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pmid:28516784

In-Culture Cross-Linking of Bacterial Cells Reveals Large-Scale Dynamic Protein-Protein Interactions at the Peptide Level.

Luitzen de Jong · Edward A de Koning · Winfried Roseboom · Hansuk Buncherd · Martin J Wanner · Irena Dapic · Petra J Jansen · Jan H van Maarseveen · Garry L Corthals · Peter J Lewis · Leendert W Hamoen · Chris G de Koster

Journal of proteome research · 2017 doi:10.1021/acs.jproteome.7b00068

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:28516784
kind
science-record
content_hash
sha256:e096435b2c9b336e78bd3999cf5805f8c54c2893728dde6d561cbd0b0012c5c6
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:25Z
updated_at
2026-11-01T21:20:55Z
generator object · 2 fields
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paper object · 10 fields
state
complete
title
In-Culture Cross-Linking of Bacterial Cells Reveals Large-Scale Dynamic Protein-Protein Interactions at the Peptide Level.
doi
10.1021/acs.jproteome.7b00068
pmid
28516784
authors array · 12 items
[0]
Luitzen de Jong
[1]
Edward A de Koning
[2]
Winfried Roseboom
[3]
Hansuk Buncherd
[4]
Martin J Wanner
[5]
Irena Dapic
[6]
Petra J Jansen
[7]
Jan H van Maarseveen
[8]
Garry L Corthals
[9]
Peter J Lewis
[10]
Leendert W Hamoen
[11]
Chris G de Koster
journal
Journal of proteome research
year
2017
abstract
Identification of dynamic protein-protein interactions at the peptide level on a proteomic scale is a challenging approach that is still in its infancy. We have developed a system to cross-link cells directly in culture with the special lysine cross-linker bis(succinimidyl)-3-azidomethyl-glutarate (BAMG). We used the Gram-positive model bacterium Bacillus subtilis as an exemplar system. Within 5 min extensive intracellular cross-linking was detected, while intracellular cross-linking in a Gram-negative species, Escherichia coli, was still undetectable after 30 min, in agreement with the low permeability in this organism for lipophilic compounds like BAMG. We were able to identify 82 unique interprotein cross-linked peptides with <1% false discovery rate by mass spectrometry and genome-wide database searching. Nearly 60% of the interprotein cross-links occur in assemblies involved in transcription and translation. Several of these interactions are new, and we identified a binding site between the δ and β' subunit of RNA polymerase close to the downstream DNA channel, providing a clue into how δ might regulate promoter selectivity and promote RNA polymerase recycling. Our methodology opens new avenues to investigate the functional dynamic organization of complex protein assemblies involved in bacterial growth. Data are available via ProteomeXchange with identifier PXD006287.
claims array · 2 items
[0] object · 6 fields
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claim-method
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Validation and FDR determination is facilitated by a software tool called Yeun Yan. Importantly, no decoy peptides fulfilled these criteria, indicating a low FDR.
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methodological
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null
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[0] object · 3 fields
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source:pmid:28516784
locator
sections[22] "Cross-Link Mapping and Validation" paragraph 2
quote
Validation and FDR determination is facilitated by a software tool called Yeun Yan.
[1] object · 3 fields
asset
source:pmid:28516784
locator
sections[29] "Mass Spectrometric Analysis Reveals a Large Number of Cross-Linked Peptides at a Low False Discovery Rate" paragraph 4
quote
Importantly, no decoy peptides fulfilled these criteria, indicating a low FDR.
state
complete
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id
claim-data-access
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Data are available via ProteomeXchange with identifier PXD006287.
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sections[0] "Abstract" paragraph 1
quote
Data are available via ProteomeXchange with identifier PXD006287.
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Read the published estimate from the source
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The claim, method and evidence span published with the source article.
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[0]
the published estimate and its evidence
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obtain_source_data
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Obtain the source data from the named repository
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[0]
the source data with its repository provenance
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Run the published analysis
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Apply the paper's statistical method to the resolved series and compare the result with the published target.
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the replicated result and its comparison
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source:pmid:28516784
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https://doi.org/10.1021/acs.jproteome.7b00068
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10.1021/acs.jproteome.7b00068
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PMC5504490
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europe_pmc_fulltext
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Data are available via ProteomeXchange with identifier PXD006287.
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title
In culture cross-linking of bacterial cells reveals large scale dynamic protein-protein interactions at the peptide level.
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2026-10-31T18:35:55Z
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section[31]/table-wrap[1]#tbl1
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Interprotein Cross-Linked Peptides from Proteins Involved in Transcription and Translation
structure object · 5 fields
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PMC5504490
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31
section_title
Biological Consistency of Identified Cross-Linked Peptides
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Table 1
caption
Interprotein Cross-Linked Peptides from Proteins Involved in Transcription and Translation
rows array · 50 items
[0] array · 9 items
[0]
mass (Da)
[1]
sequence peptide A
[2]
Uniprot entry name
[3]
position XL residue
[4]
sequence peptide B
[5]
Uniprot entry name
[6]
position XL residue
[7]
(template) PDB file model
[8]
distance (Å) in structure model
[1] array · 9 items
[0]
1788.0
[1]
XSLEEVK
[2]
RPOA
[3]
294
[4]
XSLEEVK
[5]
RPOA
[6]
294
[7]
[8]
n.a.
[2] array · 9 items
[0]
2194.2
[1]
IXELGPR
[2]
RSPB
[3]
112
[4]
DTXLGPEEITR
[5]
RPOB
[6]
803
[7]
[8]
n.a.
[3] array · 9 items
[0]
2298.2
[1]
MYLXEIGR
[2]
SIGA
[3]
107
[4]
QLLSEXEYR
[5]
RPOC
[6]
153
[7]
4IGC
[8]
16.1
[4] array · 9 items
[0]
2527.4
[1]
LLTVXIPVR
[2]
GUDB
[3]
52
[4]
XDVVDEVYDQR
[5]
NUSA
[6]
62
[7]
[8]
n.a.
[5] array · 9 items
[0]
2629.4
[1]
IGAEVXDGDLLVGK
[2]
RPOB
[3]
837
[4]
GYTPADANXR
[5]
RPOA
[6]
155
[7]
2O5I$
[8]
12.3
[6] array · 9 items
[0]
2672.5
[1]
XLALK
[2]
RPOA
[3]
84
[4]
VAVAANSLXNVTFTEEQR
[5]
RPOC
[6]
545
[7]
2O5I$
[8]
20.0
[7] array · 9 items
[0]
2762.5
[1]
AQEXVFPMTAEGK
[2]
GREA
[3]
5
[4]
XGFTATVIPNR
[5]
RPOB
[6]
156
[7]
4WQT
[8]
n.a.
[8] array · 9 items
[0]
2974.6
[1]
DTXLGPEEITR
[2]
RPOB
[3]
803
[4]
TLXPEKDGLFCER
[5]
RPOC
[6]
40
[7]
2O5I$
[8]
12.7
[9] array · 9 items
[0]
3026.6
[1]
XGFTATVIPNR
[2]
RPOB
[3]
156
[4]
DXQQEIVVQGAVETR
[5]
RPOC
[6]
987
[7]
2O5I$
[8]
21.1
[10] array · 9 items
[0]
3066.7
[1]
IAAQTAXQVVTQR
[2]
NUSA
[3]
111
[4]
VTPXGVTELTAEER
[5]
RPOB
[6]
849
[7]
[8]
n.a.
[11] array · 9 items
[0]
3387.6
[1]
VTPXGVTELTAEER
[2]
RPOB
[3]
849
[4]
IFGPTXDWECHCGK
[5]
RPOC
[6]
56
[7]
2O5I$
[8]
14.4
[12] array · 9 items
[0]
3510.8
[1]
LVPAGTGMMXYR
[2]
RPOC
[3]
1179
[4]
ALEEIDAGLLSFEXEDRE
[5]
RPOZ
[6]
63
[7]
2O5I$
[8]
13.8
[13] array · 9 items
[0]
3780.0
[1]
XEELGDR
[2]
RPOE
[3]
48
[4]
VIDAGDTDVLPGTLLDIHQFTEANXK
[5]
RPOC
[6]
1104
[7]
[8]
n.a.
[14] array · 9 items
[0]
4572.3
[1]
GILAKPLXEGTETIER
[2]
RPOC
[3]
830
[4]
SFGDLSENSEYDSAXEEQAFVEGR
[5]
GREA
[6]
55
[7]
4WQT
[8]
28.0
[15] array · 9 items
[0]
4695.7
[1]
IGAEVXDGDLLVGK
[2]
RPOB
[3]
837
[4]
GYTPADANXRDDQPIGVIPIDSIYTPVSR
[5]
RPOA
[6]
155
[7]
2O5I$
[8]
12.3
[16] array · 9 items
[0]
6461.1
[1]
DTXLGPEEITR
[2]
RPOB
[3]
803
[4]
EILXIAQEPVSLETPIGEEDDSHLGDFIEDQEATSPSDHAAYELLK
[5]
SIGA
[6]
258
[7]
4IGC
[8]
11.6
[17] array · 9 items
[0]
1694.0
[1]
VIXVVR
[2]
RL7
[3]
73
[4]
GPXGELTR
[5]
RL6
[6]
31
[7]
[8]
n.a.
[18] array · 9 items
[0]
1838.1
[1]
XEVVQLK
[2]
RS2
[3]
132
[4]
GEVLPTXK
[5]
RS3
[6]
210
[7]
3J9W
[8]
22.3
[19] array · 9 items
[0]
1947.0
[1]
DIIDXLK
[2]
RS13
[3]
62
[4]
QXFASADGR
[5]
RL31
[6]
48
[7]
[8]
n.a.
[20] array · 9 items
[0]
2083.2
[1]
GXILPR
[2]
RS18
[3]
43
[4]
SVSXTGTLQEAR
[5]
RS21
[6]
25
[7]
[8]
n.a.
[21] array · 9 items
[0]
2217.2
[1]
XFVSER
[2]
RS18
[3]
36
[4]
IDPSXLELEER
[5]
RS5
[6]
8
[7]
3J9W
[8]
86.2
[22] array · 9 items
[0]
2383.4
[1]
XAVIER
[2]
RS6
[3]
20
[4]
ILDQSAEXIVETAK
[5]
RS10
[6]
24
[7]
3J9W
[8]
149.7
[23] array · 9 items
[0]
2392.3
[1]
AEDVAXLR
[2]
RS5
[3]
155
[4]
VFLXYGQNNER
[5]
RS8
[6]
65
[7]
3J9W
[8]
12.4
[24] array · 9 items
[0]
2429.3
[1]
XNEEGGK
[2]
RS3
[3]
212
[4]
ILDQSAEXIVETAK
[5]
RS10
[6]
24
[7]
3J9W
[8]
<20.9*
[25] array · 9 items
[0]
2433.3
[1]
XFVSER
[2]
RS18
[3]
36
[4]
ILDQSAEXIVETAK
[5]
RS10
[6]
24
[7]
3J9W
[8]
116.1
[26] array · 9 items
[0]
2438.3
[1]
GEVLPTXK
[2]
RS3
[3]
210
[4]
VXVLDVNENEER
[5]
RS1H
[6]
326
[7]
[8]
n.a.
[27] array · 9 items
[0]
2457.3
[1]
ILDQSAEXIVETAKR
[2]
RS10
[3]
24
[4]
NEEGGX
[5]
RS3
[6]
218
[7]
[8]
n.a.
[28] array · 9 items
[0]
2498.5
[1]
XALNSLTGK
[2]
RS3
[3]
88
[4]
VXVLDVNENEER
[5]
RS1H
[6]
326
[7]
[8]
n.a.
[29] array · 9 items
[0]
2500.3
[1]
GIVTXVEDK
[2]
RS1H
[3]
25
[4]
QAQDSVXEEAQR
[5]
RS2
[6]
81
[7]
[8]
n.a.
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[0]
2539.4
[1]
GEVLPTXK
[2]
RS3
[3]
210
[4]
ILDQSAEXIVETAK
[5]
RS10
[6]
24
[7]
3J9W
[8]
18.5
[31] array · 9 items
[0]
2557.4
[1]
XKNEEGGK
[2]
RS3
[3]
211
[4]
ILDQSAEXIVETAK
[5]
RS10
[6]
24
[7]
3J9W
[8]
16.9
[32] array · 9 items
[0]
2571.4
[1]
XALNSLTGK
[2]
RS3
[3]
88
[4]
XQAQDSVKEEAQR
[5]
RS2
[6]
74
[7]
3J9W
[8]
87.4
[33] array · 9 items
[0]
2654.4
[1]
EITGLGLXEAK
[2]
RL7
[3]
84
[4]
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RL11
[6]
81
[7]
[8]
n.a.
[34] array · 9 items
[0]
2701.6
[1]
VVXVVK
[2]
RL11
[3]
7
[4]
MLVITPYDXTAIGDIEK
[5]
RRF
[6]
72
[7]
[8]
n.a.
[35] array · 9 items
[0]
2725.4
[1]
GPQAANVTXEA
[2]
CSPB
[3]
65
[4]
XQAQDSVKEEAQR
[5]
RS2
[6]
74
[7]
[8]
n.a.
[36] array · 9 items
[0]
2728.5
[1]
SVSXTGTLQEAR
[2]
RS21
[3]
25
[4]
IDPSXLELEER
[5]
RS5
[6]
8
[7]
[8]
n.a.
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[0]
2733.4
[1]
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[2]
RS21
[3]
8
[4]
XLSEYGLQLQEK
[5]
RS4
[6]
43
[7]
[8]
n.a.
[38] array · 9 items
[0]
2739.4
[1]
YEVGEGIEXR
[2]
EFTS
[3]
278
[4]
AEVYVLSXEEGGR
[5]
EFTU
[6]
316
[7]
1EFU
[8]
18.6
[39] array · 9 items
[0]
2749.4
[1]
ELVDNTPXPLK
[2]
RL7
[3]
95
[4]
XAAGIESGSGEPNR
[5]
RL11
[6]
81
[7]
[8]
n.a.
[40] array · 9 items
[0]
2845.5
[1]
AXLSGTAERPR
[2]
RL18
[3]
21
[4]
GGDDTLFAXIDGTVK
[5]
RL28
[6]
70
[7]
[8]
n.a.
[41] array · 9 items
[0]
2861.5
[1]
XNESLEDALR
[2]
RS21
[3]
8
[4]
XKLSEYGLQLQEK
[5]
RS4
[6]
42
[7]
[8]
n.a.
[42] array · 9 items
[0]
2881.5
[1]
IDPSXLELEER
[2]
RS5
[3]
8
[4]
VXVLSVDRDNER
[5]
RS1H
[6]
240
[7]
[8]
n.a.
[43] array · 9 items
[0]
2882.6
[1]
IAXIEVVR
[2]
RL19
[3]
83
[4]
XLLDYAEAGDNIGALLR
[5]
EFTU
[6]
266
[7]
[8]
n.a.
[44] array · 9 items
[0]
3080.6
[1]
VHINILEIXR
[2]
RS3
[3]
106
[4]
ELEETPXADQEDYR
[5]
RS1H
[6]
349
[7]
[8]
n.a.
[45] array · 9 items
[0]
3153.8
[1]
EAXELVDNTPKPLK
[2]
RL7
[3]
87
[4]
LALETGTAFIEXR
[5]
MTNK
[6]
377
[7]
[8]
n.a.
[46] array · 9 items
[0]
3184.7
[1]
XQAQDSVKEEAQR
[2]
RS2
[3]
74
[4]
ILDQSAEXIVETAK
[5]
RS10
[6]
24
[7]
3J9W
[8]
75.4
[47] array · 9 items
[0]
3427.8
[1]
EAXELVDNTPKPLK
[2]
RL7
[3]
87
[4]
SLLGNMVEGVSXGFER
[5]
RL6
[6]
82
[7]
[8]
n.a.
[48] array · 9 items
[0]
3524.8
[1]
VNITIHTAXPGMVIGK
[2]
RS1
[3]
71
[4]
ELEETPXADQEDYR
[5]
RS1H
[6]
349
[7]
[8]
n.a.
[49] array · 9 items
[0]
3789.9
[1]
EAXELVDNTPKPLK
[2]
RL7
[3]
87
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[5]
RL1
[6]
85
[7]
[8]
n.a.
locator
section[31]/table-wrap[1]#tbl1
gaps array · 2 items
[0]
asset:data:geo:PXD006287 not downloaded
[1]
asset:data:geo:PXD006287 licence not read
analysis object · 4 fields
state
partial
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[0] object · 10 fields
id
method-1
family
null
specific
null
label
False discovery rate (FDR) determination using forward and reversed decoy sequences
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
reordered
quote
Validation and FDR determination is facilitated by a software tool called Yeun Yan. Importantly, no decoy peptides fulfilled these criteria, indicating a low FDR.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
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state
complete
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[0] object · 6 fields
capability_id
capability:computational_analysis
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Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
blocked
tier
R4
blocking_axis
method
blocked_on
method:not_determinable
axes object · 3 fields
method object · 5 fields
tier
R4
expressible
false
required_operations array · 0 items
missing_operations array · 0 items
basis
The reader quoted the method the paper names (False discovery rate (FDR) determination using forward and reversed decoy sequences), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
PXD006287
resolved_accessions array · 1 item
[0]
PXD006287
statements array · 1 item
[0]
Data are available via ProteomeXchange with identifier PXD006287.
basis
The paper names PXD006287 in ProteomeXchange Consortium via the PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 3 items
[0]
source:pmid:28516784
[1]
data:geo:PXD006287
[2]
asset:table:pmid:28516784:1
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:PXD006287
gaps array · 1 item
[0]
method:not_determinable
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:09:29Z
independence
same_provider
evidence_check object · 2 fields
method
reordered
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
50629
completion_tokens
1742
cached_tokens
520
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:28516784
type
paper
label
pmid:28516784
[1] object · 3 fields
id
source:pmid:28516784
type
manuscript
label
PMID 28516784 full text
[2] object · 3 fields
id
data:geo:PXD006287
type
dataset
label
GEO PXD006287
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:28516784
type
paper
label
pmid:28516784
[1] object · 3 fields
id
source:pmid:28516784
type
manuscript
label
PMID 28516784 full text
[2] object · 3 fields
id
data:geo:PXD006287
type
dataset
label
GEO PXD006287
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-28516784
type
extraction
used array · 1 item
[0]
source:pmid:28516784
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-PXD006287
type
accession_resolution
used array · 1 item
[0]
data:geo:PXD006287
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:28516784
parent_hash
sha256:b9969051db248af630e37521625a81bbbfb48556aeac0fb8205d6490119870fc
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:PXD006287 licence not read
[1]
asset:data:geo:PXD006287 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
data_generation
definition_id
mass_spectrometry
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]
ed peptides with <1% false discovery rate by mass spectrometry and genome-wide database searching. Nearly 6
[1]
otein interactions at the peptide level on a proteomic scale is a challenging approach that is stil
order_basis
paper_text_order:159
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:28516784", "kind": "science-record", "revision": 4, "content_hash": "sha256:e096435b2c9b336e78bd3999cf5805f8c54c2893728dde6d561cbd0b0012c5c6", "created_at": "2026-11-01T15:40:25Z", "updated_at": "2026-11-01T21:20:55Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "In-Culture Cross-Linking of Bacterial Cells Reveals Large-Scale Dynamic Protein-Protein Interactions at the Peptide Level.", "doi": "10.1021/acs.jproteome.7b00068", "pmid": "28516784", "authors": ["Luitzen de Jong", "Edward A de Koning", "Winfried Roseboom", "Hansuk Buncherd", "Martin J Wanner", "Irena Dapic", "Petra J Jansen", "Jan H van Maarseveen", "Garry L Corthals", "Peter J Lewis", "Leendert W Hamoen", "Chris G de Koster"], "journal": "Journal of proteome research", "year": 2017, "abstract": "Identification of dynamic protein-protein interactions at the peptide level on a proteomic scale is a challenging approach that is still in its infancy. We have developed a system to cross-link cells directly in culture with the special lysine cross-linker bis(succinimidyl)-3-azidomethyl-glutarate (BAMG). We used the Gram-positive model bacterium Bacillus subtilis as an exemplar system. Within 5 min extensive intracellular cross-linking was detected, while intracellular cross-linking in a Gram-negative species, Escherichia coli, was still undetectable after 30 min, in agreement with the low permeability in this organism for lipophilic compounds like BAMG. We were able to identify 82 unique interprotein cross-linked peptides with <1% false discovery rate by mass spectrometry and genome-wide database searching. Nearly 60% of the interprotein cross-links occur in assemblies involved in transcription and translation. Several of these interactions are new, and we identified a binding site between the δ and β' subunit of RNA polymerase close to the downstream DNA channel, providing a clue into how δ might regulate promoter selectivity and promote RNA polymerase recycling. Our methodology opens new avenues to investigate the functional dynamic organization of complex protein assemblies involved in bacterial growth. Data are available via ProteomeXchange with identifier PXD006287.", "claims": [{"id": "claim-method", "statement": "Validation and FDR determination is facilitated by a software tool called Yeun Yan. 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"numeric_cells": 212, "header_rows": 1, "locator": "section[31]/table-wrap[1]#tbl1"}}], "gaps": ["asset:data:geo:PXD006287 not downloaded", "asset:data:geo:PXD006287 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "False discovery rate (FDR) determination using forward and reversed decoy sequences", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "reordered", "quote": "Validation and FDR determination is facilitated by a software tool called Yeun Yan. Importantly, no decoy peptides fulfilled these criteria, indicating a low FDR."}}], "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": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (False discovery rate (FDR) determination using forward and reversed decoy sequences), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "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": ["PXD006287"], "resolved_accessions": ["PXD006287"], "statements": ["Data are available via ProteomeXchange with identifier PXD006287."], "basis": "The paper names PXD006287 in ProteomeXchange Consortium via the PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:28516784", "data:geo:PXD006287", "asset:table:pmid:28516784:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD006287"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:09:29Z", "independence": "same_provider"}, "evidence_check": {"method": "reordered", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 50629, "completion_tokens": 1742, "cached_tokens": 520}}, "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:28516784", "type": "paper", "label": "pmid:28516784"}, {"id": "source:pmid:28516784", "type": "manuscript", "label": "PMID 28516784 full text"}, {"id": "data:geo:PXD006287", "type": "dataset", "label": "GEO PXD006287"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:28516784", "type": "paper", "label": "pmid:28516784"}, {"id": "source:pmid:28516784", "type": "manuscript", "label": "PMID 28516784 full text"}, {"id": "data:geo:PXD006287", "type": "dataset", "label": "GEO PXD006287"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-28516784", "type": "extraction", "used": ["source:pmid:28516784"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD006287", "type": "accession_resolution", "used": ["data:geo:PXD006287"], "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:28516784", "parent_hash": "sha256:b9969051db248af630e37521625a81bbbfb48556aeac0fb8205d6490119870fc", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:PXD006287 licence not read", "asset:data:geo:PXD006287 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "mass_spectrometry", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ed peptides with <1% false discovery rate by mass spectrometry and genome-wide database searching. 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