ISA
Large sets of data, like expression profile from many samples, require
analytic tools to reduce their complexity.
The Iterative Signature Algorithm (ISA) was designed to reduce the
complexity of very large sets of data by decomposing it into so-called
"modules". In the context of gene expression data these modules consist of
subsets of genes that exhibit a coherent expression profile only over a
subset of microarray experiments. Genes and arrays may be attributed to
multiple modules and the level of required coherence can be varied resulting
in different "resolutions" of the modular mapping. Since the ISA does not
rely on the computation of correlation matrices (like many other tools), it
is extremely fast even for very large datasets.
Contents
Software for Gene expression data
We developed the eisa
GNU R package to facilitate the modular analysis of gene expression data. The package uses standard BioConductor data structures and includes various visualization tools as well.
Requirements, download and installation
To use eisa
you will need a working GNU R installation.
As of the 23rd of April, 2010, the eisa
package is an official BioConductor package.
eisa
depends on a number of other R packages: isa2
, Biobase
, AnnotationDbi
, Category
, genefilter
, DBI
. The good news is that all these dependencies are installed automatically, and all you need to do is to start R and type in
source("http://bioconductor.org/biocLite.R") biocLite("eisa")
at your R prompt. See the eisa package page at the BioConductor website for details.
Alternatively, you can also download the package from here:
- Microsoft Windows (32 bit)
Download this file, save it in a temporary directory, and then start R. From the Packages menu choose 'Install packages from local zip files
' and select the saved file. - Microsoft Windows (64 bit)
Download this file, save it in a temporary directory, and then start R. From the Packages menu choose 'Install packages from local zip files
' and select the saved file. - Mac OSX (Leopard)
Download and install this file. - Linux and Unix systems, R source package
Download this file, save it in a temporary directory, and start R. Install the downloaded package using theinstall.packages()
function: give the full path of the saved file and use the 'repos=NULL
' argument ofinstall.packages()
.
License
The eisa package is licensed under the GNU General Public License, version 2 or later. For details, see http://www.gnu.org/licenses/old-licenses/gpl-2.0.html.
Software for any tabular data
The ISA can be applied to identify coherent substructures (i.e. modules) from any rectangular matrix of data. You can use the isa2
R package for such an analysis.
Requirements
No additional R package is required to install and use isa2
. But on Linux and Unix systems you will need a C compiler to install it. E.g. on Ubuntu Linux you will need to install the build-essential
package.
Installation
The isa2
package is available from CRAN, the standard R package repository. You can install it on any platform that is supported by GNU R, e.g. Microsoft Windows, Mac OSX and Linux systems. To install it, start R and type in
install.packages("isa2")
at the prompt. On Linux and Unix-like systems, you will need a working C compiler for a successful installation.
License
The isa2
package is licensed under the Creative Commons Attribution-Noncommercial-Share Alike 3.0 License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/3.0/ or send a letter to Creative Commons, 171 Second Street, Suite 300, San Francisco, California, 94105, USA.
Tutorials
The Iterative Signature Algorithm for Gene Expression Data
Shows the typical steps of modular analysis, from loading you expression data to the visualization of transcription modules.
HTML
PDF
Rnw
R code
ISA and the biclust package
The biclust
package implements several biclustering algorithms. It is possible to convert the results of biclust
to transcription modules and vice-versa.
HTML
PDF
Rnw
R code
Tissue specific expression with the Iterative Signature Algorithm
Hierarchical module trees
A module tree is the hierarchical modular organization of a data set.
HTML
PDF
Rnw
R code
The Iterative Signature Algorithm
Tutorial for the analysis of tabular data with the isa2
R package.
HTML
PDF
Rnw
R code
Running ISA in parallel
Shows how to run ISA on a computer cluster or multi-processor machine, using MPI and the Rmpi
and snow
R packages.
HTML
PDF
Rnw
R code
ISA internals
Matlab package
You can download it from here. It also includes the implementation of the Ping-pong algorithm Kutalik2008NB. The "testPP.m" file explains how the algorithm is applied to a pair of toy data sets. To test the ISA functionalities, the "testISA.m" needs to be launched.
Papers
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Li Q, Wang X, Li D, Liu Y, Liu K, Liang J, Sun J, Jiang Q, Li J, Liu Z, Gong J, Xiang L, Jia Z, Chen Z, Cao M, Jiang Y
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Zhao W, Yang Q, Lai X, Zhang J
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Hubal A, Pfaff A, Vos S, Upadhyay M, Bonilha V, Subauste CS
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Abouzed M, Salama B, Gabr A, Elag KA, Soliman M, Elsaadouni N, Elzahab NA
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Salmerón-Ríos A, García-Díaz JA, Pan R, Valencia-García R
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Qureshi SM, Saeed A, Almotiri SH, Ahmad F, Al Ghamdi MA
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Yang Y, Liu S, Lei P, Huang Z, Liu L, Tan Y
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Decolonizing a Wretched Healthcare System: The African Public Health Practitioner Case.
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Yagi Y, Doke A, Iwame S, Arakawa Y, Yamagishi Y
Epidemiological Study on Case Definition of Methicillin-Resistant Staphylococcus aureus Enteritis.
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Sherren K, Chen Y, Mohammadi M, Zhao Q, Gone KP, Rahman HT, Smit M
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Curr Sociol: 2024 Jul, 72(4);629-648
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Pham HH, Le AH, Nguyen TC, Ma MPQ, Akin N, Pham TD, Nguyen MHN, Le HL, Huynh BG, Smitz J, Ho TM, Vuong LN
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Reprod Med Biol: 2024 Jan-Dec, 23(1);e12587
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Park C, Sathasivam R, Yeo HJ, Park YJ, Kim JK, Shin SY, Park SU
Comparative Analysis of Primary and Secondary Metabolites in Different In Vitro Tissues of Narcissus tazetta var. chinensis.
ACS Omega: 2024 Jun 4, 9(22);23761-23771
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Jang SG, Ock M, Kim S
Qualitative Comparison of Perceptions Regarding Patient Engagement for Patient Safety by Physicians, Nurses, and Patients.
Patient Prefer Adherence: 2024, 18;1065-1075
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Warren KR, Parker EA, Ganjavi M, Watkins-Lewis K, Clark S, Randolph Cunningham S, Hancock Y
Peer-Led Focus Groups Identify Barriers to Healthy Lifestyle in African American Adolescents from Baltimore City.
Ethn Dis: 2023 Sep, 33(4);163-169
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Haward R, Chacko J, Konjeti S, Metri GR, Binoy BK, Haward R, Raju S
Debunking the Myth: Eggs and Heart Disease.
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Enhancing Staphyloxanthin Synthesis in Staphylococcus aureus Using Innovative Agar Media Formulations.
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( )
Nakamura G, Ozaki M, Yasuda Y, Yoshida T, Inoue T
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Hussein SM, Alhwaiti SS, Almalki G, Al Asadah GA, Mahdi R, Sami C, Dawood E
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Sawant NS, More SR, Singh SD, Agrawal AS, Chauhan A
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Ind Psychiatry J: 2024 Jan-Jun, 33(1);127-132
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Shoib S, Saeed F, Philip S, Chandradasa M, Das S, de Filippis R, Yousaf Z, Ojeahere M, Gad HK, Yadivel R, Legris Z, Jatchavala C, Paul R, Gupta AK, Handuleh JIM, Gürcan A, da Costa MP, Dannatt L, Ahmad AR, Jaguga F, Saleem SM, Sawitri B, Arif N, Islam MS, Haque MA, Őri D, Chumakov E, Swed S, Roza TH, Islam SMS
Parity of esteem: A global COVID-19 vaccination approach for people with mental illnesses, based on facts from 34 countries; recommendations and solutions.
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Un mese nei tweet
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( p)
Zheng T, Fei W, Hou D, Li P, Wu N, Wang M, Feng Y, Luo H, Luo N, Wei W
Characteristic study of biological CaCO(3)-supported nanoscale zero-valent iron: stability and migration performance.
Environ Technol: 2024 Jun 10;1-14
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Waidyaratne G, Daboul J, Liyanarachchi S, Chakraborty S
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Kaur-Gill S
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Diabet Med: 2024 Jun 9;e15374
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Lee J, Tosti A
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Int J Dermatol: 2024 Jun 9;
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Jones A, Duong CC
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Public Health Nurs: 2024 Jun 9;
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Chen YC, Chuang EY, Tu YK, Hsu CL, Cheng NC
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Stem Cell Res Ther: 2024 Jun 9, 15(1);163
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Sohi GK, Farooqui N, Mohan A, Rajagopalan KS, Xing L, Zhu XY, Jordan K, Krier JD, Saadiq IM, Tang H, Hickson LJ, Eirin A, Lerman LO, Herrmann SM
The impact of hypoxia preconditioning on mesenchymal stem cells performance in hypertensive kidney disease.
Stem Cell Res Ther: 2024 Jun 9, 15(1);162
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Wagner F, Almeida GG, Willems EP, Weber J, Geiss J, Hundsberger T, Mordasini P, Wildermuth S, Leschka S, Waelti S, Dietrich TJ, Fischer TS
Temporal evolution of primary angiitis of the central nervous system (PACNS) on MRI following immunosuppressant treatment.
Insights Imaging: 2024 Jun 9, 15(1);140
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( e)
Brady K, Lee A, Bassler J, Young Pierce J, Daniel CL
Human papillomavirus vaccine beliefs and intentions Post-COVID-19 vaccine release among mothers in Alabama.
Vaccine: 2024 Jun 8;
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( a)
Wang X, Zheng Y, Ning P, Lynch I, Guo Z, Zhang P, Wu L
Synergetic effect of green synthesized NZVI@Chitin-modified ZSM-5 for efficient oxidative degradation of tetracycline.
Environ Res: 2024 Jun 7;119360
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( a)
Lee J, Goodwin DJ, Dhenge RM, Nassar J, Zeitler JA
Calorimetric investigation on heat release during the disintegration process of pharmaceutical tablets.
Int J Pharm: 2024 Jun 7;124315
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( a)
Busheme C, Yerke Hansen P, Desai A, Baran JV, Fomunung C, Jackson GR, Sabesan VJ
Social Media Use and Patient Ratings in Shoulder and Elbow Surgeons: How Many 'Likes' for Five Stars?
J Shoulder Elbow Surg: 2024 Jun 7;
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( a)
Ranganathan S, Benjamin D, Haslam A, Prasad V
Social Media Engagement of Supportive Care Publications in Oncology.
J Cancer Policy: 2024 Jun 7;100491
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( a)
Carné AV, Pinedo AZ, Farrarons SS, Andorrà EC
Surgical treatment of the Median Arcuate Ligament Syndrome (MALS) using robotic platform.
Cir Esp (Engl Ed): 2024 Jun 7;
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( a)
Sandon A, Saucet M, Delaune M, Millot I
Ten years promoting health of young people in Bourgogne-Franche-Comté: A review of the Pass'Santé Jeunes program.
J Epidemiol Popul Health: 2024 Jun 7, 72(3);202751
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Pedrotti BG, Bandeira DR, Frizzo GB
Context of digital media use in early childhood: Factors associated with cognitive development up to 36 months of age.
Infant Behav Dev: 2024 Jun 8, 76;101963
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( a)
Pronkin PG, Sorokina ON, Tatikolov AS
Spectral-fluorescent study of substituted trimethine cyanine dyes in solutions and in complexes with DNA. Effects of aggregation, moderate heating, and decreasing pH.
Spectrochim Acta A Mol Biomol Spectrosc: 2024 Jun 6, 320;124611
[PubMed:38852304]
[WorldCat.org:
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[DOI]
( a)
Pellegrino Vidal RB, Castañeda FN, Garrido ME, Padró JM
Aqueous size exclusion chromatography applied to polymer analysis: experimental conditions and molecular weight calibration curves.
J Chromatogr A: 2024 Jun 1, 1729;465042
[PubMed:38852271]
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[DOI]
( a)
Qin L, Liu G, Huang J, Zeng Z, Zeng Y, Qing T, Zhang P, Feng B
Comparison of the toxic effects of polystyrene and sulfonated polystyrene on wheat under cadmium stress.
J Hazard Mater: 2024 Jun 5, 474;134844
[PubMed:38852252]
[WorldCat.org:
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[DOI]
( a)
Wells H, Bough G, Stedman F, Ekerin AR, Hall NJ
Investigations, management and outcome of neonates presenting with distal intestinal obstruction: challenging the need for contrast enemas.
Pediatr Surg Int: 2024 Jun 9, 40(1);154
[PubMed:38852109]
[WorldCat.org:
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[DOI]
( e)
Frøyland LR, Tokle R, Burdzovic Andreas J, Brunborg GS
Sexting and Mental Health in Adolescence: A Longitudinal Study.
J Adolesc Health: 2024 Jun 7;
[PubMed:38852090]
[WorldCat.org:
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[DOI]
( a)
O'Daffer A, Bintliff AV, Bloss CS
Getting Schooled on Social Media and Adolescent Mental Health.
J Adolesc Health: 2024 Jun 7;
[PubMed:38852088]
[WorldCat.org:
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[DOI]
( a)
Olsson SE, Friedlich N, Bolds A, Hodge A, Jamali T, Lagomichos M
Exploring Menstrual Education via TikTok: A Descriptive Content Analysis.
J Adolesc Health: 2024 Jun 9;
[PubMed:38852086]
[WorldCat.org:
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[DOI]
( a)
Nakayama M, Matsuo H, Sato T, Okabe M, Aizawa Y
Is ischemic stimulus involved for J wave augmentation during coronary angiography and intracoronary administration of normal saline?
Pacing Clin Electrophysiol: 2024 Jun 9;
[PubMed:38852066]
[WorldCat.org:
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[DOI]
( a)
El-Nagar D, Salem SH, El-Zamik FI, El-Basit HMIA, Galal YGM, Soliman SM, Aziz HAA, Rizk MA, El-Sayed ER
Bioprospecting endophytic fungi for bioactive metabolites with seed germination promoting potentials.
BMC Microbiol: 2024 Jun 8, 24(1);200
[PubMed:38851702]
[WorldCat.org:
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[DOI]
( e)
Alzahrani AYA, Aboelez MO, Kamel MS, Selim HMRM, Alsaggaf AT, Hamd MAE, El-Remaily MAEAAA
Design, spectroscopic characterizations, and biological investigation of oxospiro[chromine-4,3-indolene]-based compounds as promising antiproliferative EGFR inhibitors and antimicrobial agents.
Mol Divers: 2024 Jun 9;
[PubMed:38851658]
[WorldCat.org:
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[DOI]
( a)
Shahi PB, Manandhar S, Angove MJ, Paudel SR
Performance evaluation of species varied fixed bed biofilm reactor for wastewater treatment of Dhobi Khola outfall, Setopul, Kathmandu, Nepal.
Sci Total Environ: 2024 Jun 6, 942;173752
[PubMed:38851334]
[WorldCat.org:
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[DOI]
( a)
Choudhury TR, Riad S, Uddin FJ, Maksud MA, Alam MA, Chowdhury AMS, Mubin AN, Islam ARMT, Malafaia G
Microplastics in multi-environmental compartments: Research advances, media, and global management scenarios.
J Contam Hydrol: 2024 Jun 3, 265;104379
[PubMed:38851130]
[WorldCat.org:
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[DOI]
( a)
Ajab H, Jafry AT, Sajid H, Addicoat MA, Ayub K, Haq MZU
An electrochemical sensing potential of cobalt oxide nanoparticles towards citric acid integrated with computational approach in food and biological media.
Food Chem: 2024 May 27, 455;139869
[PubMed:38850977]
[WorldCat.org:
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[DOI]
( a)
Borges R, Brondi M, Elias AM, Farinas CS, Ribeiro C
Mechanochemical recycling of cellulose multilayer carton packages to produce micro and nanocellulose from the perspective of techno-economic and environmental analysis.
J Environ Manage: 2024 Jun 7, 363;121254
[PubMed:38850909]
[WorldCat.org:
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[DOI]
( a)
Matenda RT, Rip D, Fernández Pierna JA, Baeten V, Williams PJ
Differentiation of Listeria monocytogenes serotypes using near infrared hyperspectral imaging.
Spectrochim Acta A Mol Biomol Spectrosc: 2024 May 31, 320;124579
[PubMed:38850824]
[WorldCat.org:
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[DOI]
( a)
Zhang S, Song G, Yang Z, Kang K, Liu X
A label-free fluorescence aptamer sensor for point-of-care serotonin detection.
Talanta: 2024 Jun 4, 277;126363
[PubMed:38850806]
[WorldCat.org:
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[DOI]
( a)
Li T, Yang ZC, Wang ZQ, Peng ZZ, Mao GJ, Jiang YQ, Li CY
A Tumor-Targeting Dual-Modal imaging probe for nitroreductase in vivo.
Bioorg Chem: 2024 Jun 4, 149;107531
[PubMed:38850779]
[WorldCat.org:
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[DOI]
( a)
Ganson KT, Testa A, Rodgers RF, Nagata JM
Use of photo filters is associated with muscle dysmorphia symptomatology among adolescents and young adults.
Body Image: 2024 Jun 7, 50;101750
[PubMed:38850715]
[WorldCat.org:
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[DOI]
( a)
Wood-Barcalow NL, Alleva JM, Tylka TL
Revisiting positive body image to demonstrate how body neutrality is not new.
Body Image: 2024 Jun 7, 50;101741
[PubMed:38850714]
[WorldCat.org:
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[DOI]
( a)
Ladwig G, Tanck JA, Quittkat HL, Vocks S
Risks and benefits of social media trends: The influence of "fitspiration", "body positivity", and text-based "body neutrality" on body dissatisfaction and affect in women with and without eating disorders.
Body Image: 2024 Jun 7, 50;101749
[PubMed:38850713]
[WorldCat.org:
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[DOI]
( a)
DeMora SL, Granados Samayoa JA, Albarracín D
Social media use and vaccination among Democrats and Republicans: Informational and normative influences.
Soc Sci Med: 2024 Jun 1, 352;117031
[PubMed:38850678]
[WorldCat.org:
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[DOI]
( a)
Pérez-Rubio P, Vendrell-Flotats M, Romero EL, Enemark-Rasmussen K, Cervera L, Gòdia F, Lavado-García J
Internalization of PEI-based complexes in transient transfection of HEK293 cells is triggered by coalescence of membrane heparan sulfate proteoglycans like Glypican-4.
Biomed Pharmacother: 2024 Jun 7, 176;116893
[PubMed:38850653]
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[DOI]
( a)
Dragoș S, Hughson TA
Furthering racial liberalism in UK higher education: The populist construction of the 'free speech crisis'.
Br J Sociol: 2024 Jun 8;
[PubMed:38850550]
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[DOI]
( a)
Wang L, Wang C, Xu L, Wang M
Regulation of nitrogen utilization and mycotoxin biosynthesis by the GATA transcription factor AaAreA in Alternaria alternata.
World J Microbiol Biotechnol: 2024 Jun 8, 40(8);236
[PubMed:38850454]
[WorldCat.org:
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[DOI]
( e)
Xu X, Zhang C
How does stock market react to environmental penalty announcements?
Environ Sci Pollut Res Int: 2024 Jun 8;
[PubMed:38850392]
[WorldCat.org:
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[DOI]
( a)
Myeoung BJ, Park JH, Lee BJ, Jeong HJ, Kim A, So MW, Lee SG
Social media has become a mainstream source of medical information for patients with rheumatic diseases: a cross-sectional survey of patients.
Rheumatol Int: 2024 Jun 8;
[PubMed:38850324]
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[DOI]
( a)
Karimzadeh Barenji E, Beglari S, Tahghighi A, Azerang P, Rohani M
Evaluation of Anti-Bacterial and Anti-Biofilm Activity of Native Probiotic Strains of Lactobacillus Extracts.
Iran Biomed J: 2023 Dec 17, 28(2&3);102-12
[PubMed:38850020]
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[DOI]
( a)
Mautner D, Valanju R, Al Hadaya I, Barani M, Cross A, McMahon E, Ren B, Rose D, Sharda A, Sinnett A, Yan F, Wardak S
Experiences from youth advisors in chronic disease prevention research.
Res Involv Engagem: 2024 Jun 7, 10(1);56
[PubMed:38849959]
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[DOI]
( e)
Kim D, Lee S, Kim H, Shin Y
From temperament to YouTube: exploring the link between childhood temperament, YouTube usage patterns, and emotional/behavioral problems among children.
BMC Public Health: 2024 Jun 7, 24(1);1547
[PubMed:38849777]
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[DOI]
( e)
Yue RZ, Wang J, Lin F, Li CJ, Su BH, Zeng R
CUX1 attenuates the apoptosis of renal tubular epithelial cells induced by contrast media through activating the PI3K/AKT signaling pathway.
BMC Nephrol: 2024 Jun 7, 25(1);192
[PubMed:38849771]
[WorldCat.org:
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[DOI]
( e)
Bruns M, Walch T, Wagner C, Bergeron R, Kim S
Examining the role of knowledge and trust on vaccine confidence in North Dakota among university students, faculty, and staff.
BMC Public Health: 2024 Jun 7, 24(1);1539
[PubMed:38849753]
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[DOI]
( e)
Yan X, Li Y, Qin W, Liao J, Fan J, Xie Y, Wang Z, Li S, Liao W
Radiomics model based on contrast-enhanced computed tomography imaging for early recurrence monitoring after radical resection of AFP-negative hepatocellular carcinoma.
BMC Cancer: 2024 Jun 7, 24(1);700
[PubMed:38849749]
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[DOI]
( e)
Harlow J, Dallner M, Nasheri N
Optimization of the replication of hepatitis E Virus genotype 3 in Vitro.
J Appl Microbiol: 2024 Jun 7;
[PubMed:38849307]
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[DOI]
( a)
Lau SSS, Fong JWL, van Rijsbergen N, McGuire L, Ho CCY, Cheng MCH, Tse D
Emotional responses and psychological health among young people amid climate change, Fukushima's radioactive water release, and wars in Ukraine and the Middle East, and the mediating roles of media exposure and nature connectedness: a cross-national analysis.
Lancet Planet Health: 2024 Jun, 8(6);e365-e377
[PubMed:38849179]
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[DOI]
( p)
Ceniza MA, Madraga KF, Magnanao MN, Labrador MMR, Rivera M, Bacharo KBB
Scuba diving-related fatalities in the Philippines from 2008 to 2022 as reported in online news media.
J Sci Med Sport: 2024 Jun, 27(6);368-372
[PubMed:38849159]
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[DOI]
( p)
Pereira ML, Caramelli P, Sá VM, Rocha PHM, Oliveira JPG, Amorim RP, Silva EVD, Delboni VS, Barbosa MT, Miranda LFJR, de Souza LC
Memory complaint in a middle-income country: a four-year longitudinal study in a cohort with low-education.
Arq Neuropsiquiatr: 2024 May, 82(5);1-9
[PubMed:38849124]
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[DOI]
( o)
Ihmels JH, Bergmann S
Challenges and prospects in the analysis of large-scale gene expression data.
Brief Bioinform: 2004 Dec, 5(4);313-27
[PubMed:15606968]
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[DOI]
( p)
Ihmels J, Bergmann S, Barkai N
Defining transcription modules using large-scale gene expression data.
Bioinformatics: 2004 Sep 1, 20(13);1993-2003
[PubMed:15044247]
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[DOI]
( o)
Bergmann S, Ihmels J, Barkai N
Similarities and differences in genome-wide expression data of six organisms.
PLoS Biol: 2004 Jan, 2(1);E9
[PubMed:14737187]
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[DOI]
( o)
Bergmann S, Ihmels J, Barkai N
Iterative signature algorithm for the analysis of large-scale gene expression data.
Phys Rev E Stat Nonlin Soft Matter Phys: 2003 Mar, 67(3 Pt 1);031902
[PubMed:12689096]
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[DOI]
( o)
Ihmels J, Friedlander G, Bergmann S, Sarig O, Ziv Y, Barkai N
Revealing modular organization in the yeast transcriptional network.
Nat Genet: 2002 Aug, 31(4);370-7
[PubMed:12134151]
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[DOI]
( o)
<biblio>
- Kutalik2008NB pmid=18464786 // PDF
- Ihmels2004 pmid=15606968 // PDF
- Ihmels2004a pmid=15044247 // PDF
- Bergmann2004 pmid=14737187 // PDF
- Bergmann2003 pmid=12689096 //PDF
- Ihmels2002 pmid=12134151 // PDF
</biblio>