851
[12]
GSM230852
[13]
GSM230853
[14]
GSM230854
[15]
GSM230855
[16]
GSM230856
[17]
GSM230857
[18]
GSM230858
sample_count
19
group_sizes
null
group_sizes_basis
null
platform
5917
taxon
Homo sapiens
title
Determination of a cell proliferation and chromosomal instability signature in anaplastic thyroid carcinoma
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 16 fields
id
asset:table:pmid:33116838:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:78984a461de13eb4c47e8d685dfab813b0e42db1c0af1de3a72c9eb5da1ce975
bytes
817
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[9]/table-wrap[1]#t0001
version
null
note
Primer Sequences Used to Amplify Target Genes by Real-Time RT-PCR
structure object · 5 fields
pmcid
PMC7550107
section_index
9
section_title
Quantitative RT-PCR (RT‐qPCR)
row_count
7
column_count
2
table object · 8 fields
label
Table 1
caption
Primer Sequences Used to Amplify Target Genes by Real-Time RT-PCR
rows array · 7 items
[0] array · 2 items
[0]
Target Gene
[1]
Primer Sequence
[1] array · 2 items
[0]
ANLN
[1]
Forward 5’-GTCAGCCAATGCAGGGACAC-3’Reverse 5’- TGCCAGAGGCGAATATCAACAA-3’
[2] array · 2 items
[0]
CENPF
[1]
Forward 5’- CCCACTGAGTCTCGGCAAAG-3’Reverse 5’- GAGGATGGTGCCTGAATCTACTG-3’
[3] array · 2 items
[0]
KIF2C
[1]
Forward 5’- AGCTGACACAGGTGCTGAGG-3’Reverse 5’- TGTCTGCATATCTCAGGGGTGTTTA-3’
[4] array · 2 items
[0]
TPX2
[1]
Forward 5’- GCTCTGAAGGCACAGACTTGGA-3’Reverse 5’- AGAGATGACGGTGTTTGGACGA-3’
[5] array · 2 items
[0]
NDC80
[1]
Forward 5’- AACCAAGGACCTGGAAGCTGAAC-3’Reverse 5’- TTTGGAATTCTCAGCACCTTTAGGA-3’
[6] array · 2 items
[0]
GAPDH
[1]
Forward 5’-CAGAACATCATCCCTGCCTCTAC-3’Reverse 5’-TTGAAGTCAGAGGAGACCACCTG-3’
locator
section[9]/table-wrap[1]#t0001
gaps array · 10 items
[0]
asset:data:geo:GSE29265 not downloaded
[1]
asset:data:geo:GSE29265 licence not read
[2]
asset:data:geo:GSE33630 not downloaded
[3]
asset:data:geo:GSE33630 licence not read
[4]
asset:data:geo:GSE53072 not downloaded
[5]
asset:data:geo:GSE53072 licence not read
[6]
asset:data:geo:GSE65144 not downloaded
[7]
asset:data:geo:GSE65144 licence not read
[8]
asset:data:geo:GSE9115 not downloaded
[9]
asset:data:geo:GSE9115 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.7
band
medium
quote
Kaplan-Meier
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 2 fields
hazard_ratio
In addition, the hazard ratio (HR) with 95% confidenc
p_value
vals (CIs) and log-rank P value were calculated and pre
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[2] object · 10 fields
id
method-3
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
PPI
[3] object · 10 fields
id
method-4
family
null
specific
null
label
Student’s t-test
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
Student’s t-test was used to analyze statistical significance.
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
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]
survival_km
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: kaplan_meier.
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 · 5 items
[0]
GSE9115
[1]
GSE29265
[2]
GSE33630
[3]
GSE53072
[4]
GSE65144
resolved_accessions array · 5 items
[0]
GSE9115
[1]
GSE29265
[2]
GSE33630
[3]
GSE53072
[4]
GSE65144
statements array · 1 item
[0]
The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).
basis
The paper names GSE9115, GSE29265, GSE33630, GSE53072, GSE65144 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 · 1 item
[0]
survival_km
assets array · 3 items
[0]
source:pmid:33116838
[1]
data:geo:GSE29265
[2]
asset:table:pmid:33116838:1
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:GSE29265
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
2026-10-31T18:23:34Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
34557
completion_tokens
891
cached_tokens
11392
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:33116838
type
paper
label
pmid:33116838
[1] object · 3 fields
id
source:pmid:33116838
type
manuscript
label
PMID 33116838 full text
[2] object · 3 fields
id
data:geo:GSE29265
type
dataset
label
GEO GSE29265
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:33116838
type
paper
label
pmid:33116838
[1] object · 3 fields
id
source:pmid:33116838
type
manuscript
label
PMID 33116838 full text
[2] object · 3 fields
id
data:geo:GSE29265
type
dataset
label
GEO GSE29265
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33116838
type
extraction
used array · 1 item
[0]
source:pmid:33116838
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE29265
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE29265
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:33116838
parent_hash
sha256:956db9432d480613eecb8005bf77e0f8150b689e0cfb43cd5de871f909b5413b
fork_of
null
gaps array · 15 items
[0]
asset:data:geo:GSE29265 licence not read
[1]
asset:data:geo:GSE29265 not downloaded
[2]
asset:data:geo:GSE33630 licence not read
[3]
asset:data:geo:GSE33630 not downloaded
[4]
asset:data:geo:GSE53072 licence not read
[5]
asset:data:geo:GSE53072 not downloaded
[6]
asset:data:geo:GSE65144 licence not read
[7]
asset:data:geo:GSE65144 not downloaded
[8]
asset:data:geo:GSE9115 licence not read
[9]
asset:data:geo:GSE9115 not downloaded
[10]
execution.not_run
[11]
method.reader_named_unmapped
[12]
review.human_critique
[13]
review.independent_reader
[14]
review.machine_critique
assays array · 5 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
0.99
evidence array · 2 items
[0]
gland through bioinformatics analysis of the microarray datasets and find new potential therapeutic
[1]
ential therapeutic targets for ATC. METHODS: Microarray datasets GSE9115, GSE29265, GSE33630, GSE530
order_basis
paper_text_order:396
id
assay:1
[1] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
lotter from those hub genes and validated by RT-qPCR. RESULTS: A total of 284 overlapping DEGs we
[1]
r overall survival of ATC patients. Finally, RT-qPCR experiments showed that KIF2C and CENPF were
[2]
ter from those hub genes and validated by RT-qPCR. RESULTS: A total of 284 overlapping DEGs we
[3]
verall survival of ATC patients. Finally, RT-qPCR experiments showed that KIF2C and CENPF were
order_basis
paper_text_order:1171
id
assay:2
[2] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
hyroglobulin (TG) expression was detected by immunofluorescence in ARO cells. TG is a specific marker protei
order_basis
paper_text_order:4706
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
cell_culture
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]
handong First Medical University. Cells were cultured in Dulbecco’s modified Eagle’s medium (DMEM) (G
order_basis
paper_text_order:5247
id
assay:4
[4] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Kaplan-Meier
order_basis
consumes_earlier_output
id
assay:5
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33116838", "kind": "science-record", "revision": 8, "content_hash": "sha256:a1d4ef41e73da87c0cdc8b37876c9b941e01ecd917e032f17f81190b113a13c6", "created_at": "2026-11-01T15:41:14Z", "updated_at": "2026-11-01T22:02:25Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification and Validation of Novel Genes in Anaplastic Thyroid Carcinoma via Bioinformatics Analysis.", "doi": "10.2147/CMAR.S250792", "pmid": "33116838", "authors": ["Shengnan Wang", "Jing Wu", "Congcong Guo", "Hongxia Shang", "Jinming Yao", "Lin Liao", "Jianjun Dong"], "journal": "Cancer management and research", "year": 2020, "abstract": "PURPOSE: The conventional interventions of anaplastic thyroid carcinoma (ATC) patients are mainly through surgery, chemotherapy, and radiotherapy; however, it is hardly to improve survival rate. We aimed to investigate the differential expressed genes (DEGs) between ATC and normal thyroid gland through bioinformatics analysis of the microarray datasets and find new potential therapeutic targets for ATC.\nMETHODS: Microarray datasets GSE9115, GSE29265, GSE33630, GSE53072, and GSE65144 were downloaded from Gene Expression Omnibus (GEO) database. Compared with the normal tissue, GEO2R was conducted to screen the DEGs in each chip under the condition of |log FC| > l, adjusted P-values (adj. P) < 0.05. The Retrieval of Interacting Genes (STRING) database was used to calculate PPI networks of DEGs with a combined score >0.4 as the cut-off criteria. The hub genes in the PPI network were visualized and selected according to screening conditions in Cytoscape software. In addition, the novel genes in ATC were screened for survival analysis using Kaplan-Meier plotter from those hub genes and validated by RT-qPCR.\nRESULTS: A total of 284 overlapping DEGs were obtained, including 121 upregulated and 161 downregulated DEGs. A total of 232 DEGs were selected by STRING database. The 50 hub genes in the PPI network were chosen according to three screening conditions. In addition, the Kaplan-Meier plotter database confirmed that high expressions of ANLN, CENPF, KIF2C, TPX2, and NDC80 were negatively correlated with poor overall survival of ATC patients. Finally, RT-qPCR experiments showed that KIF2C and CENPF were significantly upregulated in ARO cells and CAL-62 cells when compared to Nthy-ori 3-1 cells, TPX2 was upregulated only in CAL-62 cells, while ANLN and NDC80 were obviously decreased in ARO cells and CAL-62 cells.\nCONCLUSION: Our study suggested that CENPF, KIF2C, and TPX2 might play a significant role in the development of ATC, which could be further explored as potential biomarkers for the treatment of ATC.", "claims": [{"id": "claim-method", "statement": "Student’s t-test was used to analyze statistical significance.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33116838", "locator": "sections[10] \"Statistical Analysis\" paragraph 2", "quote": "Student’s t-test was used to analyze statistical significance."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33116838", "locator": "sections[3] \"ATC Dataset Preprocessing\" paragraph 3", "quote": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:33116838"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE29265"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE29265"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33116838", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/CMAR.S250792", "sha256": "sha256:4d14949a66edfbe2c0b95b6e9f29b3b7bce29998089eae24b2a4564c2f5b6f9d", "bytes": 42587, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/CMAR.S250792", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7550107", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE29265", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE29265", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE29265", "version": null, "note": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM723320", "GSM723321", "GSM723322", "GSM723323", "GSM723324", "GSM723325", "GSM723326", "GSM723327", "GSM723328", "GSM723329", "GSM723330", "GSM723331", "GSM723332", "GSM723333", "GSM723334", "GSM723335", "GSM723336", "GSM723337", "GSM723338", "GSM723339", "GSM723340", "GSM723341", "GSM723342", "GSM723343", "GSM723344", "GSM723345", "GSM723346", "GSM723347", "GSM723348", "GSM723349", "GSM723350", "GSM723351", "GSM723352", "GSM723353", "GSM723354", "GSM723355", "GSM723356", "GSM723357", "GSM723358", "GSM723359", "GSM723360", "GSM723361", "GSM723362", "GSM723363", "GSM723364", "GSM723365", "GSM723366", "GSM723367", "GSM723368"], "sample_count": 49, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Sporadic vs. Post-Chernobyl Papillary vs. Anaplastic Thyroid Cancers", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE33630", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE33630", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE33630", "version": null, "note": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM831749", "GSM831750", "GSM831751", "GSM831752", "GSM831753", "GSM831754", "GSM831755", "GSM831756", "GSM831757", "GSM831758", "GSM831759", "GSM831760", "GSM831761", "GSM831762", "GSM831763", "GSM831764", "GSM831765", "GSM831766", "GSM831767", "GSM831768", "GSM831769", "GSM831770", "GSM831771", "GSM831772", "GSM831773", "GSM831774", "GSM831775", "GSM831776", "GSM831777", "GSM831778", "GSM831779", "GSM831780", "GSM831781", "GSM831782", "GSM831783", "GSM831784", "GSM831785", "GSM831786", "GSM831787", "GSM831788", "GSM831789", "GSM831790", "GSM831791", "GSM831792", "GSM831793", "GSM831794", "GSM831795", "GSM831796", "GSM831797", "GSM831798", "GSM831799", "GSM831800", "GSM831801", "GSM831802", "GSM831803", "GSM831804", "GSM831805", "GSM831806", "GSM831807", "GSM831808", "GSM831809", "GSM831810", "GSM831811", "GSM831812", "GSM831813", "GSM831814", "GSM831815", "GSM831816", "GSM831817", "GSM831818", "GSM831819", "GSM831820", "GSM831821", "GSM831822", "GSM831823", "GSM831824", "GSM831825", "GSM831826", "GSM831827", "GSM831828", "GSM831829", "GSM831830", "GSM831831", "GSM831832", "GSM831833", "GSM831834", "GSM831835", "GSM831836", "GSM831837", "GSM831838", "GSM831839", "GSM831840", "GSM831841", "GSM831842", "GSM831843", "GSM831844", "GSM831845", "GSM831846", "GSM831847", "GSM831848", "GSM831849", "GSM831850", "GSM831851", "GSM831852", "GSM831853"], "sample_count": 105, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Normal thyrocytes vs papillary vs anaplastic thyroid carcinomas", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE53072", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE53072", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE53072", "version": null, "note": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1281636", "GSM1281637", "GSM1281638", "GSM1281639", "GSM1281640", "GSM1281641", "GSM1281642", "GSM1281643", "GSM1281644"], "sample_count": 9, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Gene expression profilling of anaplastic thyroid carcinomas (ATC) and normal thyroid tissues", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE65144", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65144", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE65144", "version": null, "note": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1588026", "GSM1588027", "GSM1588028", "GSM1588029", "GSM1588030", "GSM1588031", "GSM1588032", "GSM1588033", "GSM1588034", "GSM1588035", "GSM1588036", "GSM1588037", "GSM1588038", "GSM1588039", "GSM1588040", "GSM1588041", "GSM1588042", "GSM1588043", "GSM1588044", "GSM1588045", "GSM1588046", "GSM1588047", "GSM1588048", "GSM1588049", "GSM1588050"], "sample_count": 25, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene array analysis of anaplastic thyroid carcinoma tissue versus matched and unmatched normal thyroid tissue", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE9115", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE9115", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE9115", "version": null, "note": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM230840", "GSM230841", "GSM230842", "GSM230843", "GSM230844", "GSM230845", "GSM230846", "GSM230847", "GSM230848", "GSM230849", "GSM230850", "GSM230851", "GSM230852", "GSM230853", "GSM230854", "GSM230855", "GSM230856", "GSM230857", "GSM230858"], "sample_count": 19, "group_sizes": null, "group_sizes_basis": null, "platform": "5917", "taxon": "Homo sapiens", "title": "Determination of  a cell proliferation and chromosomal instability signature in anaplastic thyroid carcinoma", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:33116838:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:78984a461de13eb4c47e8d685dfab813b0e42db1c0af1de3a72c9eb5da1ce975", "bytes": 817, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#t0001", "version": null, "note": "Primer Sequences Used to Amplify Target Genes by Real-Time RT-PCR", "structure": {"pmcid": "PMC7550107", "section_index": 9, "section_title": "Quantitative RT-PCR (RT‐qPCR)", "row_count": 7, "column_count": 2}, "table": {"label": "Table 1", "caption": "Primer Sequences Used to Amplify Target Genes by Real-Time RT-PCR", "rows": [["Target Gene", "Primer Sequence"], ["ANLN", "Forward 5’-GTCAGCCAATGCAGGGACAC-3’Reverse 5’- TGCCAGAGGCGAATATCAACAA-3’"], ["CENPF", "Forward 5’- CCCACTGAGTCTCGGCAAAG-3’Reverse 5’- GAGGATGGTGCCTGAATCTACTG-3’"], ["KIF2C", "Forward 5’- AGCTGACACAGGTGCTGAGG-3’Reverse 5’- TGTCTGCATATCTCAGGGGTGTTTA-3’"], ["TPX2", "Forward 5’- GCTCTGAAGGCACAGACTTGGA-3’Reverse 5’- AGAGATGACGGTGTTTGGACGA-3’"], ["NDC80", "Forward 5’- AACCAAGGACCTGGAAGCTGAAC-3’Reverse 5’- TTTGGAATTCTCAGCACCTTTAGGA-3’"], ["GAPDH", "Forward 5’-CAGAACATCATCCCTGCCTCTAC-3’Reverse 5’-TTGAAGTCAGAGGAGACCACCTG-3’"]], "row_count": 7, "column_count": 2, "numeric_cells": 7, "header_rows": 1, "locator": "section[9]/table-wrap[1]#t0001"}}], "gaps": ["asset:data:geo:GSE29265 not downloaded", "asset:data:geo:GSE29265 licence not read", "asset:data:geo:GSE33630 not downloaded", "asset:data:geo:GSE33630 licence not read", "asset:data:geo:GSE53072 not downloaded", "asset:data:geo:GSE53072 licence not read", "asset:data:geo:GSE65144 not downloaded", "asset:data:geo:GSE65144 licence not read", "asset:data:geo:GSE9115 not downloaded", "asset:data:geo:GSE9115 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-2", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {"hazard_ratio": "In addition, the hazard ratio (HR) with 95% confidenc", "p_value": "vals (CIs) and log-rank P value were calculated and pre"}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}, {"id": "method-3", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "PPI"}}, {"id": "method-4", "family": null, "specific": null, "label": "Student’s t-test", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Student’s t-test was used to analyze statistical significance."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "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": ["GSE9115", "GSE29265", "GSE33630", "GSE53072", "GSE65144"], "resolved_accessions": ["GSE9115", "GSE29265", "GSE33630", "GSE53072", "GSE65144"], "statements": ["The GSE9115 dataset included five ATC tissues and four normal thyroid tissues (noncancerous samples, normal thyroid specimens)."], "basis": "The paper names GSE9115, GSE29265, GSE33630, GSE53072, GSE65144 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:33116838", "data:geo:GSE29265", "asset:table:pmid:33116838:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE29265"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:23:34Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 34557, "completion_tokens": 891, "cached_tokens": 11392}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:33116838", "type": "paper", "label": "pmid:33116838"}, {"id": "source:pmid:33116838", "type": "manuscript", "label": "PMID 33116838 full text"}, {"id": "data:geo:GSE29265", "type": "dataset", "label": "GEO GSE29265"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33116838", "type": "paper", "label": "pmid:33116838"}, {"id": "source:pmid:33116838", "type": "manuscript", "label": "PMID 33116838 full text"}, {"id": "data:geo:GSE29265", "type": "dataset", "label": "GEO GSE29265"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33116838", "type": "extraction", "used": ["source:pmid:33116838"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE29265", "type": "accession_resolution", "used": ["data:geo:GSE29265"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:33116838", "parent_hash": "sha256:956db9432d480613eecb8005bf77e0f8150b689e0cfb43cd5de871f909b5413b", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE29265 licence not read", "asset:data:geo:GSE29265 not downloaded", "asset:data:geo:GSE33630 licence not read", "asset:data:geo:GSE33630 not downloaded", "asset:data:geo:GSE53072 licence not read", "asset:data:geo:GSE53072 not downloaded", "asset:data:geo:GSE65144 licence not read", "asset:data:geo:GSE65144 not downloaded", "asset:data:geo:GSE9115 licence not read", "asset:data:geo:GSE9115 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["gland through bioinformatics analysis of the microarray datasets and find new potential therapeutic", "ential therapeutic targets for ATC. METHODS: Microarray datasets GSE9115, GSE29265, GSE33630, GSE530"], "order_basis": "paper_text_order:396", "id": "assay:1"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["lotter from those hub genes and validated by RT-qPCR. RESULTS: A total of 284 overlapping DEGs we", "r overall survival of ATC patients. Finally, RT-qPCR experiments showed that KIF2C and CENPF were", "ter from those hub genes and validated by RT-qPCR. RESULTS: A total of 284 overlapping DEGs we", "verall survival of ATC patients. Finally, RT-qPCR experiments showed that KIF2C and CENPF were"], "order_basis": "paper_text_order:1171", "id": "assay:2"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["hyroglobulin (TG) expression was detected by immunofluorescence in ARO cells. TG is a specific marker protei"], "order_basis": "paper_text_order:4706", "id": "assay:3"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["handong First Medical University. Cells were cultured in Dulbecco’s modified Eagle’s medium (DMEM) (G"], "order_basis": "paper_text_order:5247", "id": "assay:4"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["Kaplan-Meier"], "order_basis": "consumes_earlier_output", "id": "assay:5"}]}