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

pmid:33235120

Bioinformatic analysis of the pathogenic mechanism of talaromyces marneffei infection.

Jiemei Cen · Jiarui Chen · Ye Qiu · Wen Zeng · Jianquan Zhang

Medicine · 2020 doi:10.1097/MD.0000000000023409

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

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:33235120
kind
science-record
content_hash
sha256:870e6b940fe2bffd709085891196dfa297d15836d720d742f8bf71e0be20a874
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:17Z
updated_at
2026-11-01T22:02:35Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Bioinformatic analysis of the pathogenic mechanism of talaromyces marneffei infection.
doi
10.1097/MD.0000000000023409
pmid
33235120
authors array · 5 items
[0]
Jiemei Cen
[1]
Jiarui Chen
[2]
Ye Qiu
[3]
Wen Zeng
[4]
Jianquan Zhang
journal
Medicine
year
2020
abstract
BACKGROUND: Talaromyces marneffei (T marneffei), known as a significant pathogen in patients with AIDS in Southeast Asia, is a dimorphic fungus, which can cause deadly systematic infection in immunocompromised hosts. What is more, the dimorphic phase transition has been reported as a conspicuous process linked with virulence. Interestingly, the yeast form was found in infected individuals, representing the pathogenic phase. However, few researches were found to study the mechanism of dimorphic transition. Thus, a diverse insight into the dimorphic switch mechanism, is urgently needed and we are the first one to research the mechanism of dimorphism. METHODS: Firstly, we investigated the microarray of T. marneffei in the Gene Expression Omnibus database (GEO) for differentially expressed genes (DEGs). Then Database for Annotation, Visualization and Integrated Discovery (DAVID) v6.8 was employed to analyze the underlying enrichment and pathway in biological process of DEGs. Meanwhile, protein-protein interaction (PPI) network was constructed using STRING database. On the strength of the theory that similar amino acid sequences share similar structures, which play a decisive role on the function of protein, three dimensional structures of hub-genes were predicted to further investigate the likely function of hub-genes. RESULTS: GSE51109 was elected as the eligible series for the purpose of our research, including GSM1238923 (GSM23), GSM1238924 (GSM24), and GSM1238925 (GSM25). PMAA_012920, PMAA_028730, PMAA_068140, PMAA_092900, PMAA_032350 were the most remarkable genes in all of the three PPI networks, thus, were viewed as hub-genes. With regard to the three-dimensional construction, except that there was no significant prediction structure of PMAA_092900 with the criterion seq identify > 30%, GMQE: 0-1, QMEAN4: -4-0, the parallel templates for four structures were Crystal structure of Saccharomyces cerevesiae mitochondrial NADP(+)-dependent isocitrate dehydrogenase in complex with isocitrate, Organellar two-pore channels (TPCs), Yeast Isocitrate Dehydrogenase (Apo Form) and Crystal Structure Of ATP-Dependent Phosphoenolpyruvate Carboxykinase From Thermus thermophilus HB8 in order. CONCLUSION: The dimorphic transition of T. marneffei was viewed as a pathogenic factor and DEGs were observed. In-depth study of the function and pathway of DEGs revealed that PMAA_012920, PMAA_028730, PMAA_068140, PMAA_092900, PMAA_032350 were most likely acting as the hub-genes and were likely taking effect through regulating energy metabolism.
claims array · 1 item
[0] object · 6 fields
id
claim-data-access
statement
The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33235120
locator
sections[15] "fn-group" paragraph 1
quote
The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.
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:33235120
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:GSE51109
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:GSE51109
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 · 9 items
[0] object · 15 fields
id
source:pmid:33235120
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1097/MD.0000000000023409
sha256
sha256:d56d730b1ffc1bdd144f5e714fc5399c464d9a39e332527721912e19a042a77b
bytes
26824
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1097/MD.0000000000023409
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
PMC7710178
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE51109
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=GSE51109
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE51109
version
null
note
The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 3 items
[0]
GSM1238923
[1]
GSM1238924
[2]
GSM1238925
sample_count
3
group_sizes
null
group_sizes_basis
null
platform
17756
taxon
Talaromyces marneffei
title
Penicillium marneffei: Gene expression profiling of hyphal and yeast cells and during conidiation
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:GSE51110
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=GSE51110
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE51110
version
null
note
The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 2 items
[0]
GSM1238926
[1]
GSM1238927
sample_count
2
group_sizes
null
group_sizes_basis
null
platform
17757
taxon
Talaromyces marneffei
title
Penicillium marneffei: Gene expression profiling during the dimorphic switch
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 · 16 fields
id
asset:table:pmid:33235120:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:2095a9638a2adc480a01f9ab9772d40d932c7cf73534628987a89771c8c3b761
bytes
4193
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[9]/table-wrap[1]#T1
version
null
note
The result of GO and pathway analysis of GSM23.
structure object · 5 fields
pmcid
PMC7710178
section_index
4
section_title
GO enrichment analysis and pathway analysis
row_count
11
column_count
6
table object · 8 fields
label
Table 1
caption
The result of GO and pathway analysis of GSM23.
rows array · 11 items
[0] array · 6 items
[0]
Category
[1]
Term
[2]
Count
[3]
%
[4]
P value
[5]
Genes
[1] array · 6 items
[0]
GOTERM_BP
[1]
generation of precursor metabolites and energy
[2]
6
[3]
3.09278
[4]
.007248
[5]
PMAA_039680, PMAA_028880, PMAA_046420, PMAA_068140, PMAA_089220, PMAA_071630
[2] array · 6 items
[0]
GOTERM_BP
[1]
inorganic cation transmembrane transport
[2]
4
[3]
2.06186
[4]
.020237
[5]
PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270
[3] array · 6 items
[0]
GOTERM_BP
[1]
inorganic ion transmembrane transport
[2]
4
[3]
2.06186
[4]
.020237
[5]
PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270
[4] array · 6 items
[0]
GOTERM_BP
[1]
cation transmembrane transport
[2]
4
[3]
2.06186
[4]
.021917
[5]
PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270
[5] array · 6 items
[0]
GOTERM_BP
[1]
ion transmembrane transport
[2]
4
[3]
2.06186
[4]
.031433
[5]
PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270
[6] array · 6 items
[0]
GOTERM_CC
[1]
mitochondrion
[2]
18
[3]
9.27835
[4]
2.57E-04
[5]
PMAA_073320, PMAA_094650, PMAA_055980, PMAA_067490, PMAA_060200, PMAA_098380, PMAA_038320, PMAA_068140, PMAA_041520, PMAA_005360, PMAA_071070, PMAA_024900, PMAA_046420, PMAA_020160, PMAA_089220, PMAA_092720, PMAA_028730, PMAA_040640
[7] array · 6 items
[0]
GOTERM_CC
[1]
cytoplasm
[2]
42
[3]
21.6495
[4]
.014158
[5]
PMAA_037440, PMAA_013400, PMAA_092900, PMAA_094610, PMAA_047150, PMAA_020080, PMAA_094650, PMAA_067490, PMAA_060200, PMAA_041840, PMAA_068140, PMAA_038320, PMAA_005360, PMAA_045500, PMAA_071690, PMAA_071070, PMAA_040300, PMAA_057320, PMAA_024900, PMAA_020160, PMAA_006690, PMAA_089220, PMAA_092720, PMAA_069820, PMAA_039810, PMAA_073320, PMAA_041270, PMAA_055980, PMAA_098380, PMAA_004490, PMAA_016130, PMAA_032350, PMAA_041520, PMAA_010280, PMAA_042510, PMAA_099880, PMAA_046420, PMAA_039640, PMAA_011350, PMAA_028730, PMAA_040640, PMAA_019030
[8] array · 6 items
[0]
GOTERM_CC
[1]
cytoplasmic part
[2]
38
[3]
19.5876
[4]
.01651
[5]
PMAA_037440, PMAA_013400, PMAA_094610, PMAA_047150, PMAA_094650, PMAA_067490, PMAA_060200, PMAA_041840, PMAA_068140, PMAA_038320, PMAA_005360, PMAA_045500, PMAA_071690, PMAA_071070, PMAA_040300, PMAA_057320, PMAA_024900, PMAA_020160, PMAA_006690, PMAA_089220, PMAA_092720, PMAA_039810, PMAA_073320, PMAA_041270, PMAA_055980, PMAA_098380, PMAA_004490, PMAA_016130, PMAA_032350, PMAA_041520, PMAA_010280, PMAA_042510, PMAA_099880, PMAA_046420, PMAA_011350, PMAA_028730, PMAA_040640, PMAA_019030
[9] array · 6 items
[0]
GOTERM_MF
[1]
oxidoreductase activity
[2]
39
[3]
20.1031
[4]
1.24E-04
[5]
PMAA_065440, PMAA_092900, PMAA_030170, PMAA_032300, PMAA_022690, PMAA_068140, PMAA_065580, PMAA_042280, PMAA_079980, PMAA_027680, PMAA_012920, PMAA_039120, PMAA_043060, PMAA_082030, PMAA_071760, PMAA_020160, PMAA_029890, PMAA_021820, PMAA_088690, PMAA_089220, PMAA_089910, PMAA_075640, PMAA_021280, PMAA_097070, PMAA_064620, PMAA_098380, PMAA_064600, PMAA_073270, PMAA_071630, PMAA_024760, PMAA_028330, PMAA_039680, PMAA_093480, PMAA_046420, PMAA_015980, PMAA_028730, PMAA_066300, PMAA_065540, PMAA_100150
[10] array · 6 items
[0]
GOTERM_MF
[1]
catalytic activity
[2]
99
[3]
51.0309
[4]
.001285
[5]
PMAA_065440, PMAA_094610, PMAA_002930, PMAA_080980, PMAA_065580, PMAA_023440, PMAA_042500, PMAA_081090, PMAA_071690, PMAA_094890, PMAA_092640, PMAA_082030, PMAA_006690, PMAA_088690, PMAA_089220, PMAA_069820, PMAA_101020, PMAA_075640, PMAA_028880, PMAA_097070, PMAA_091380, PMAA_064990, PMAA_032350, PMAA_016130, PMAA_059640, PMAA_036000, PMAA_082040, PMAA_080560, PMAA_019030, PMAA_082600, PMAA_030170, PMAA_007900, PMAA_068140, PMAA_042280, PMAA_095670, PMAA_040300, PMAA_093350, PMAA_071760, PMAA_029890, PMAA_002470, PMAA_021280, PMAA_060900, PMAA_073270, PMAA_071630, PMAA_024760, PMAA_040070, PMAA_093480, PMAA_066300, PMAA_100150, PMAA_037440, PMAA_013400, PMAA_092900, PMAA_076130, PMAA_086380, PMAA_094650, PMAA_067490, PMAA_041840, PMAA_079980, PMAA_045500, PMAA_071070, PMAA_012920, PMAA_043060, PMAA_015360, PMAA_020160, PMAA_082620, PMAA_010220, PMAA_089910, PMAA_039810, PMAA_054650, PMAA_081560, PMAA_055590, PMAA_064600, PMAA_079710, PMAA_065680, PMAA_052600, PMAA_039680, PMAA_028730, PMAA_015980, PMAA_032300, PMAA_014300, PMAA_022690, PMAA_020080, PMAA_002910, PMAA_027680, PMAA_091840, PMAA_093910, PMAA_039120, PMAA_063790, PMAA_021820, PMAA_092720, PMAA_092050, PMAA_064620
locator
section[9]/table-wrap[1]#T1
[4] object · 16 fields
id
asset:table:pmid:33235120:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:7bd2d412a954ae3893dcebf32eec603b494228f8cb0b1dd9593a171e5b9f79be
bytes
2941
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[9]/table-wrap[2]#T2
version
null
note
The result of GO and pathway analysis of GSM24.
structure object · 5 fields
pmcid
PMC7710178
section_index
4
section_title
GO enrichment analysis and pathway analysis
row_count
11
column_count
6
table object · 8 fields
label
Table 2
caption
The result of GO and pathway analysis of GSM24.
rows array · 11 items
[0] array · 6 items
[0]
Category
[1]
Term
[2]
Count
[3]
%
[4]
P value
[5]
Genes
[1] array · 6 items
[0]
OTERM_BP
[1]
organic acid metabolic process
[2]
16
[3]
9.467456
[4]
5.28E-04
[5]
PMAA_080350, PMAA_069820, PMAA_005580, PMAA_028880, PMAA_097060, PMAA_068140, PMAA_046930, PMAA_012920, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_046420, PMAA_089220, PMAA_028730, PMAA_041990
[2] array · 6 items
[0]
GOTERM_BP
[1]
generation of precursor metabolites and energy
[2]
7
[3]
4.142012
[4]
.001382
[5]
PMAA_039680, PMAA_028880, PMAA_046420, PMAA_005310, PMAA_068140, PMAA_089220, PMAA_071630
[3] array · 6 items
[0]
GOTERM_BP
[1]
organonitrogen compound metabolic process
[2]
24
[3]
14.20118
[4]
.001518
[5]
PMAA_080350, PMAA_024190, PMAA_028110, PMAA_102650, PMAA_073320, PMAA_047150, PMAA_032300, PMAA_028880, PMAA_002470, PMAA_097060, PMAA_086380, PMAA_005310, PMAA_026340, PMAA_055500, PMAA_073270, PMAA_046930, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_054240, PMAA_092720, PMAA_028730, PMAA_041990
[4] array · 6 items
[0]
GOTERM_BP
[1]
small molecule metabolic process
[2]
21
[3]
12.42604
[4]
.001884
[5]
PMAA_080350, PMAA_069820, PMAA_102650, PMAA_005580, PMAA_028880, PMAA_002470, PMAA_097060, PMAA_086380, PMAA_005310, PMAA_068140, PMAA_073270, PMAA_046930, PMAA_012920, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_046420, PMAA_089220, PMAA_028730, PMAA_041990
[5] array · 6 items
[0]
GOTERM_BP
[1]
single-organism metabolic process
[2]
27
[3]
15.97633
[4]
.003027
[5]
PMAA_005580, PMAA_102650, PMAA_053530, PMAA_032300, PMAA_097060, PMAA_086380, PMAA_068140, PMAA_046930, PMAA_081090, PMAA_012920, PMAA_013650, PMAA_038970, PMAA_031950, PMAA_089220, PMAA_080350, PMAA_069820, PMAA_028880, PMAA_002470, PMAA_005310, PMAA_073270, PMAA_071630, PMAA_005610, PMAA_039680, PMAA_046420, PMAA_037600, PMAA_041990, PMAA_028730
[6] array · 6 items
[0]
GOTERM_MF
[1]
isocitrate dehydrogenase activity
[2]
3
[3]
1.775148
[4]
.001362
[5]
PMAA_012920, PMAA_046420, PMAA_068140
[7] array · 6 items
[0]
GOTERM_MF
[1]
oxidoreductase activity
[2]
30
[3]
17.75148
[4]
.011744
[5]
PMAA_024520, PMAA_017780, PMAA_032300, PMAA_065580, PMAA_068140, PMAA_042280, PMAA_079980, PMAA_057450, PMAA_018640, PMAA_027680, PMAA_012920, PMAA_043060, PMAA_031950, PMAA_071760, PMAA_029890, PMAA_088690, PMAA_089220, PMAA_097070, PMAA_098380, PMAA_064600, PMAA_073270, PMAA_071630, PMAA_075990, PMAA_005610, PMAA_039680, PMAA_046420, PMAA_028730, PMAA_065540, PMAA_022840, PMAA_100150
[8] array · 6 items
[0]
GOTERM_MF
[1]
NAD binding
[2]
5
[3]
2.95858
[4]
.017914
[5]
PMAA_012920, PMAA_039680, PMAA_046420, PMAA_068140, PMAA_065540
[9] array · 6 items
[0]
GOTERM_MF
[1]
magnesium ion binding
[2]
5
[3]
2.95858
[4]
.020596
[5]
PMAA_035040, PMAA_012920, PMAA_005580, PMAA_046420, PMAA_068140
[10] array · 6 items
[0]
GOTERM_MF
[1]
cofactor binding
[2]
14
[3]
8.284024
[4]
.038482
[5]
PMAA_035040, PMAA_097060, PMAA_055590, PMAA_068140, PMAA_042280, PMAA_073270, PMAA_079980, PMAA_065680, PMAA_012920, PMAA_041410, PMAA_039680, PMAA_046420, PMAA_035660, PMAA_065540
locator
section[9]/table-wrap[2]#T2
[5] object · 16 fields
id
asset:table:pmid:33235120:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:24bbd8446ee33de004b8284f246de8d66c17f4003a08c28d1615f90a1f519923
bytes
1502
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[9]/table-wrap[3]#T3
version
null
note
The result of GO and pathway analysis of GSM25.
structure object · 5 fields
pmcid
PMC7710178
section_index
4
section_title
GO enrichment analysis and pathway analysis
row_count
5
column_count
6
table object · 8 fields
label
Table 3
caption
The result of GO and pathway analysis of GSM25.
rows array · 5 items
[0] array · 6 items
[0]
Category
[1]
Term
[2]
Count
[3]
%
[4]
P value
[5]
Genes
[1] array · 6 items
[0]
GOTERM_BP
[1]
organic acid metabolic process
[2]
9
[3]
5.769230769
[4]
.0458589
[5]
PMAA_069820, PMAA_046930, PMAA_005610, PMAA_005580, PMAA_013650, PMAA_031950, PMAA_089220, PMAA_028730, PMAA_040640
[2] array · 6 items
[0]
GOTERM_CC
[1]
membrane
[2]
38
[3]
24.35897436
[4]
.0497946
[5]
PMAA_024520, PMAA_017430, PMAA_078940, PMAA_045900, PMAA_100870, PMAA_032300, PMAA_044710, PMAA_038320, PMAA_018640, PMAA_057450, PMAA_040300, PMAA_035260, PMAA_094330, PMAA_058480, PMAA_006690, PMAA_021820, PMAA_072760, PMAA_089220, PMAA_088670, PMAA_047000, PMAA_039850, PMAA_101530, PMAA_057360, PMAA_056120, PMAA_065470, PMAA_041270, PMAA_091940, PMAA_045600, PMAA_004490, PMAA_049550, PMAA_041520, PMAA_037620, PMAA_078310, PMAA_027500, PMAA_074850, PMAA_059270, PMAA_049040, PMAA_019030
[3] array · 6 items
[0]
GOTERM_MF
[1]
dioxygenase activity
[2]
5
[3]
3.205128205
[4]
.0065975
[5]
PMAA_024760, PMAA_075640, PMAA_021280, PMAA_031950, PMAA_097070
[4] array · 6 items
[0]
GOTERM_MF
[1]
oxidoreductase activity
[2]
24
[3]
15.38461538
[4]
.019369
[5]
PMAA_024520, PMAA_027300, PMAA_075640, PMAA_032300, PMAA_021280, PMAA_022690, PMAA_064620, PMAA_097070, PMAA_065580, PMAA_057450, PMAA_018640, PMAA_024760, PMAA_075990, PMAA_005610, PMAA_039120, PMAA_031950, PMAA_082030, PMAA_093480, PMAA_021820, PMAA_089220, PMAA_066300, PMAA_028730, PMAA_022840, PMAA_100150
locator
section[9]/table-wrap[3]#T3
[6] object · 16 fields
id
asset:table:pmid:33235120:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:2095a9638a2adc480a01f9ab9772d40d932c7cf73534628987a89771c8c3b761
bytes
4193
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[9]/table-wrap[1]#T1
version
null
note
The result of GO and pathway analysis of GSM23.
structure object · 5 fields
pmcid
PMC7710178
section_index
9
section_title
GO enrichment analysis and pathway analysis
row_count
11
column_count
6
table object · 8 fields
label
Table 1
caption
The result of GO and pathway analysis of GSM23.
rows array · 11 items
[0] array · 6 items
[0]
Category
[1]
Term
[2]
Count
[3]
%
[4]
P value
[5]
Genes
[1] array · 6 items
[0]
GOTERM_BP
[1]
generation of precursor metabolites and energy
[2]
6
[3]
3.09278
[4]
.007248
[5]
PMAA_039680, PMAA_028880, PMAA_046420, PMAA_068140, PMAA_089220, PMAA_071630
[2] array · 6 items
[0]
GOTERM_BP
[1]
inorganic cation transmembrane transport
[2]
4
[3]
2.06186
[4]
.020237
[5]
PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270
[3] array · 6 items
[0]
GOTERM_BP
[1]
inorganic ion transmembrane transport
[2]
4
[3]
2.06186
[4]
.020237
[5]
PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270
[4] array · 6 items
[0]
GOTERM_BP
[1]
cation transmembrane transport
[2]
4
[3]
2.06186
[4]
.021917
[5]
PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270
[5] array · 6 items
[0]
GOTERM_BP
[1]
ion transmembrane transport
[2]
4
[3]
2.06186
[4]
.031433
[5]
PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270
[6] array · 6 items
[0]
GOTERM_CC
[1]
mitochondrion
[2]
18
[3]
9.27835
[4]
2.57E-04
[5]
PMAA_073320, PMAA_094650, PMAA_055980, PMAA_067490, PMAA_060200, PMAA_098380, PMAA_038320, PMAA_068140, PMAA_041520, PMAA_005360, PMAA_071070, PMAA_024900, PMAA_046420, PMAA_020160, PMAA_089220, PMAA_092720, PMAA_028730, PMAA_040640
[7] array · 6 items
[0]
GOTERM_CC
[1]
cytoplasm
[2]
42
[3]
21.6495
[4]
.014158
[5]
PMAA_037440, PMAA_013400, PMAA_092900, PMAA_094610, PMAA_047150, PMAA_020080, PMAA_094650, PMAA_067490, PMAA_060200, PMAA_041840, PMAA_068140, PMAA_038320, PMAA_005360, PMAA_045500, PMAA_071690, PMAA_071070, PMAA_040300, PMAA_057320, PMAA_024900, PMAA_020160, PMAA_006690, PMAA_089220, PMAA_092720, PMAA_069820, PMAA_039810, PMAA_073320, PMAA_041270, PMAA_055980, PMAA_098380, PMAA_004490, PMAA_016130, PMAA_032350, PMAA_041520, PMAA_010280, PMAA_042510, PMAA_099880, PMAA_046420, PMAA_039640, PMAA_011350, PMAA_028730, PMAA_040640, PMAA_019030
[8] array · 6 items
[0]
GOTERM_CC
[1]
cytoplasmic part
[2]
38
[3]
19.5876
[4]
.01651
[5]
PMAA_037440, PMAA_013400, PMAA_094610, PMAA_047150, PMAA_094650, PMAA_067490, PMAA_060200, PMAA_041840, PMAA_068140, PMAA_038320, PMAA_005360, PMAA_045500, PMAA_071690, PMAA_071070, PMAA_040300, PMAA_057320, PMAA_024900, PMAA_020160, PMAA_006690, PMAA_089220, PMAA_092720, PMAA_039810, PMAA_073320, PMAA_041270, PMAA_055980, PMAA_098380, PMAA_004490, PMAA_016130, PMAA_032350, PMAA_041520, PMAA_010280, PMAA_042510, PMAA_099880, PMAA_046420, PMAA_011350, PMAA_028730, PMAA_040640, PMAA_019030
[9] array · 6 items
[0]
GOTERM_MF
[1]
oxidoreductase activity
[2]
39
[3]
20.1031
[4]
1.24E-04
[5]
PMAA_065440, PMAA_092900, PMAA_030170, PMAA_032300, PMAA_022690, PMAA_068140, PMAA_065580, PMAA_042280, PMAA_079980, PMAA_027680, PMAA_012920, PMAA_039120, PMAA_043060, PMAA_082030, PMAA_071760, PMAA_020160, PMAA_029890, PMAA_021820, PMAA_088690, PMAA_089220, PMAA_089910, PMAA_075640, PMAA_021280, PMAA_097070, PMAA_064620, PMAA_098380, PMAA_064600, PMAA_073270, PMAA_071630, PMAA_024760, PMAA_028330, PMAA_039680, PMAA_093480, PMAA_046420, PMAA_015980, PMAA_028730, PMAA_066300, PMAA_065540, PMAA_100150
[10] array · 6 items
[0]
GOTERM_MF
[1]
catalytic activity
[2]
99
[3]
51.0309
[4]
.001285
[5]
PMAA_065440, PMAA_094610, PMAA_002930, PMAA_080980, PMAA_065580, PMAA_023440, PMAA_042500, PMAA_081090, PMAA_071690, PMAA_094890, PMAA_092640, PMAA_082030, PMAA_006690, PMAA_088690, PMAA_089220, PMAA_069820, PMAA_101020, PMAA_075640, PMAA_028880, PMAA_097070, PMAA_091380, PMAA_064990, PMAA_032350, PMAA_016130, PMAA_059640, PMAA_036000, PMAA_082040, PMAA_080560, PMAA_019030, PMAA_082600, PMAA_030170, PMAA_007900, PMAA_068140, PMAA_042280, PMAA_095670, PMAA_040300, PMAA_093350, PMAA_071760, PMAA_029890, PMAA_002470, PMAA_021280, PMAA_060900, PMAA_073270, PMAA_071630, PMAA_024760, PMAA_040070, PMAA_093480, PMAA_066300, PMAA_100150, PMAA_037440, PMAA_013400, PMAA_092900, PMAA_076130, PMAA_086380, PMAA_094650, PMAA_067490, PMAA_041840, PMAA_079980, PMAA_045500, PMAA_071070, PMAA_012920, PMAA_043060, PMAA_015360, PMAA_020160, PMAA_082620, PMAA_010220, PMAA_089910, PMAA_039810, PMAA_054650, PMAA_081560, PMAA_055590, PMAA_064600, PMAA_079710, PMAA_065680, PMAA_052600, PMAA_039680, PMAA_028730, PMAA_015980, PMAA_032300, PMAA_014300, PMAA_022690, PMAA_020080, PMAA_002910, PMAA_027680, PMAA_091840, PMAA_093910, PMAA_039120, PMAA_063790, PMAA_021820, PMAA_092720, PMAA_092050, PMAA_064620
locator
section[9]/table-wrap[1]#T1
[7] object · 16 fields
id
asset:table:pmid:33235120:5
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:7bd2d412a954ae3893dcebf32eec603b494228f8cb0b1dd9593a171e5b9f79be
bytes
2941
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[9]/table-wrap[2]#T2
version
null
note
The result of GO and pathway analysis of GSM24.
structure object · 5 fields
pmcid
PMC7710178
section_index
9
section_title
GO enrichment analysis and pathway analysis
row_count
11
column_count
6
table object · 8 fields
label
Table 2
caption
The result of GO and pathway analysis of GSM24.
rows array · 11 items
[0] array · 6 items
[0]
Category
[1]
Term
[2]
Count
[3]
%
[4]
P value
[5]
Genes
[1] array · 6 items
[0]
OTERM_BP
[1]
organic acid metabolic process
[2]
16
[3]
9.467456
[4]
5.28E-04
[5]
PMAA_080350, PMAA_069820, PMAA_005580, PMAA_028880, PMAA_097060, PMAA_068140, PMAA_046930, PMAA_012920, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_046420, PMAA_089220, PMAA_028730, PMAA_041990
[2] array · 6 items
[0]
GOTERM_BP
[1]
generation of precursor metabolites and energy
[2]
7
[3]
4.142012
[4]
.001382
[5]
PMAA_039680, PMAA_028880, PMAA_046420, PMAA_005310, PMAA_068140, PMAA_089220, PMAA_071630
[3] array · 6 items
[0]
GOTERM_BP
[1]
organonitrogen compound metabolic process
[2]
24
[3]
14.20118
[4]
.001518
[5]
PMAA_080350, PMAA_024190, PMAA_028110, PMAA_102650, PMAA_073320, PMAA_047150, PMAA_032300, PMAA_028880, PMAA_002470, PMAA_097060, PMAA_086380, PMAA_005310, PMAA_026340, PMAA_055500, PMAA_073270, PMAA_046930, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_054240, PMAA_092720, PMAA_028730, PMAA_041990
[4] array · 6 items
[0]
GOTERM_BP
[1]
small molecule metabolic process
[2]
21
[3]
12.42604
[4]
.001884
[5]
PMAA_080350, PMAA_069820, PMAA_102650, PMAA_005580, PMAA_028880, PMAA_002470, PMAA_097060, PMAA_086380, PMAA_005310, PMAA_068140, PMAA_073270, PMAA_046930, PMAA_012920, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_046420, PMAA_089220, PMAA_028730, PMAA_041990
[5] array · 6 items
[0]
GOTERM_BP
[1]
single-organism metabolic process
[2]
27
[3]
15.97633
[4]
.003027
[5]
PMAA_005580, PMAA_102650, PMAA_053530, PMAA_032300, PMAA_097060, PMAA_086380, PMAA_068140, PMAA_046930, PMAA_081090, PMAA_012920, PMAA_013650, PMAA_038970, PMAA_031950, PMAA_089220, PMAA_080350, PMAA_069820, PMAA_028880, PMAA_002470, PMAA_005310, PMAA_073270, PMAA_071630, PMAA_005610, PMAA_039680, PMAA_046420, PMAA_037600, PMAA_041990, PMAA_028730
[6] array · 6 items
[0]
GOTERM_MF
[1]
isocitrate dehydrogenase activity
[2]
3
[3]
1.775148
[4]
.001362
[5]
PMAA_012920, PMAA_046420, PMAA_068140
[7] array · 6 items
[0]
GOTERM_MF
[1]
oxidoreductase activity
[2]
30
[3]
17.75148
[4]
.011744
[5]
PMAA_024520, PMAA_017780, PMAA_032300, PMAA_065580, PMAA_068140, PMAA_042280, PMAA_079980, PMAA_057450, PMAA_018640, PMAA_027680, PMAA_012920, PMAA_043060, PMAA_031950, PMAA_071760, PMAA_029890, PMAA_088690, PMAA_089220, PMAA_097070, PMAA_098380, PMAA_064600, PMAA_073270, PMAA_071630, PMAA_075990, PMAA_005610, PMAA_039680, PMAA_046420, PMAA_028730, PMAA_065540, PMAA_022840, PMAA_100150
[8] array · 6 items
[0]
GOTERM_MF
[1]
NAD binding
[2]
5
[3]
2.95858
[4]
.017914
[5]
PMAA_012920, PMAA_039680, PMAA_046420, PMAA_068140, PMAA_065540
[9] array · 6 items
[0]
GOTERM_MF
[1]
magnesium ion binding
[2]
5
[3]
2.95858
[4]
.020596
[5]
PMAA_035040, PMAA_012920, PMAA_005580, PMAA_046420, PMAA_068140
[10] array · 6 items
[0]
GOTERM_MF
[1]
cofactor binding
[2]
14
[3]
8.284024
[4]
.038482
[5]
PMAA_035040, PMAA_097060, PMAA_055590, PMAA_068140, PMAA_042280, PMAA_073270, PMAA_079980, PMAA_065680, PMAA_012920, PMAA_041410, PMAA_039680, PMAA_046420, PMAA_035660, PMAA_065540
locator
section[9]/table-wrap[2]#T2
[8] object · 16 fields
id
asset:table:pmid:33235120:6
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:24bbd8446ee33de004b8284f246de8d66c17f4003a08c28d1615f90a1f519923
bytes
1502
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[9]/table-wrap[3]#T3
version
null
note
The result of GO and pathway analysis of GSM25.
structure object · 5 fields
pmcid
PMC7710178
section_index
9
section_title
GO enrichment analysis and pathway analysis
row_count
5
column_count
6
table object · 8 fields
label
Table 3
caption
The result of GO and pathway analysis of GSM25.
rows array · 5 items
[0] array · 6 items
[0]
Category
[1]
Term
[2]
Count
[3]
%
[4]
P value
[5]
Genes
[1] array · 6 items
[0]
GOTERM_BP
[1]
organic acid metabolic process
[2]
9
[3]
5.769230769
[4]
.0458589
[5]
PMAA_069820, PMAA_046930, PMAA_005610, PMAA_005580, PMAA_013650, PMAA_031950, PMAA_089220, PMAA_028730, PMAA_040640
[2] array · 6 items
[0]
GOTERM_CC
[1]
membrane
[2]
38
[3]
24.35897436
[4]
.0497946
[5]
PMAA_024520, PMAA_017430, PMAA_078940, PMAA_045900, PMAA_100870, PMAA_032300, PMAA_044710, PMAA_038320, PMAA_018640, PMAA_057450, PMAA_040300, PMAA_035260, PMAA_094330, PMAA_058480, PMAA_006690, PMAA_021820, PMAA_072760, PMAA_089220, PMAA_088670, PMAA_047000, PMAA_039850, PMAA_101530, PMAA_057360, PMAA_056120, PMAA_065470, PMAA_041270, PMAA_091940, PMAA_045600, PMAA_004490, PMAA_049550, PMAA_041520, PMAA_037620, PMAA_078310, PMAA_027500, PMAA_074850, PMAA_059270, PMAA_049040, PMAA_019030
[3] array · 6 items
[0]
GOTERM_MF
[1]
dioxygenase activity
[2]
5
[3]
3.205128205
[4]
.0065975
[5]
PMAA_024760, PMAA_075640, PMAA_021280, PMAA_031950, PMAA_097070
[4] array · 6 items
[0]
GOTERM_MF
[1]
oxidoreductase activity
[2]
24
[3]
15.38461538
[4]
.019369
[5]
PMAA_024520, PMAA_027300, PMAA_075640, PMAA_032300, PMAA_021280, PMAA_022690, PMAA_064620, PMAA_097070, PMAA_065580, PMAA_057450, PMAA_018640, PMAA_024760, PMAA_075990, PMAA_005610, PMAA_039120, PMAA_031950, PMAA_082030, PMAA_093480, PMAA_021820, PMAA_089220, PMAA_066300, PMAA_028730, PMAA_022840, PMAA_100150
locator
section[9]/table-wrap[3]#T3
gaps array · 4 items
[0]
asset:data:geo:GSE51109 not downloaded
[1]
asset:data:geo:GSE51109 licence not read
[2]
asset:data:geo:GSE51110 not downloaded
[3]
asset:data:geo:GSE51110 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
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
protein-protein interaction
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
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: ppi_network.
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 · 2 items
[0]
GSE51109
[1]
GSE51110
resolved_accessions array · 2 items
[0]
GSE51109
[1]
GSE51110
statements array · 1 item
[0]
The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.
basis
The paper names GSE51109, GSE51110 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
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 8 items
[0]
source:pmid:33235120
[1]
data:geo:GSE51109
[2]
asset:table:pmid:33235120:1
[3]
asset:table:pmid:33235120:2
[4]
asset:table:pmid:33235120:3
[5]
asset:table:pmid:33235120:4
[6]
asset:table:pmid:33235120:5
[7]
asset:table:pmid:33235120:6
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:GSE51109
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
2026-10-31T18:24:36Z
independence
single_reader
evidence_check object · 2 fields
method
null
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
19716
completion_tokens
1148
cached_tokens
792
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:33235120
type
paper
label
pmid:33235120
[1] object · 3 fields
id
source:pmid:33235120
type
manuscript
label
PMID 33235120 full text
[2] object · 3 fields
id
data:geo:GSE51109
type
dataset
label
GEO GSE51109
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:33235120
type
paper
label
pmid:33235120
[1] object · 3 fields
id
source:pmid:33235120
type
manuscript
label
PMID 33235120 full text
[2] object · 3 fields
id
data:geo:GSE51109
type
dataset
label
GEO GSE51109
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33235120
type
extraction
used array · 1 item
[0]
source:pmid:33235120
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE51109
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE51109
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:33235120
parent_hash
sha256:d5c7e99eed1e8af9f1ff2679d9d86e004461403c09479437a8b9326aa08ae7bf
fork_of
null
gaps array · 8 items
[0]
asset:data:geo:GSE51109 licence not read
[1]
asset:data:geo:GSE51109 not downloaded
[2]
asset:data:geo:GSE51110 licence not read
[3]
asset:data:geo:GSE51110 not downloaded
[4]
execution.not_run
[5]
review.human_critique
[6]
review.independent_reader
[7]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
phism. METHODS: Firstly, we investigated the microarray of T. marneffei in the Gene Expression Omnib
order_basis
paper_text_order:737
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
protein-protein interaction
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33235120", "kind": "science-record", "revision": 5, "content_hash": "sha256:870e6b940fe2bffd709085891196dfa297d15836d720d742f8bf71e0be20a874", "created_at": "2026-11-01T15:41:17Z", "updated_at": "2026-11-01T22:02:35Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Bioinformatic analysis of the pathogenic mechanism of talaromyces marneffei infection.", "doi": "10.1097/MD.0000000000023409", "pmid": "33235120", "authors": ["Jiemei Cen", "Jiarui Chen", "Ye Qiu", "Wen Zeng", "Jianquan Zhang"], "journal": "Medicine", "year": 2020, "abstract": "BACKGROUND: Talaromyces marneffei (T marneffei), known as a significant pathogen in patients with AIDS in Southeast Asia, is a dimorphic fungus, which can cause deadly systematic infection in immunocompromised hosts. What is more, the dimorphic phase transition has been reported as a conspicuous process linked with virulence. Interestingly, the yeast form was found in infected individuals, representing the pathogenic phase. However, few researches were found to study the mechanism of dimorphic transition. Thus, a diverse insight into the dimorphic switch mechanism, is urgently needed and we are the first one to research the mechanism of dimorphism.\nMETHODS: Firstly, we investigated the microarray of T. marneffei in the Gene Expression Omnibus database (GEO) for differentially expressed genes (DEGs). Then Database for Annotation, Visualization and Integrated Discovery (DAVID) v6.8 was employed to analyze the underlying enrichment and pathway in biological process of DEGs. Meanwhile, protein-protein interaction (PPI) network was constructed using STRING database. On the strength of the theory that similar amino acid sequences share similar structures, which play a decisive role on the function of protein, three dimensional structures of hub-genes were predicted to further investigate the likely function of hub-genes.\nRESULTS: GSE51109 was elected as the eligible series for the purpose of our research, including GSM1238923 (GSM23), GSM1238924 (GSM24), and GSM1238925 (GSM25). PMAA_012920, PMAA_028730, PMAA_068140, PMAA_092900, PMAA_032350 were the most remarkable genes in all of the three PPI networks, thus, were viewed as hub-genes. With regard to the three-dimensional construction, except that there was no significant prediction structure of PMAA_092900 with the criterion seq identify > 30%, GMQE: 0-1, QMEAN4: -4-0, the parallel templates for four structures were Crystal structure of Saccharomyces cerevesiae mitochondrial NADP(+)-dependent isocitrate dehydrogenase in complex with isocitrate, Organellar two-pore channels (TPCs), Yeast Isocitrate Dehydrogenase (Apo Form) and Crystal Structure Of ATP-Dependent Phosphoenolpyruvate Carboxykinase From Thermus thermophilus HB8 in order.\nCONCLUSION: The dimorphic transition of T. marneffei was viewed as a pathogenic factor and DEGs were observed. In-depth study of the function and pathway of DEGs revealed that PMAA_012920, PMAA_028730, PMAA_068140, PMAA_092900, PMAA_032350 were most likely acting as the hub-genes and were likely taking effect through regulating energy metabolism.", "claims": [{"id": "claim-data-access", "statement": "The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33235120", "locator": "sections[15] \"fn-group\" paragraph 1", "quote": "The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request."}], "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:33235120"], "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:GSE51109"], "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:GSE51109"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33235120", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1097/MD.0000000000023409", "sha256": "sha256:d56d730b1ffc1bdd144f5e714fc5399c464d9a39e332527721912e19a042a77b", "bytes": 26824, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1097/MD.0000000000023409", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7710178", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE51109", "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=GSE51109", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE51109", "version": null, "note": "The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1238923", "GSM1238924", "GSM1238925"], "sample_count": 3, "group_sizes": null, "group_sizes_basis": null, "platform": "17756", "taxon": "Talaromyces marneffei", "title": "Penicillium marneffei:  Gene expression profiling of hyphal and yeast cells and during conidiation", "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:GSE51110", "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=GSE51110", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE51110", "version": null, "note": "The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1238926", "GSM1238927"], "sample_count": 2, "group_sizes": null, "group_sizes_basis": null, "platform": "17757", "taxon": "Talaromyces marneffei", "title": "Penicillium marneffei:  Gene expression profiling during the dimorphic switch", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:33235120:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:2095a9638a2adc480a01f9ab9772d40d932c7cf73534628987a89771c8c3b761", "bytes": 4193, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#T1", "version": null, "note": "The result of GO and pathway analysis of GSM23.", "structure": {"pmcid": "PMC7710178", "section_index": 4, "section_title": "GO enrichment analysis and pathway analysis", "row_count": 11, "column_count": 6}, "table": {"label": "Table 1", "caption": "The result of GO and pathway analysis of GSM23.", "rows": [["Category", "Term", "Count", "%", "P value", "Genes"], ["GOTERM_BP", "generation of precursor metabolites and energy", "6", "3.09278", ".007248", "PMAA_039680, PMAA_028880, PMAA_046420, PMAA_068140, PMAA_089220, PMAA_071630"], ["GOTERM_BP", "inorganic cation transmembrane transport", "4", "2.06186", ".020237", "PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270"], ["GOTERM_BP", "inorganic ion transmembrane transport", "4", "2.06186", ".020237", "PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270"], ["GOTERM_BP", "cation transmembrane transport", "4", "2.06186", ".021917", "PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270"], ["GOTERM_BP", "ion transmembrane transport", "4", "2.06186", ".031433", "PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270"], ["GOTERM_CC", "mitochondrion", "18", "9.27835", "2.57E-04", "PMAA_073320, PMAA_094650, PMAA_055980, PMAA_067490, PMAA_060200, PMAA_098380, PMAA_038320, PMAA_068140, PMAA_041520, PMAA_005360, PMAA_071070, PMAA_024900, PMAA_046420, PMAA_020160, PMAA_089220, PMAA_092720, PMAA_028730, PMAA_040640"], ["GOTERM_CC", "cytoplasm", "42", "21.6495", ".014158", "PMAA_037440, PMAA_013400, PMAA_092900, PMAA_094610, PMAA_047150, PMAA_020080, PMAA_094650, PMAA_067490, PMAA_060200, PMAA_041840, PMAA_068140, PMAA_038320, PMAA_005360, PMAA_045500, PMAA_071690, PMAA_071070, PMAA_040300, PMAA_057320, PMAA_024900, PMAA_020160, PMAA_006690, PMAA_089220, PMAA_092720, PMAA_069820, PMAA_039810, PMAA_073320, PMAA_041270, PMAA_055980, PMAA_098380, PMAA_004490, PMAA_016130, PMAA_032350, PMAA_041520, PMAA_010280, PMAA_042510, PMAA_099880, PMAA_046420, PMAA_039640, PMAA_011350, PMAA_028730, PMAA_040640, PMAA_019030"], ["GOTERM_CC", "cytoplasmic part", "38", "19.5876", ".01651", "PMAA_037440, PMAA_013400, PMAA_094610, PMAA_047150, PMAA_094650, PMAA_067490, PMAA_060200, PMAA_041840, PMAA_068140, PMAA_038320, PMAA_005360, PMAA_045500, PMAA_071690, PMAA_071070, PMAA_040300, PMAA_057320, PMAA_024900, PMAA_020160, PMAA_006690, PMAA_089220, PMAA_092720, PMAA_039810, PMAA_073320, PMAA_041270, PMAA_055980, PMAA_098380, PMAA_004490, PMAA_016130, PMAA_032350, PMAA_041520, PMAA_010280, PMAA_042510, PMAA_099880, PMAA_046420, PMAA_011350, PMAA_028730, PMAA_040640, PMAA_019030"], ["GOTERM_MF", "oxidoreductase activity", "39", "20.1031", "1.24E-04", "PMAA_065440, PMAA_092900, PMAA_030170, PMAA_032300, PMAA_022690, PMAA_068140, PMAA_065580, PMAA_042280, PMAA_079980, PMAA_027680, PMAA_012920, PMAA_039120, PMAA_043060, PMAA_082030, PMAA_071760, PMAA_020160, PMAA_029890, PMAA_021820, PMAA_088690, PMAA_089220, PMAA_089910, PMAA_075640, PMAA_021280, PMAA_097070, PMAA_064620, PMAA_098380, PMAA_064600, PMAA_073270, PMAA_071630, PMAA_024760, PMAA_028330, PMAA_039680, PMAA_093480, PMAA_046420, PMAA_015980, PMAA_028730, PMAA_066300, PMAA_065540, PMAA_100150"], ["GOTERM_MF", "catalytic activity", "99", "51.0309", ".001285", "PMAA_065440, PMAA_094610, PMAA_002930, PMAA_080980, PMAA_065580, PMAA_023440, PMAA_042500, PMAA_081090, PMAA_071690, PMAA_094890, PMAA_092640, PMAA_082030, PMAA_006690, PMAA_088690, PMAA_089220, PMAA_069820, PMAA_101020, PMAA_075640, PMAA_028880, PMAA_097070, PMAA_091380, PMAA_064990, PMAA_032350, PMAA_016130, PMAA_059640, PMAA_036000, PMAA_082040, PMAA_080560, PMAA_019030, PMAA_082600, PMAA_030170, PMAA_007900, PMAA_068140, PMAA_042280, PMAA_095670, PMAA_040300, PMAA_093350, PMAA_071760, PMAA_029890, PMAA_002470, PMAA_021280, PMAA_060900, PMAA_073270, PMAA_071630, PMAA_024760, PMAA_040070, PMAA_093480, PMAA_066300, PMAA_100150, PMAA_037440, PMAA_013400, PMAA_092900, PMAA_076130, PMAA_086380, PMAA_094650, PMAA_067490, PMAA_041840, PMAA_079980, PMAA_045500, PMAA_071070, PMAA_012920, PMAA_043060, PMAA_015360, PMAA_020160, PMAA_082620, PMAA_010220, PMAA_089910, PMAA_039810, PMAA_054650, PMAA_081560, PMAA_055590, PMAA_064600, PMAA_079710, PMAA_065680, PMAA_052600, PMAA_039680, PMAA_028730, PMAA_015980, PMAA_032300, PMAA_014300, PMAA_022690, PMAA_020080, PMAA_002910, PMAA_027680, PMAA_091840, PMAA_093910, PMAA_039120, PMAA_063790, PMAA_021820, PMAA_092720, PMAA_092050, PMAA_064620"]], "row_count": 11, "column_count": 6, "numeric_cells": 40, "header_rows": 1, "locator": "section[9]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:33235120:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:7bd2d412a954ae3893dcebf32eec603b494228f8cb0b1dd9593a171e5b9f79be", "bytes": 2941, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[2]#T2", "version": null, "note": "The result of GO and pathway analysis of GSM24.", "structure": {"pmcid": "PMC7710178", "section_index": 4, "section_title": "GO enrichment analysis and pathway analysis", "row_count": 11, "column_count": 6}, "table": {"label": "Table 2", "caption": "The result of GO and pathway analysis of GSM24.", "rows": [["Category", "Term", "Count", "%", "P value", "Genes"], ["OTERM_BP", "organic acid metabolic process", "16", "9.467456", "5.28E-04", "PMAA_080350, PMAA_069820, PMAA_005580, PMAA_028880, PMAA_097060, PMAA_068140, PMAA_046930, PMAA_012920, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_046420, PMAA_089220, PMAA_028730, PMAA_041990"], ["GOTERM_BP", "generation of precursor metabolites and energy", "7", "4.142012", ".001382", "PMAA_039680, PMAA_028880, PMAA_046420, PMAA_005310, PMAA_068140, PMAA_089220, PMAA_071630"], ["GOTERM_BP", "organonitrogen compound metabolic process", "24", "14.20118", ".001518", "PMAA_080350, PMAA_024190, PMAA_028110, PMAA_102650, PMAA_073320, PMAA_047150, PMAA_032300, PMAA_028880, PMAA_002470, PMAA_097060, PMAA_086380, PMAA_005310, PMAA_026340, PMAA_055500, PMAA_073270, PMAA_046930, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_054240, PMAA_092720, PMAA_028730, PMAA_041990"], ["GOTERM_BP", "small molecule metabolic process", "21", "12.42604", ".001884", "PMAA_080350, PMAA_069820, PMAA_102650, PMAA_005580, PMAA_028880, PMAA_002470, PMAA_097060, PMAA_086380, PMAA_005310, PMAA_068140, PMAA_073270, PMAA_046930, PMAA_012920, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_046420, PMAA_089220, PMAA_028730, PMAA_041990"], ["GOTERM_BP", "single-organism metabolic process", "27", "15.97633", ".003027", "PMAA_005580, PMAA_102650, PMAA_053530, PMAA_032300, PMAA_097060, PMAA_086380, PMAA_068140, PMAA_046930, PMAA_081090, PMAA_012920, PMAA_013650, PMAA_038970, PMAA_031950, PMAA_089220, PMAA_080350, PMAA_069820, PMAA_028880, PMAA_002470, PMAA_005310, PMAA_073270, PMAA_071630, PMAA_005610, PMAA_039680, PMAA_046420, PMAA_037600, PMAA_041990, PMAA_028730"], ["GOTERM_MF", "isocitrate dehydrogenase activity", "3", "1.775148", ".001362", "PMAA_012920, PMAA_046420, PMAA_068140"], ["GOTERM_MF", "oxidoreductase activity", "30", "17.75148", ".011744", "PMAA_024520, PMAA_017780, PMAA_032300, PMAA_065580, PMAA_068140, PMAA_042280, PMAA_079980, PMAA_057450, PMAA_018640, PMAA_027680, PMAA_012920, PMAA_043060, PMAA_031950, PMAA_071760, PMAA_029890, PMAA_088690, PMAA_089220, PMAA_097070, PMAA_098380, PMAA_064600, PMAA_073270, PMAA_071630, PMAA_075990, PMAA_005610, PMAA_039680, PMAA_046420, PMAA_028730, PMAA_065540, PMAA_022840, PMAA_100150"], ["GOTERM_MF", "NAD binding", "5", "2.95858", ".017914", "PMAA_012920, PMAA_039680, PMAA_046420, PMAA_068140, PMAA_065540"], ["GOTERM_MF", "magnesium ion binding", "5", "2.95858", ".020596", "PMAA_035040, PMAA_012920, PMAA_005580, PMAA_046420, PMAA_068140"], ["GOTERM_MF", "cofactor binding", "14", "8.284024", ".038482", "PMAA_035040, PMAA_097060, PMAA_055590, PMAA_068140, PMAA_042280, PMAA_073270, PMAA_079980, PMAA_065680, PMAA_012920, PMAA_041410, PMAA_039680, PMAA_046420, PMAA_035660, PMAA_065540"]], "row_count": 11, "column_count": 6, "numeric_cells": 40, "header_rows": 1, "locator": "section[9]/table-wrap[2]#T2"}}, {"id": "asset:table:pmid:33235120:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:24bbd8446ee33de004b8284f246de8d66c17f4003a08c28d1615f90a1f519923", "bytes": 1502, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[3]#T3", "version": null, "note": "The result of GO and pathway analysis of GSM25.", "structure": {"pmcid": "PMC7710178", "section_index": 4, "section_title": "GO enrichment analysis and pathway analysis", "row_count": 5, "column_count": 6}, "table": {"label": "Table 3", "caption": "The result of GO and pathway analysis of GSM25.", "rows": [["Category", "Term", "Count", "%", "P value", "Genes"], ["GOTERM_BP", "organic acid metabolic process", "9", "5.769230769", ".0458589", "PMAA_069820, PMAA_046930, PMAA_005610, PMAA_005580, PMAA_013650, PMAA_031950, PMAA_089220, PMAA_028730, PMAA_040640"], ["GOTERM_CC", "membrane", "38", "24.35897436", ".0497946", "PMAA_024520, PMAA_017430, PMAA_078940, PMAA_045900, PMAA_100870, PMAA_032300, PMAA_044710, PMAA_038320, PMAA_018640, PMAA_057450, PMAA_040300, PMAA_035260, PMAA_094330, PMAA_058480, PMAA_006690, PMAA_021820, PMAA_072760, PMAA_089220, PMAA_088670, PMAA_047000, PMAA_039850, PMAA_101530, PMAA_057360, PMAA_056120, PMAA_065470, PMAA_041270, PMAA_091940, PMAA_045600, PMAA_004490, PMAA_049550, PMAA_041520, PMAA_037620, PMAA_078310, PMAA_027500, PMAA_074850, PMAA_059270, PMAA_049040, PMAA_019030"], ["GOTERM_MF", "dioxygenase activity", "5", "3.205128205", ".0065975", "PMAA_024760, PMAA_075640, PMAA_021280, PMAA_031950, PMAA_097070"], ["GOTERM_MF", "oxidoreductase activity", "24", "15.38461538", ".019369", "PMAA_024520, PMAA_027300, PMAA_075640, PMAA_032300, PMAA_021280, PMAA_022690, PMAA_064620, PMAA_097070, PMAA_065580, PMAA_057450, PMAA_018640, PMAA_024760, PMAA_075990, PMAA_005610, PMAA_039120, PMAA_031950, PMAA_082030, PMAA_093480, PMAA_021820, PMAA_089220, PMAA_066300, PMAA_028730, PMAA_022840, PMAA_100150"]], "row_count": 5, "column_count": 6, "numeric_cells": 16, "header_rows": 1, "locator": "section[9]/table-wrap[3]#T3"}}, {"id": "asset:table:pmid:33235120:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:2095a9638a2adc480a01f9ab9772d40d932c7cf73534628987a89771c8c3b761", "bytes": 4193, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#T1", "version": null, "note": "The result of GO and pathway analysis of GSM23.", "structure": {"pmcid": "PMC7710178", "section_index": 9, "section_title": "GO enrichment analysis and pathway analysis", "row_count": 11, "column_count": 6}, "table": {"label": "Table 1", "caption": "The result of GO and pathway analysis of GSM23.", "rows": [["Category", "Term", "Count", "%", "P value", "Genes"], ["GOTERM_BP", "generation of precursor metabolites and energy", "6", "3.09278", ".007248", "PMAA_039680, PMAA_028880, PMAA_046420, PMAA_068140, PMAA_089220, PMAA_071630"], ["GOTERM_BP", "inorganic cation transmembrane transport", "4", "2.06186", ".020237", "PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270"], ["GOTERM_BP", "inorganic ion transmembrane transport", "4", "2.06186", ".020237", "PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270"], ["GOTERM_BP", "cation transmembrane transport", "4", "2.06186", ".021917", "PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270"], ["GOTERM_BP", "ion transmembrane transport", "4", "2.06186", ".031433", "PMAA_040300, PMAA_042510, PMAA_010280, PMAA_041270"], ["GOTERM_CC", "mitochondrion", "18", "9.27835", "2.57E-04", "PMAA_073320, PMAA_094650, PMAA_055980, PMAA_067490, PMAA_060200, PMAA_098380, PMAA_038320, PMAA_068140, PMAA_041520, PMAA_005360, PMAA_071070, PMAA_024900, PMAA_046420, PMAA_020160, PMAA_089220, PMAA_092720, PMAA_028730, PMAA_040640"], ["GOTERM_CC", "cytoplasm", "42", "21.6495", ".014158", "PMAA_037440, PMAA_013400, PMAA_092900, PMAA_094610, PMAA_047150, PMAA_020080, PMAA_094650, PMAA_067490, PMAA_060200, PMAA_041840, PMAA_068140, PMAA_038320, PMAA_005360, PMAA_045500, PMAA_071690, PMAA_071070, PMAA_040300, PMAA_057320, PMAA_024900, PMAA_020160, PMAA_006690, PMAA_089220, PMAA_092720, PMAA_069820, PMAA_039810, PMAA_073320, PMAA_041270, PMAA_055980, PMAA_098380, PMAA_004490, PMAA_016130, PMAA_032350, PMAA_041520, PMAA_010280, PMAA_042510, PMAA_099880, PMAA_046420, PMAA_039640, PMAA_011350, PMAA_028730, PMAA_040640, PMAA_019030"], ["GOTERM_CC", "cytoplasmic part", "38", "19.5876", ".01651", "PMAA_037440, PMAA_013400, PMAA_094610, PMAA_047150, PMAA_094650, PMAA_067490, PMAA_060200, PMAA_041840, PMAA_068140, PMAA_038320, PMAA_005360, PMAA_045500, PMAA_071690, PMAA_071070, PMAA_040300, PMAA_057320, PMAA_024900, PMAA_020160, PMAA_006690, PMAA_089220, PMAA_092720, PMAA_039810, PMAA_073320, PMAA_041270, PMAA_055980, PMAA_098380, PMAA_004490, PMAA_016130, PMAA_032350, PMAA_041520, PMAA_010280, PMAA_042510, PMAA_099880, PMAA_046420, PMAA_011350, PMAA_028730, PMAA_040640, PMAA_019030"], ["GOTERM_MF", "oxidoreductase activity", "39", "20.1031", "1.24E-04", "PMAA_065440, PMAA_092900, PMAA_030170, PMAA_032300, PMAA_022690, PMAA_068140, PMAA_065580, PMAA_042280, PMAA_079980, PMAA_027680, PMAA_012920, PMAA_039120, PMAA_043060, PMAA_082030, PMAA_071760, PMAA_020160, PMAA_029890, PMAA_021820, PMAA_088690, PMAA_089220, PMAA_089910, PMAA_075640, PMAA_021280, PMAA_097070, PMAA_064620, PMAA_098380, PMAA_064600, PMAA_073270, PMAA_071630, PMAA_024760, PMAA_028330, PMAA_039680, PMAA_093480, PMAA_046420, PMAA_015980, PMAA_028730, PMAA_066300, PMAA_065540, PMAA_100150"], ["GOTERM_MF", "catalytic activity", "99", "51.0309", ".001285", "PMAA_065440, PMAA_094610, PMAA_002930, PMAA_080980, PMAA_065580, PMAA_023440, PMAA_042500, PMAA_081090, PMAA_071690, PMAA_094890, PMAA_092640, PMAA_082030, PMAA_006690, PMAA_088690, PMAA_089220, PMAA_069820, PMAA_101020, PMAA_075640, PMAA_028880, PMAA_097070, PMAA_091380, PMAA_064990, PMAA_032350, PMAA_016130, PMAA_059640, PMAA_036000, PMAA_082040, PMAA_080560, PMAA_019030, PMAA_082600, PMAA_030170, PMAA_007900, PMAA_068140, PMAA_042280, PMAA_095670, PMAA_040300, PMAA_093350, PMAA_071760, PMAA_029890, PMAA_002470, PMAA_021280, PMAA_060900, PMAA_073270, PMAA_071630, PMAA_024760, PMAA_040070, PMAA_093480, PMAA_066300, PMAA_100150, PMAA_037440, PMAA_013400, PMAA_092900, PMAA_076130, PMAA_086380, PMAA_094650, PMAA_067490, PMAA_041840, PMAA_079980, PMAA_045500, PMAA_071070, PMAA_012920, PMAA_043060, PMAA_015360, PMAA_020160, PMAA_082620, PMAA_010220, PMAA_089910, PMAA_039810, PMAA_054650, PMAA_081560, PMAA_055590, PMAA_064600, PMAA_079710, PMAA_065680, PMAA_052600, PMAA_039680, PMAA_028730, PMAA_015980, PMAA_032300, PMAA_014300, PMAA_022690, PMAA_020080, PMAA_002910, PMAA_027680, PMAA_091840, PMAA_093910, PMAA_039120, PMAA_063790, PMAA_021820, PMAA_092720, PMAA_092050, PMAA_064620"]], "row_count": 11, "column_count": 6, "numeric_cells": 40, "header_rows": 1, "locator": "section[9]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:33235120:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:7bd2d412a954ae3893dcebf32eec603b494228f8cb0b1dd9593a171e5b9f79be", "bytes": 2941, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[2]#T2", "version": null, "note": "The result of GO and pathway analysis of GSM24.", "structure": {"pmcid": "PMC7710178", "section_index": 9, "section_title": "GO enrichment analysis and pathway analysis", "row_count": 11, "column_count": 6}, "table": {"label": "Table 2", "caption": "The result of GO and pathway analysis of GSM24.", "rows": [["Category", "Term", "Count", "%", "P value", "Genes"], ["OTERM_BP", "organic acid metabolic process", "16", "9.467456", "5.28E-04", "PMAA_080350, PMAA_069820, PMAA_005580, PMAA_028880, PMAA_097060, PMAA_068140, PMAA_046930, PMAA_012920, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_046420, PMAA_089220, PMAA_028730, PMAA_041990"], ["GOTERM_BP", "generation of precursor metabolites and energy", "7", "4.142012", ".001382", "PMAA_039680, PMAA_028880, PMAA_046420, PMAA_005310, PMAA_068140, PMAA_089220, PMAA_071630"], ["GOTERM_BP", "organonitrogen compound metabolic process", "24", "14.20118", ".001518", "PMAA_080350, PMAA_024190, PMAA_028110, PMAA_102650, PMAA_073320, PMAA_047150, PMAA_032300, PMAA_028880, PMAA_002470, PMAA_097060, PMAA_086380, PMAA_005310, PMAA_026340, PMAA_055500, PMAA_073270, PMAA_046930, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_054240, PMAA_092720, PMAA_028730, PMAA_041990"], ["GOTERM_BP", "small molecule metabolic process", "21", "12.42604", ".001884", "PMAA_080350, PMAA_069820, PMAA_102650, PMAA_005580, PMAA_028880, PMAA_002470, PMAA_097060, PMAA_086380, PMAA_005310, PMAA_068140, PMAA_073270, PMAA_046930, PMAA_012920, PMAA_013650, PMAA_005610, PMAA_039680, PMAA_031950, PMAA_046420, PMAA_089220, PMAA_028730, PMAA_041990"], ["GOTERM_BP", "single-organism metabolic process", "27", "15.97633", ".003027", "PMAA_005580, PMAA_102650, PMAA_053530, PMAA_032300, PMAA_097060, PMAA_086380, PMAA_068140, PMAA_046930, PMAA_081090, PMAA_012920, PMAA_013650, PMAA_038970, PMAA_031950, PMAA_089220, PMAA_080350, PMAA_069820, PMAA_028880, PMAA_002470, PMAA_005310, PMAA_073270, PMAA_071630, PMAA_005610, PMAA_039680, PMAA_046420, PMAA_037600, PMAA_041990, PMAA_028730"], ["GOTERM_MF", "isocitrate dehydrogenase activity", "3", "1.775148", ".001362", "PMAA_012920, PMAA_046420, PMAA_068140"], ["GOTERM_MF", "oxidoreductase activity", "30", "17.75148", ".011744", "PMAA_024520, PMAA_017780, PMAA_032300, PMAA_065580, PMAA_068140, PMAA_042280, PMAA_079980, PMAA_057450, PMAA_018640, PMAA_027680, PMAA_012920, PMAA_043060, PMAA_031950, PMAA_071760, PMAA_029890, PMAA_088690, PMAA_089220, PMAA_097070, PMAA_098380, PMAA_064600, PMAA_073270, PMAA_071630, PMAA_075990, PMAA_005610, PMAA_039680, PMAA_046420, PMAA_028730, PMAA_065540, PMAA_022840, PMAA_100150"], ["GOTERM_MF", "NAD binding", "5", "2.95858", ".017914", "PMAA_012920, PMAA_039680, PMAA_046420, PMAA_068140, PMAA_065540"], ["GOTERM_MF", "magnesium ion binding", "5", "2.95858", ".020596", "PMAA_035040, PMAA_012920, PMAA_005580, PMAA_046420, PMAA_068140"], ["GOTERM_MF", "cofactor binding", "14", "8.284024", ".038482", "PMAA_035040, PMAA_097060, PMAA_055590, PMAA_068140, PMAA_042280, PMAA_073270, PMAA_079980, PMAA_065680, PMAA_012920, PMAA_041410, PMAA_039680, PMAA_046420, PMAA_035660, PMAA_065540"]], "row_count": 11, "column_count": 6, "numeric_cells": 40, "header_rows": 1, "locator": "section[9]/table-wrap[2]#T2"}}, {"id": "asset:table:pmid:33235120:6", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:24bbd8446ee33de004b8284f246de8d66c17f4003a08c28d1615f90a1f519923", "bytes": 1502, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[3]#T3", "version": null, "note": "The result of GO and pathway analysis of GSM25.", "structure": {"pmcid": "PMC7710178", "section_index": 9, "section_title": "GO enrichment analysis and pathway analysis", "row_count": 5, "column_count": 6}, "table": {"label": "Table 3", "caption": "The result of GO and pathway analysis of GSM25.", "rows": [["Category", "Term", "Count", "%", "P value", "Genes"], ["GOTERM_BP", "organic acid metabolic process", "9", "5.769230769", ".0458589", "PMAA_069820, PMAA_046930, PMAA_005610, PMAA_005580, PMAA_013650, PMAA_031950, PMAA_089220, PMAA_028730, PMAA_040640"], ["GOTERM_CC", "membrane", "38", "24.35897436", ".0497946", "PMAA_024520, PMAA_017430, PMAA_078940, PMAA_045900, PMAA_100870, PMAA_032300, PMAA_044710, PMAA_038320, PMAA_018640, PMAA_057450, PMAA_040300, PMAA_035260, PMAA_094330, PMAA_058480, PMAA_006690, PMAA_021820, PMAA_072760, PMAA_089220, PMAA_088670, PMAA_047000, PMAA_039850, PMAA_101530, PMAA_057360, PMAA_056120, PMAA_065470, PMAA_041270, PMAA_091940, PMAA_045600, PMAA_004490, PMAA_049550, PMAA_041520, PMAA_037620, PMAA_078310, PMAA_027500, PMAA_074850, PMAA_059270, PMAA_049040, PMAA_019030"], ["GOTERM_MF", "dioxygenase activity", "5", "3.205128205", ".0065975", "PMAA_024760, PMAA_075640, PMAA_021280, PMAA_031950, PMAA_097070"], ["GOTERM_MF", "oxidoreductase activity", "24", "15.38461538", ".019369", "PMAA_024520, PMAA_027300, PMAA_075640, PMAA_032300, PMAA_021280, PMAA_022690, PMAA_064620, PMAA_097070, PMAA_065580, PMAA_057450, PMAA_018640, PMAA_024760, PMAA_075990, PMAA_005610, PMAA_039120, PMAA_031950, PMAA_082030, PMAA_093480, PMAA_021820, PMAA_089220, PMAA_066300, PMAA_028730, PMAA_022840, PMAA_100150"]], "row_count": 5, "column_count": 6, "numeric_cells": 16, "header_rows": 1, "locator": "section[9]/table-wrap[3]#T3"}}], "gaps": ["asset:data:geo:GSE51109 not downloaded", "asset:data:geo:GSE51109 licence not read", "asset:data:geo:GSE51110 not downloaded", "asset:data:geo:GSE51110 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "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": "protein-protein interaction"}}], "targets": [], "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": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "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": ["GSE51109", "GSE51110"], "resolved_accessions": ["GSE51109", "GSE51110"], "statements": ["The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request."], "basis": "The paper names GSE51109, GSE51110 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": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:33235120", "data:geo:GSE51109", "asset:table:pmid:33235120:1", "asset:table:pmid:33235120:2", "asset:table:pmid:33235120:3", "asset:table:pmid:33235120:4", "asset:table:pmid:33235120:5", "asset:table:pmid:33235120:6"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE51109"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:24:36Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 19716, "completion_tokens": 1148, "cached_tokens": 792}}, "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:33235120", "type": "paper", "label": "pmid:33235120"}, {"id": "source:pmid:33235120", "type": "manuscript", "label": "PMID 33235120 full text"}, {"id": "data:geo:GSE51109", "type": "dataset", "label": "GEO GSE51109"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33235120", "type": "paper", "label": "pmid:33235120"}, {"id": "source:pmid:33235120", "type": "manuscript", "label": "PMID 33235120 full text"}, {"id": "data:geo:GSE51109", "type": "dataset", "label": "GEO GSE51109"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33235120", "type": "extraction", "used": ["source:pmid:33235120"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE51109", "type": "accession_resolution", "used": ["data:geo:GSE51109"], "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:33235120", "parent_hash": "sha256:d5c7e99eed1e8af9f1ff2679d9d86e004461403c09479437a8b9326aa08ae7bf", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE51109 licence not read", "asset:data:geo:GSE51109 not downloaded", "asset:data:geo:GSE51110 licence not read", "asset:data:geo:GSE51110 not downloaded", "execution.not_run", "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": 0.93, "evidence": ["phism. METHODS: Firstly, we investigated the microarray of T. marneffei in the Gene Expression Omnib"], "order_basis": "paper_text_order:737", "id": "assay:1"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["protein-protein interaction"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}