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EMBO Scientific Publishing
Thomas Lemberger
Chief Editor, Molecular Systems Biology
Deputy Head of Publications, EMBO

1. Editorial Process
2. Scientific integrity
3. Integrating data in papers
Scientific

publishing
“The publication of scientific
information is intended to move
science forward. More
specifically, the act of publishing
is a quid pro quo in which
authors receive credit and
acknowledgment in exchange
for disclosure of their scientific
findings.”
disclose findings
credit
move science forward
critical evaluation
critical evaluation
editorial process
editorial process
@EMBO
EMBO Scientific Publications

• All areas of molecular &
cell biology

• All areas of molecular &
cell biology

• First journal launched by • Short-format papers
EMBO (1982)
• Science & Society
section

• Systems biology,
synthetic biology,
systems medicine

• At the interface between
basic and clinical life
sciences

• Open Access

• Open Access
quality
quality
community
OPEN
ACCESS

R Aebersold

GM Church

E Liu

L Hood

Scope & general
policies
Senior Editors

Advisory Board

P Bork

EMBO Editors:
Thomas Lemberger
Maria Polychronidou

Julie Ahringer
Charles Auffray
Ewan Birney
Tom Blundell
Thomas S. Deisboeck
Jan Ellenberg
Michael Elowitz
Alan Fersht
Stan Fields
Mark Gerstein
Frank Holstege
Sung Hou Kim
Hiroaki Kitano
Doron Lancet
Andrew J. Link
Stephen Oliver
Jeremy Nicholson
Bernhard Palsson
Rama Ranganathan
Uwe Sauer
Luis Serrano
Lucy Shapiro
Pamela Silver
Michael Snyder
Janet Thornton
Masaru Tomita
Marc Vidal
Hans V. Westerhoff
Lothar Willmitzer
John Yates
The editorial process
time

review

editorial
rejection

reject

revise

reject

accept
First editorial decision
time

review

editorial
rejection

reject

revise

reject

accept
First editorial decision
time

review

editorial
rejection

reject

revise

reject

accept
First editorial decision
EMBO editors read the entire manuscript (yes!)
Decision on a balance of multiple factors:
•
•
•
•
•

Scope
Novelty & conceptual advance
Mechanistic, functional, biological insights
Utility of methods, dataset, resource
Completeness and conclusiveness of the analysis
In case of doubt...

R Aebersold

GM Church

E Liu

L Hood

Senior Editors

Advisory Board

P Bork

EMBO Editors:
Thomas Lemberger
Maria Polychronidou

Julie Ahringer
Charles Auffray
Ewan Birney
Tom Blundell
Thomas S. Deisboeck
Jan Ellenberg
Michael Elowitz
Alan Fersht
Stan Fields
Mark Gerstein
Frank Holstege
Sung Hou Kim
Hiroaki Kitano
Doron Lancet
Andrew J. Link
Stephen Oliver
Jeremy Nicholson
Bernhard Palsson
Rama Ranganathan
Uwe Sauer
Luis Serrano
Lucy Shapiro
Pamela Silver
Michael Snyder
Janet Thornton
Masaru Tomita
Marc Vidal
Hans V. Westerhoff
Lothar Willmitzer
John Yates
Initial editorial decision
To review or not to review...
time

review

editorial
rejection

reject

revise

reject

accept
Peer-review
Referees are invited based on:
• Balance of expertise
• Reputation as researcher
• Reputation as reviewer
• No conflict of interest (positive or negative)
3 (4) reviewers / manuscript
Transparent
peer review
Referee report
1.

Summary
• Describe your understanding of the story
• What are the key conclusions: findings and concepts
• What are the methodology and model system

2.

General remarks
• Are you convinced of the key conclusions?
• Place the work in its context.
• What is the nature of the advance (conceptual, technical, clinical)?
• How important is the advance as compared to previous knowledge?
• What audience will be interested in this?

3.

Major points
• Specific criticisms related to key conclusions
• Specify experiments or analyses required to demonstrate the conclusions
• Motivate your critique with relevant citations and argumentation

4.

Minor points
• Easily addressable points
• Presentation and style
• Trivial mistakes
Referee report: example

Editorial
decision letter:
Cross-commenting

reviewers

reports
authors
Cross-commenting

Ref #3

Ref #2

Ref #1

Ref #2 cross-comments
“…[it] settles a controversy in the field which has been going
on for more than ten years. In summary, this is a landmark
paper. I cannot support publication in your journal strongly
enough!”

“As written, the paper is focused on the methods, which is
fine given that's where it makes its most substantial
contribution. But the writing is quite technical and could
benefit from more explanation of the high-level logic of their
approach.”

“After reading through this nicely-executed technical work,
one is left with an impression that after all we really have not
gained much new mechanistic insights.
…in addition to the XXX data that should be generated
under their current framework…”

…Each reviewer has numerous suggestions about how to
do this. It will likely be impossible to incorporate them all
while retaining a coherent narrative. […]
Reviewer 3 also calls for an additional experiment including XXX stains in the current dataset. To incorporate
this into their current analytical framework, the authors
would have to find parameters and reagents to allow
simultaneous imaging of 5 genes (not just the 4 presented
here). Moreover, they would then have to reacquire all
images using the 5-stain protocol.
While I agree that it would be useful to have XXX data
included, I also believe that this is beyond the scope of this
paper.
Post-revision review
time

review

editorial
rejection

reject

revise

reject

accept
Transparent Process
• Transparent Anonymous Peer Review:
Anonymous referee reports and editorial correspondence are published alongside papers

• Single Round of Major Revision:
More than 90% of invited revisions are published at Molecular Systems Biology

• Referee Discussion before Decision:
Referees are invited to comment on each other's reports before the editor makes a decision

• Scooping Protection:
Findings that are published by others during review or revision are not a criterion for rejection

• Source Data for Figures:
Authors can archive and make available the data underlying their published figures

• Flexible Formatting:
No journal-specific formatting required at submission
Scientific

publishing
“The publication of scientific
information is intended to move
science forward. More
specifically, the act of publishing
is a quid pro quo in which
authors receive credit and
acknowledgment in exchange
for disclosure of their scientific
findings.”
Scientific publishing
The publication of scientific information is intended to
move science forward. More specifically, the act of
publishing is a quid pro quo in which authors receive
credit and acknowledgment in exchange for
disclosure of their scientific findings.
Implies:
• Originality
• Integrity
• Authenticity

Respect of:
• Laws and ethics
• Safety and security
• Societal context
Data integrity
Beautification

• Clarification
• Aesthetics

Selective reporting

• Misrepresentation of the
data
• Biasing data to fit a
particular hypothesis

Fabrication

• Deliberate
manufacturin of
data
38
39
New submission:
Seoul National University's report on Dr. Hwang Woo Suk:

The data in the 2005 article including test results from
• DNA fingerprinting,
• photographs of teratoma,
• embryoid bodies,
• MHC-HLA isotype matches and
• karyotyping
have all been fabricated.
http://www.useoul.edu/snunews?bm=v&bbsidx=71494&page=63
Figure 2F

Figure 6D

(F) NT-ESC colony with typical
morphology derived from a caffeinetreated SCNT human blastocyst.

(D) Human NT-ESCs expressed standard pluripotency
markers detected by immunocytochemistry for
antibodies against OCT4, NANOG, SOX2, SSEA-4,
TRA-1–60, and TRA-1–81. Original magnification, ×200;
Ph, phase contrast.
In Figures 2F and S5 (upper-right), we presented two phase-contrast photos of fields of cells, correctly labeled as SCNT-derived
hESO-NT1 and IVF-derived hESO-7, respectively. These images are the same fields of cells shown in the top two images of
Figure 6D; however, in Figure 6D, we inadvertently switched the labels on the images. This re-use of the images was intentional,
but we should have indicated this in the original legend for Figure 6. We have corrected the labeling error in Figure 6D.
We would also like to note that the Scientific Integrity Committee at Oregon Health & Science University has carefully assessed
the paper and the errors and has concluded that there is no evidence of fabrication, falsification, or plagiarism that would warrant
further inquiry or investigation into research misconduct.

Figure 2F

Figure 6D

(F) NT-ESC colony with typical
morphology derived from a caffeinetreated SCNT human blastocyst.

(D) Human NT-ESCs expressed standard pluripotency
markers detected by immunocytochemistry for
antibodies against OCT4, NANOG, SOX2, SSEA-4,
TRA-1–60, and TRA-1–81. Original magnification, ×200;
Ph, phase contrast. Note that the upper-left image for
hESO-NT1 is the same shown in Figure 2F.
What can PIs do?

•
•
•
•
•
•
•

Provide guidance to students and postdocs
View original data
Organize good data management practice
Maintain an open lab environment
Accept only relevant authorship
Cooperate with editors
Retract/correct as appropriate
What can journals do?

•
•
•
•

Rigorous peer review
Check by editors before publication
Investigation and retraction policy
Data transparency
What is a
paper?
Title
Abstract
Synopsis
Main paper

„Expanded view‟

Datasets & code
8/27

What is a figure?
A scientific result converted into a
collection of pixels…
11/27
12/27
• Data archival service
• Data‘transparency‟

• Data reuse
• Data-oriented search
15/27

Structured metadata:
„perturbation-observation-assay‟
(Level 0:metadata associated to individual panels.)
Level 1: „object-oriented‟ representation of
experimental variables as a list of chemical
and biological components.
Level 2: represent the causality of the experimental
design: “Measurement of Y as a function of A,
B, C, using assay P in biological system S.”

Level 3: machine-readable representation with
standard identifiers.
experimental system
perturbed
component

measured
component

assayed
property
9/27

SourceData
Tools to publish figures as structured digital objects
that link the human-readable illustrations with
machine-readable metadata and „source data‟ in
order to
•improve data transparency;
•make published data useable;

•enable data-oriented search.
19/27

drug Z

activity

kinase Y

kinase Y

protein X

Paper 3

Paper 2

Paper 1

Data-oriented search

gene x

P

tissue T

disease
D

Resulting hypothesis: test drug Z in disease D.
…

1,4

…
2
TGFbeta

VE-cdh
1

4

4

Smad3

Tsc2
5
6

2
Hey1

5

Rad51
foci

6
3

AR

TGFb, Smad3

Rad51

Nuclear
complexes
Scientific publishing
• Dominant channel for the
dissemination of peer-reviewed
data.
• Journals function as a proxy for
quality in research assessment
• The rate of publishing keeps
increasing.
• Papers are human-readable but
poorly machine-readable.
search
The Paper of the Future?
Search

<!DOCTYPE article PUBLIC "-//NLM//DTD
Journal Archiving and Interchange DTD v2.3
20070202//EN" "archivearticle.dtd">
<article article-type="researcharticle"><?properties no_embargo?>
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Mol Syst
Biol</journal-id>
<journal-title>Molecular Systems
Biology</journal-title>
<issn pub-type="epub">1744-4292</issn>
<publisher>
<publisher-name>Nature Publishing
Group</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-idtype="pmc">2238715</article-id>

Data

Methods

Claims

Authors

Models
Future directions in systems biology
• Genome-wide genetics of human diseases
• Translational systems biology or systems
medicine
• Genome-scale engineering & synthetic biology
• Temporal structure of biological processes
• ‘In vivo biochemistry’ with single-cell singlemolecule assays
• Bridge the gap between ‘omics’ and mechanistic
models
“How do we get from the
Jimome & Craigome to
systems biology?”
George M Church, Senior Editor
Multi-omics data integration
Global analysis of genome, transcriptome and
proteome reveals the response to aneuploidy in
human cells.
Zuzana Storchova, Mol Syst Biol. 2012 8:608.

Integration of clinical data with a genome-scale metabolic model of the
human adipocyte.
Jens Nielsen and colleagues, Mol Syst Biol. 2013;9:649.
Comparative omics for functional discoveries

Human disease locus
discovery and mapping to
molecular pathways through
phylogenetic profiling.
Gary Ruvkun and colleagues,
Mol Syst Biol. 2013 9:692

19 017 human genes

Phylogenetic profiles of across 86 eukaryotic genomes.
Beyond the hairball

?
Costanzo et al, Science 2010

Hoog et al, Dev Cell 2007
Spatial patterns

Waks et al, 2011 Mol Syst Biol 7:506

Di Vetura and Sourjik , 2011 Mol Syst Biol 7:457
Temporal patterns
Promoter decoding of transcription factor dynamics involves a tradeoff between noise and control of gene expression.
Hansen AS, O'Shea EK. Mol Syst Biol. 2013 9:704
Cell population & dynamics
Digital cell quantification identifies global immune cell dynamics during influenza
infection.
Ido Amit and colleagues, 2014 Mol Syst Biol. 10:720
Microbiome & metagenomics
A top-down systems biology view of microbiomemammalian metabolic interactions in a mouse
model.
J. Nicholson and colleagues, Mol Syst Biol. 2007 3:112.

Toward molecular trait-based ecology through integration of
biogeochemical, geographical and metagenomic data.
Peer Bork and colleagues, Mol Syst Biol. 2011 7:473
Synthetic biology
Synthesizing a novel genetic sequential logic circuit: a push-on
push-off switch.
Qi Ouyang (Beijing University), Mol Syst Biol. 2010;6:350.
Genome-scale engineering
Genome-scale engineering for systems and synthetic biology.
Esvelt KM, Wang HH, Mol Syst Biol. 2013 9:641.

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Scientific papers as open discovery tools

  • 1. EMBO Scientific Publishing Thomas Lemberger Chief Editor, Molecular Systems Biology Deputy Head of Publications, EMBO 1. Editorial Process 2. Scientific integrity 3. Integrating data in papers
  • 2. Scientific publishing “The publication of scientific information is intended to move science forward. More specifically, the act of publishing is a quid pro quo in which authors receive credit and acknowledgment in exchange for disclosure of their scientific findings.”
  • 9.
  • 11. EMBO Scientific Publications • All areas of molecular & cell biology • All areas of molecular & cell biology • First journal launched by • Short-format papers EMBO (1982) • Science & Society section • Systems biology, synthetic biology, systems medicine • At the interface between basic and clinical life sciences • Open Access • Open Access
  • 14. OPEN ACCESS R Aebersold GM Church E Liu L Hood Scope & general policies Senior Editors Advisory Board P Bork EMBO Editors: Thomas Lemberger Maria Polychronidou Julie Ahringer Charles Auffray Ewan Birney Tom Blundell Thomas S. Deisboeck Jan Ellenberg Michael Elowitz Alan Fersht Stan Fields Mark Gerstein Frank Holstege Sung Hou Kim Hiroaki Kitano Doron Lancet Andrew J. Link Stephen Oliver Jeremy Nicholson Bernhard Palsson Rama Ranganathan Uwe Sauer Luis Serrano Lucy Shapiro Pamela Silver Michael Snyder Janet Thornton Masaru Tomita Marc Vidal Hans V. Westerhoff Lothar Willmitzer John Yates
  • 18. First editorial decision EMBO editors read the entire manuscript (yes!) Decision on a balance of multiple factors: • • • • • Scope Novelty & conceptual advance Mechanistic, functional, biological insights Utility of methods, dataset, resource Completeness and conclusiveness of the analysis
  • 19. In case of doubt... R Aebersold GM Church E Liu L Hood Senior Editors Advisory Board P Bork EMBO Editors: Thomas Lemberger Maria Polychronidou Julie Ahringer Charles Auffray Ewan Birney Tom Blundell Thomas S. Deisboeck Jan Ellenberg Michael Elowitz Alan Fersht Stan Fields Mark Gerstein Frank Holstege Sung Hou Kim Hiroaki Kitano Doron Lancet Andrew J. Link Stephen Oliver Jeremy Nicholson Bernhard Palsson Rama Ranganathan Uwe Sauer Luis Serrano Lucy Shapiro Pamela Silver Michael Snyder Janet Thornton Masaru Tomita Marc Vidal Hans V. Westerhoff Lothar Willmitzer John Yates
  • 21. To review or not to review... time review editorial rejection reject revise reject accept
  • 22. Peer-review Referees are invited based on: • Balance of expertise • Reputation as researcher • Reputation as reviewer • No conflict of interest (positive or negative) 3 (4) reviewers / manuscript
  • 24. Referee report 1. Summary • Describe your understanding of the story • What are the key conclusions: findings and concepts • What are the methodology and model system 2. General remarks • Are you convinced of the key conclusions? • Place the work in its context. • What is the nature of the advance (conceptual, technical, clinical)? • How important is the advance as compared to previous knowledge? • What audience will be interested in this? 3. Major points • Specific criticisms related to key conclusions • Specify experiments or analyses required to demonstrate the conclusions • Motivate your critique with relevant citations and argumentation 4. Minor points • Easily addressable points • Presentation and style • Trivial mistakes
  • 27. Cross-commenting Ref #3 Ref #2 Ref #1 Ref #2 cross-comments “…[it] settles a controversy in the field which has been going on for more than ten years. In summary, this is a landmark paper. I cannot support publication in your journal strongly enough!” “As written, the paper is focused on the methods, which is fine given that's where it makes its most substantial contribution. But the writing is quite technical and could benefit from more explanation of the high-level logic of their approach.” “After reading through this nicely-executed technical work, one is left with an impression that after all we really have not gained much new mechanistic insights. …in addition to the XXX data that should be generated under their current framework…” …Each reviewer has numerous suggestions about how to do this. It will likely be impossible to incorporate them all while retaining a coherent narrative. […] Reviewer 3 also calls for an additional experiment including XXX stains in the current dataset. To incorporate this into their current analytical framework, the authors would have to find parameters and reagents to allow simultaneous imaging of 5 genes (not just the 4 presented here). Moreover, they would then have to reacquire all images using the 5-stain protocol. While I agree that it would be useful to have XXX data included, I also believe that this is beyond the scope of this paper.
  • 29. Transparent Process • Transparent Anonymous Peer Review: Anonymous referee reports and editorial correspondence are published alongside papers • Single Round of Major Revision: More than 90% of invited revisions are published at Molecular Systems Biology • Referee Discussion before Decision: Referees are invited to comment on each other's reports before the editor makes a decision • Scooping Protection: Findings that are published by others during review or revision are not a criterion for rejection • Source Data for Figures: Authors can archive and make available the data underlying their published figures • Flexible Formatting: No journal-specific formatting required at submission
  • 30. Scientific publishing “The publication of scientific information is intended to move science forward. More specifically, the act of publishing is a quid pro quo in which authors receive credit and acknowledgment in exchange for disclosure of their scientific findings.”
  • 31. Scientific publishing The publication of scientific information is intended to move science forward. More specifically, the act of publishing is a quid pro quo in which authors receive credit and acknowledgment in exchange for disclosure of their scientific findings. Implies: • Originality • Integrity • Authenticity Respect of: • Laws and ethics • Safety and security • Societal context
  • 32. Data integrity Beautification • Clarification • Aesthetics Selective reporting • Misrepresentation of the data • Biasing data to fit a particular hypothesis Fabrication • Deliberate manufacturin of data
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38. 38
  • 39. 39
  • 41.
  • 42.
  • 43.
  • 44.
  • 45. Seoul National University's report on Dr. Hwang Woo Suk: The data in the 2005 article including test results from • DNA fingerprinting, • photographs of teratoma, • embryoid bodies, • MHC-HLA isotype matches and • karyotyping have all been fabricated. http://www.useoul.edu/snunews?bm=v&bbsidx=71494&page=63
  • 46. Figure 2F Figure 6D (F) NT-ESC colony with typical morphology derived from a caffeinetreated SCNT human blastocyst. (D) Human NT-ESCs expressed standard pluripotency markers detected by immunocytochemistry for antibodies against OCT4, NANOG, SOX2, SSEA-4, TRA-1–60, and TRA-1–81. Original magnification, ×200; Ph, phase contrast.
  • 47. In Figures 2F and S5 (upper-right), we presented two phase-contrast photos of fields of cells, correctly labeled as SCNT-derived hESO-NT1 and IVF-derived hESO-7, respectively. These images are the same fields of cells shown in the top two images of Figure 6D; however, in Figure 6D, we inadvertently switched the labels on the images. This re-use of the images was intentional, but we should have indicated this in the original legend for Figure 6. We have corrected the labeling error in Figure 6D. We would also like to note that the Scientific Integrity Committee at Oregon Health & Science University has carefully assessed the paper and the errors and has concluded that there is no evidence of fabrication, falsification, or plagiarism that would warrant further inquiry or investigation into research misconduct. Figure 2F Figure 6D (F) NT-ESC colony with typical morphology derived from a caffeinetreated SCNT human blastocyst. (D) Human NT-ESCs expressed standard pluripotency markers detected by immunocytochemistry for antibodies against OCT4, NANOG, SOX2, SSEA-4, TRA-1–60, and TRA-1–81. Original magnification, ×200; Ph, phase contrast. Note that the upper-left image for hESO-NT1 is the same shown in Figure 2F.
  • 48. What can PIs do? • • • • • • • Provide guidance to students and postdocs View original data Organize good data management practice Maintain an open lab environment Accept only relevant authorship Cooperate with editors Retract/correct as appropriate
  • 49. What can journals do? • • • • Rigorous peer review Check by editors before publication Investigation and retraction policy Data transparency
  • 50.
  • 51. What is a paper? Title Abstract Synopsis Main paper „Expanded view‟ Datasets & code
  • 52. 8/27 What is a figure? A scientific result converted into a collection of pixels…
  • 53. 11/27
  • 54. 12/27
  • 55. • Data archival service • Data‘transparency‟ • Data reuse • Data-oriented search
  • 56. 15/27 Structured metadata: „perturbation-observation-assay‟ (Level 0:metadata associated to individual panels.) Level 1: „object-oriented‟ representation of experimental variables as a list of chemical and biological components. Level 2: represent the causality of the experimental design: “Measurement of Y as a function of A, B, C, using assay P in biological system S.” Level 3: machine-readable representation with standard identifiers. experimental system perturbed component measured component assayed property
  • 57. 9/27 SourceData Tools to publish figures as structured digital objects that link the human-readable illustrations with machine-readable metadata and „source data‟ in order to •improve data transparency; •make published data useable; •enable data-oriented search.
  • 58. 19/27 drug Z activity kinase Y kinase Y protein X Paper 3 Paper 2 Paper 1 Data-oriented search gene x P tissue T disease D Resulting hypothesis: test drug Z in disease D.
  • 60. Scientific publishing • Dominant channel for the dissemination of peer-reviewed data. • Journals function as a proxy for quality in research assessment • The rate of publishing keeps increasing. • Papers are human-readable but poorly machine-readable.
  • 62. The Paper of the Future? Search <!DOCTYPE article PUBLIC "-//NLM//DTD Journal Archiving and Interchange DTD v2.3 20070202//EN" "archivearticle.dtd"> <article article-type="researcharticle"><?properties no_embargo?> <front> <journal-meta> <journal-id journal-id-type="nlm-ta">Mol Syst Biol</journal-id> <journal-title>Molecular Systems Biology</journal-title> <issn pub-type="epub">1744-4292</issn> <publisher> <publisher-name>Nature Publishing Group</publisher-name> </publisher> </journal-meta> <article-meta> <article-id pub-idtype="pmc">2238715</article-id> Data Methods Claims Authors Models
  • 63.
  • 64.
  • 65. Future directions in systems biology • Genome-wide genetics of human diseases • Translational systems biology or systems medicine • Genome-scale engineering & synthetic biology • Temporal structure of biological processes • ‘In vivo biochemistry’ with single-cell singlemolecule assays • Bridge the gap between ‘omics’ and mechanistic models
  • 66.
  • 67. “How do we get from the Jimome & Craigome to systems biology?” George M Church, Senior Editor
  • 68. Multi-omics data integration Global analysis of genome, transcriptome and proteome reveals the response to aneuploidy in human cells. Zuzana Storchova, Mol Syst Biol. 2012 8:608. Integration of clinical data with a genome-scale metabolic model of the human adipocyte. Jens Nielsen and colleagues, Mol Syst Biol. 2013;9:649.
  • 69. Comparative omics for functional discoveries Human disease locus discovery and mapping to molecular pathways through phylogenetic profiling. Gary Ruvkun and colleagues, Mol Syst Biol. 2013 9:692 19 017 human genes Phylogenetic profiles of across 86 eukaryotic genomes.
  • 70. Beyond the hairball ? Costanzo et al, Science 2010 Hoog et al, Dev Cell 2007
  • 71. Spatial patterns Waks et al, 2011 Mol Syst Biol 7:506 Di Vetura and Sourjik , 2011 Mol Syst Biol 7:457
  • 72. Temporal patterns Promoter decoding of transcription factor dynamics involves a tradeoff between noise and control of gene expression. Hansen AS, O'Shea EK. Mol Syst Biol. 2013 9:704
  • 73. Cell population & dynamics Digital cell quantification identifies global immune cell dynamics during influenza infection. Ido Amit and colleagues, 2014 Mol Syst Biol. 10:720
  • 74. Microbiome & metagenomics A top-down systems biology view of microbiomemammalian metabolic interactions in a mouse model. J. Nicholson and colleagues, Mol Syst Biol. 2007 3:112. Toward molecular trait-based ecology through integration of biogeochemical, geographical and metagenomic data. Peer Bork and colleagues, Mol Syst Biol. 2011 7:473
  • 75. Synthetic biology Synthesizing a novel genetic sequential logic circuit: a push-on push-off switch. Qi Ouyang (Beijing University), Mol Syst Biol. 2010;6:350.
  • 76. Genome-scale engineering Genome-scale engineering for systems and synthetic biology. Esvelt KM, Wang HH, Mol Syst Biol. 2013 9:641.