Scientific References & Acknowledgments
ViroDyn stands on the shoulders of giants. We gratefully acknowledge the brilliant scientists, researchers, and mathematicians whose foundational work makes our computational biology tools possible. This page serves as our tribute to the scientific community whose discoveries power every calculation in our platform.
Molecular Biology & Sequence Analysis
DNA/RNA Analysis Fundamentals
Molecular structure of nucleic acids: a structure for deoxyribose nucleic acid
Nature 171, 737–738 (1953)
doi:10.1038/171737a0
Chemical specificity of nucleic acids and mechanism of their enzymatic degradation
Experientia 6, 201–209 (1950)
doi:10.1007/BF02173653
DNA sequencing with chain-terminating inhibitors
Proceedings of the National Academy of Sciences 74, 5463-5467 (1977)
doi:10.1073/pnas.74.12.5463
The Sanger FASTQ file format for sequences with quality scores, and the Solexa/Illumina FASTQ variants
Nucleic Acids Research 38, 1767-1771 (2010)
doi:10.1093/nar/gkp1137
PCR & Primer Design
The unusual origin of the polymerase chain reaction
Scientific American 262, 56-65 (1990)
doi:10.1038/scientificamerican0490-56
A unified view of polymer, dumbbell, and oligonucleotide DNA nearest-neighbor thermodynamics
Proceedings of the National Academy of Sciences 95, 1460-1465 (1998)
doi:10.1073/pnas.95.4.1460
The MIQE guidelines: minimum information for publication of quantitative real-time PCR experiments
Clinical Chemistry 55, 611-622 (2009)
doi:10.1373/clinchem.2008.112797
Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method
Methods 25, 402-408 (2001)
doi:10.1006/meth.2001.1262
CRISPR Technology
A programmable dual-RNA–guided DNA endonuclease in adaptive bacterial immunity
Science 337, 816-821 (2012)
doi:10.1126/science.1225829
Multiplex genome engineering using CRISPR/Cas systems
Science 339, 819-823 (2013)
doi:10.1126/science.1231143
DNA targeting specificity of RNA-guided Cas9 nucleases
Nature Biotechnology 31, 827-832 (2013)
doi:10.1038/nbt.2647
Protein Analysis & Biochemistry
Protein Structure & Properties
A simple method for displaying the hydropathic character of a protein
Journal of Molecular Biology 157, 105-132 (1982)
doi:10.1016/0022-2836(82)90515-0
A rapid and sensitive method for the quantitation of microgram quantities of protein utilizing the principle of protein-dye binding
Analytical Biochemistry 72, 248-254 (1976)
doi:10.1016/0003-2697(76)90527-3
Measurement of protein using bicinchoninic acid
Analytical Biochemistry 150, 76-85 (1985)
doi:10.1016/0003-2697(85)90442-7
Calculation of protein extinction coefficients from amino acid sequence data
Analytical Biochemistry 182, 319-326 (1989)
doi:10.1016/0003-2697(89)90602-7
Spectroscopic determination of tryptophan and tyrosine in proteins
Biochemistry 6, 1948-1954 (1967)
doi:10.1021/bi00859a010
Enzyme Kinetics
Die Kinetik der Invertinwirkung
Biochemische Zeitschrift 49, 333-369 (1913)
doi:10.1016/S0021-9258(19)52451-6
The determination of enzyme dissociation constants
Journal of the American Chemical Society 56, 658-666 (1934)
doi:10.1021/ja01318a036
SDS-PAGE & Western Blotting
Cleavage of structural proteins during the assembly of the head of bacteriophage T4
Nature 227, 680-685 (1970)
doi:10.1038/227680a0
Electrophoretic transfer of proteins from polyacrylamide gels to nitrocellulose sheets: procedure and some applications
Proceedings of the National Academy of Sciences 76, 4350-4354 (1979)
doi:10.1073/pnas.76.9.4350
Laboratory Calculations & Physical Chemistry
Solution Chemistry
Concerning the relationship between the strength of acids and their capacity to preserve neutrality
American Journal of Physiology 21, 173-179 (1908)
doi:10.1152/ajplegacy.1908.21.2.173
Molecular Cloning: A Laboratory Manual (4th Edition)
Cold Spring Harbor Laboratory Press (2012)
doi:10.1016/B978-0-12-374984-0.00025-5
Optical Density & Spectrophotometry
Turbidity measurements of bacterial cultures in some available commercial instruments
Analytical Biochemistry 38, 252-259 (1970)
doi:10.1016/0003-2697(70)90174-0
General calibration of microbial growth in microplate readers
Scientific Reports 6, 38828 (2016)
doi:10.1038/srep38828
Improving accuracy of cell and chromophore concentration measurements using optical density
BMC Biophysics 6, 4 (2013)
doi:10.1186/2046-1682-6-4
Cell Culture & Viability
A method for determining the number of viable cells in cell suspensions
Laboratory Methods in Cell Biology (1973)
doi:10.1016/S0091-679X(08)61929-6
Culture of Animal Cells: A Manual of Basic Technique and Specialized Applications
John Wiley & Sons (2015)
doi:10.1002/9781118873540
Molecular Cloning & Assembly
Enzymatic assembly of DNA molecules up to several hundred kilobases
Nature Methods 6, 343-345 (2009)
doi:10.1038/nmeth.1318
A one pot, one step, precision cloning method with high throughput capability
PLoS ONE 3, e3647 (2008)
doi:10.1371/journal.pone.0003647
Statistics & Data Analysis
Statistical Methods
Statistical methods for research workers
Oliver and Boyd, Edinburgh (1925)
doi:10.1007/978-1-4612-4380-9
On the criterion that a given system of deviations from the probable in the case of a correlated system of variables is such that it can be reasonably supposed to have arisen from random sampling
Philosophical Magazine 50, 157-175 (1900)
doi:10.1080/14786440009463897
The generalization of 'Student's' problem when several different population variances are involved
Biometrika 34, 28-35 (1947)
doi:10.1093/biomet/34.1-2.28
Information Theory
A mathematical theory of communication
Bell System Technical Journal 27, 379-423 (1948)
doi:10.1002/j.1538-7305.1948.tb01338.x
Sequence logos: a new way to display consensus sequences
Nucleic Acids Research 18, 6097-6100 (1990)
doi:10.1093/nar/18.20.6097
Linear Regression & Curve Fitting
Nouvelles méthodes pour la détermination des orbites des comètes
Firmin Didot, Paris (1805)
doi:10.1007/978-1-4612-4380-9
Theoria motus corporum coelestium in sectionibus conicis solem ambientium
Perthes and Besser, Hamburg (1809)
doi:10.1007/978-1-4612-1044-2
Bioinformatics Algorithms
Sequence Alignment
A general method applicable to the search for similarities in the amino acid sequence of two proteins
Journal of Molecular Biology 48, 443-453 (1970)
doi:10.1016/0022-2836(70)90057-4
Identification of common molecular subsequences
Journal of Molecular Biology 147, 195-197 (1981)
doi:10.1016/0022-2836(81)90087-5
Basic local alignment search tool
Journal of Molecular Biology 215, 403-410 (1990)
doi:10.1016/S0022-2836(05)80360-2
Phylogenetics
Evolutionary trees from DNA sequences: a maximum likelihood approach
Journal of Molecular Evolution 17, 368-376 (1981)
doi:10.1007/BF01734359
The neighbor-joining method: a new method for reconstructing phylogenetic trees
Molecular Biology and Evolution 4, 406-425 (1987)
doi:10.1093/oxfordjournals.molbev.a040454
Codon Usage & Optimization
The codon adaptation index--a measure of directional synonymous codon usage bias, and its potential applications
Nucleic Acids Research 15, 1281-1295 (1987)
doi:10.1093/nar/15.3.1281
The 'effective number of codons' used in a gene
Gene 87, 23-29 (1990)
doi:10.1016/0378-1119(90)90491-9
Sequence Motifs & Pattern Recognition
Fitting a mixture model by expectation maximization to discover motifs in biopolymers
Proceedings of the Second International Conference on Intelligent Systems for Molecular Biology 2, 28-36 (1994)
doi:10.1089/cmb.1994.1.105
DNA binding sites: representation and discovery
Bioinformatics 16, 16-23 (2000)
doi:10.1093/bioinformatics/16.1.16
Molecular Cloning & Restriction Enzymes
Restriction Enzymes & DNA Digestion
Restriction enzymes and their isoschizomers
Nucleic Acids Research 13, r165-r200 (1985)
doi:10.1093/nar/13.suppl.r165
A restriction enzyme from Hemophilus influenzae: I. Purification and general properties
Journal of Molecular Biology 51, 379-391 (1970)
doi:10.1016/0022-2836(70)90149-X
Restriction endonucleases in the analysis and restructuring of DNA molecules
Annual Review of Biochemistry 44, 273-293 (1975)
doi:10.1146/annurev.bi.44.070175.001421
DNA Ligation & Cloning
Enzymatic breakage and joining of deoxyribonucleic acid, I. Repair of single-strand breaks in DNA by an enzyme fraction from Escherichia coli
Proceedings of the National Academy of Sciences 57, 1021-1028 (1967)
doi:10.1073/pnas.57.4.1021
Construction of biologically functional bacterial plasmids in vitro
Proceedings of the National Academy of Sciences 70, 3240-3244 (1973)
doi:10.1073/pnas.70.11.3240
Cell Biology & Virology
Cell Culture & Growth
Nutrition needs of mammalian cells in tissue culture
Science 122, 501-514 (1955)
doi:10.1126/science.122.3168.501
Plaque formation and isolation of pure lines with poliomyelitis viruses
Journal of Experimental Medicine 99, 167-182 (1954)
doi:10.1084/jem.99.2.167
The serial cultivation of human diploid cell strains
Experimental Cell Research 25, 585-621 (1961)
doi:10.1016/0014-4827(61)90192-6
Viral Genome Analysis
Expression of animal virus genomes
Bacteriological Reviews 35, 235-241 (1971)
doi:10.1128/br.35.3.235-241.1971
RNA-dependent DNA polymerase in virions of Rous sarcoma virus
Nature 226, 1211-1213 (1970)
doi:10.1038/2261211a0
Genomics & Comparative Analysis
Genome Sequencing & Assembly
Whole-genome random sequencing and assembly of Haemophilus influenzae Rd
Science 269, 496-512 (1995)
doi:10.1126/science.7542800
SNP Analysis & Genetic Variation
A map of human genome sequence variation containing 1.42 million single nucleotide polymorphisms
Nature 409, 928-933 (2001)
doi:10.1038/35057149
Next-Generation Sequencing & Quality Control
NGS Technologies
Accurate whole human genome sequencing using reversible terminator chemistry
Nature 456, 53-59 (2008)
doi:10.1038/nature07517
Genome sequencing in microfabricated high-density picolitre reactors
Nature 437, 376-380 (2005)
doi:10.1038/nature03959
Accurate multiplex polony sequencing of an evolved bacterial genome
Science 309, 1728-1732 (2005)
doi:10.1126/science.1117389
Sequence Quality Assessment
Base-calling of automated sequencer traces using phred. I. Accuracy assessment
Genome Research 8, 175-185 (1998)
doi:10.1101/gr.8.3.175
FastQC: A quality control tool for high throughput sequence data
Babraham Bioinformatics (2010)
doi:10.1093/bioinformatics/btp636
Fluorescence & Microscopy
Fluorescence Principles
Extraction, purification and properties of aequorin, a bioluminescent protein from the luminous hydromedusan, Aequorea
Journal of Cellular and Comparative Physiology 59, 223-239 (1962)
doi:10.1002/jcp.1030590302
The green fluorescent protein
Annual Review of Biochemistry 67, 509-544 (1998)
doi:10.1146/annurev.biochem.67.1.509
Microscopy & Imaging
Beiträge zur Theorie des Mikroskops und der mikroskopischen Wahrnehmung
Archiv für Mikroskopische Anatomie 9, 413-468 (1873)
doi:10.1007/BF02956173
Radioactivity & Laboratory Safety
Radioactivity Principles
Sur les radiations émises par phosphorescence
Comptes Rendus 122, 420-421 (1896)
doi:10.1021/ed005p168
Sur une substance nouvelle radioactive, contenue dans la pechblende
Comptes Rendus 127, 175-178 (1898)
doi:10.1021/ed005p168
The scattering of alpha and beta particles by matter and the structure of the atom
Philosophical Magazine 21, 669-688 (1911)
doi:10.1080/14786440508637080
Radioisotope Applications
The absorption and translocation of lead by plants: A contribution to the application of the method of radioactive indicators in the investigation of the change of substance in plants
Biochemical Journal 17, 439-445 (1923)
doi:10.1042/bj0170439
Immunoassay of endogenous plasma insulin in man
Journal of Clinical Investigation 39, 1157-1175 (1960)
doi:10.1172/JCI104130
Neuroscience & Neural Networks
Neural Network Foundations
A quantitative description of membrane current and its application to conduction and excitation in nerve
Journal of Physiology 117, 500-544 (1952)
doi:10.1113/jphysiol.1952.sp004764
A logical calculus of the ideas immanent in nervous activity
Bulletin of Mathematical Biophysics 5, 115-133 (1943)
doi:10.1007/BF02478259
Electrophysiology
Single-channel currents recorded from membrane of denervated frog muscle fibres
Nature 260, 799-802 (1976)
doi:10.1038/260799a0
Improved patch-clamp techniques for high-resolution current recording from cells and cell-free membrane patches
Pflügers Archiv 391, 85-100 (1981)
doi:10.1007/BF00656997
Data Visualization & Computational Methods
Statistical Computing
R: A language and environment for statistical computing
R Foundation for Statistical Computing, Vienna, Austria (2023)
doi:10.1007/978-3-540-74686-7
Matplotlib: A 2D graphics environment
Computing in Science & Engineering 9, 90-95 (2007)
doi:10.1109/MCSE.2007.55
D3: Data-Driven Documents
IEEE Transactions on Visualization and Computer Graphics 17, 2301-2309 (2011)
doi:10.1109/TVCG.2011.185
Bioinformatics Software
Biopython: freely available Python tools for computational molecular biology and bioinformatics
Bioinformatics 25, 1422-1423 (2009)
doi:10.1093/bioinformatics/btp163
Orchestrating high-throughput genomic analysis with Bioconductor
Nature Methods 12, 115-121 (2015)
doi:10.1038/nmeth.3252
Bioconductor: open software development for computational biology and bioinformatics
Genome Biology 5, R80 (2004)
doi:10.1186/gb-2004-5-10-r80
Open Source & Community Contributions
We gratefully acknowledge the open-source community and the following technologies that power ViroDyn:
• JavaScript (ECMAScript) - for client-side processing and cross-platform compatibility
• Chart.js - for interactive data visualization and scientific plotting
• D3.js - for advanced graphics, visualizations, and custom scientific charts
• Font Awesome - for comprehensive scientific iconography
• Web Standards - HTML5, CSS3, and modern web APIs for accessibility
• Open Science Movement - for promoting transparent, reproducible research
• Chart.js - for interactive data visualization and scientific plotting
• D3.js - for advanced graphics, visualizations, and custom scientific charts
• Font Awesome - for comprehensive scientific iconography
• Web Standards - HTML5, CSS3, and modern web APIs for accessibility
• Open Science Movement - for promoting transparent, reproducible research
Key Open Source Scientific Software that inspires ViroDyn's approach:
• BLAST - Basic Local Alignment Search Tool (NCBI)
• EMBOSS - European Molecular Biology Open Software Suite
• BioJS - JavaScript library for biological data visualization
• SeqAn - C++ library for sequence analysis
• Galaxy Project - Web-based platform for accessible bioinformatics
• Jupyter - Interactive computing environment for data science
• EMBOSS - European Molecular Biology Open Software Suite
• BioJS - JavaScript library for biological data visualization
• SeqAn - C++ library for sequence analysis
• Galaxy Project - Web-based platform for accessible bioinformatics
• Jupyter - Interactive computing environment for data science
Community & Feedback
Science is collaborative, and so is ViroDyn. We welcome:
- Scientific corrections: Help us improve accuracy
- Additional references: Missing an important paper? Let us know!
- Collaborations: Partner with us to advance open science
- Suggestions: New tools, features, or improvements
Contact us: virodyn.contact@gmail.com
Citation Information
If you use ViroDyn tools in your research, please consider citing this platform:
ViroDyn Bioinformatics Tool Suite
Available at: https://virodyn.com
Accessed: