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

Watson, J.D., Crick, F.H.C.
Molecular structure of nucleic acids: a structure for deoxyribose nucleic acid
Nature 171, 737–738 (1953)
doi:10.1038/171737a0
Chargaff, E.
Chemical specificity of nucleic acids and mechanism of their enzymatic degradation
Experientia 6, 201–209 (1950)
doi:10.1007/BF02173653
Sanger, F., Nicklen, S., Coulson, A.R.
DNA sequencing with chain-terminating inhibitors
Proceedings of the National Academy of Sciences 74, 5463-5467 (1977)
doi:10.1073/pnas.74.12.5463
Cock, P.J., et al.
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

Mullis, K.B.
The unusual origin of the polymerase chain reaction
Scientific American 262, 56-65 (1990)
doi:10.1038/scientificamerican0490-56
SantaLucia, J.
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
Bustin, S.A., et al.
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
Livak, K.J., Schmittgen, T.D.
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

Jinek, M., et al.
A programmable dual-RNA–guided DNA endonuclease in adaptive bacterial immunity
Science 337, 816-821 (2012)
doi:10.1126/science.1225829
Cong, L., et al.
Multiplex genome engineering using CRISPR/Cas systems
Science 339, 819-823 (2013)
doi:10.1126/science.1231143
Hsu, P.D., et al.
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

Kyte, J., Doolittle, R.F.
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
Bradford, M.M.
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
Smith, P.K., et al.
Measurement of protein using bicinchoninic acid
Analytical Biochemistry 150, 76-85 (1985)
doi:10.1016/0003-2697(85)90442-7
Gill, S.C., von Hippel, P.H.
Calculation of protein extinction coefficients from amino acid sequence data
Analytical Biochemistry 182, 319-326 (1989)
doi:10.1016/0003-2697(89)90602-7
Edelhoch, H.
Spectroscopic determination of tryptophan and tyrosine in proteins
Biochemistry 6, 1948-1954 (1967)
doi:10.1021/bi00859a010

Enzyme Kinetics

Michaelis, L., Menten, M.L.
Die Kinetik der Invertinwirkung
Biochemische Zeitschrift 49, 333-369 (1913)
doi:10.1016/S0021-9258(19)52451-6
Lineweaver, H., Burk, D.
The determination of enzyme dissociation constants
Journal of the American Chemical Society 56, 658-666 (1934)
doi:10.1021/ja01318a036

SDS-PAGE & Western Blotting

Laemmli, U.K.
Cleavage of structural proteins during the assembly of the head of bacteriophage T4
Nature 227, 680-685 (1970)
doi:10.1038/227680a0
Towbin, H., Staehelin, T., Gordon, J.
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

Henderson, L.J.
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
Good, N.E., et al.
Hydrogen ion buffers for biological research
Biochemistry 5, 467-477 (1966)
doi:10.1021/bi00866a011
Sambrook, J., Russell, D.W.
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

Swinehart, D.F.
The Beer-Lambert law
Journal of Chemical Education 39, 333-335 (1962)
doi:10.1021/ed039p333
Mayerhöfer, T.G., et al.
The Beer-Lambert law and its derivation
ChemPhysChem 20, 511-515 (2019)
doi:10.1002/cphc.201801073
Koch, A.L.
Turbidity measurements of bacterial cultures in some available commercial instruments
Analytical Biochemistry 38, 252-259 (1970)
doi:10.1016/0003-2697(70)90174-0
Stevenson, K., et al.
General calibration of microbial growth in microplate readers
Scientific Reports 6, 38828 (2016)
doi:10.1038/srep38828
Myers, J.A., et al.
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

Trypan Blue Exclusion Test
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
Freshney, R.I.
Culture of Animal Cells: A Manual of Basic Technique and Specialized Applications
John Wiley & Sons (2015)
doi:10.1002/9781118873540

Molecular Cloning & Assembly

Gibson, D.G., et al.
Enzymatic assembly of DNA molecules up to several hundred kilobases
Nature Methods 6, 343-345 (2009)
doi:10.1038/nmeth.1318
Engler, C., et al.
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

Student (W.S. Gosset)
The probable error of a mean
Biometrika 6, 1-25 (1908)
doi:10.2307/2331554
Fisher, R.A.
Statistical methods for research workers
Oliver and Boyd, Edinburgh (1925)
doi:10.1007/978-1-4612-4380-9
Pearson, K.
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
Welch, B.L.
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

Shannon, C.E.
A mathematical theory of communication
Bell System Technical Journal 27, 379-423 (1948)
doi:10.1002/j.1538-7305.1948.tb01338.x
Schneider, T.D., Stephens, R.M.
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

Legendre, A.M.
Nouvelles méthodes pour la détermination des orbites des comètes
Firmin Didot, Paris (1805)
doi:10.1007/978-1-4612-4380-9
Gauss, C.F.
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

Needleman, S.B., Wunsch, C.D.
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
Smith, T.F., Waterman, M.S.
Identification of common molecular subsequences
Journal of Molecular Biology 147, 195-197 (1981)
doi:10.1016/0022-2836(81)90087-5
Altschul, S.F., et al.
Basic local alignment search tool
Journal of Molecular Biology 215, 403-410 (1990)
doi:10.1016/S0022-2836(05)80360-2

Phylogenetics

Felsenstein, J.
Evolutionary trees from DNA sequences: a maximum likelihood approach
Journal of Molecular Evolution 17, 368-376 (1981)
doi:10.1007/BF01734359
Saitou, N., Nei, M.
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

Sharp, P.M., Li, W.H.
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
Wright, F.
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

Bailey, T.L., Elkan, C.
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
Stormo, G.D.
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

Roberts, R.J.
Restriction enzymes and their isoschizomers
Nucleic Acids Research 13, r165-r200 (1985)
doi:10.1093/nar/13.suppl.r165
Smith, H.O., Wilcox, K.W.
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
Nathan, D., Smith, H.O.
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

Weiss, B., Richardson, C.C.
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
Cohen, S.N., et al.
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

Eagle, H.
Nutrition needs of mammalian cells in tissue culture
Science 122, 501-514 (1955)
doi:10.1126/science.122.3168.501
Dulbecco, R., Vogt, M.
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
Hayflick, L., Moorhead, P.S.
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

Baltimore, D.
Expression of animal virus genomes
Bacteriological Reviews 35, 235-241 (1971)
doi:10.1128/br.35.3.235-241.1971
Temin, H.M., Mizutani, S.
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

Venter, J.C., et al.
The sequence of the human genome
Science 291, 1304-1351 (2001)
doi:10.1126/science.1058040
Lander, E.S., et al.
Initial sequencing and analysis of the human genome
Nature 409, 860-921 (2001)
doi:10.1038/35057062
Fleischmann, R.D., et al.
Whole-genome random sequencing and assembly of Haemophilus influenzae Rd
Science 269, 496-512 (1995)
doi:10.1126/science.7542800

SNP Analysis & Genetic Variation

Kruglyak, L., Nickerson, D.A.
Variation is the spice of life
Nature Genetics 27, 234-236 (2001)
doi:10.1038/85776
Sachidanandam, R., et al.
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

Bentley, D.R., et al.
Accurate whole human genome sequencing using reversible terminator chemistry
Nature 456, 53-59 (2008)
doi:10.1038/nature07517
Margulies, M., et al.
Genome sequencing in microfabricated high-density picolitre reactors
Nature 437, 376-380 (2005)
doi:10.1038/nature03959
Shendure, J., et al.
Accurate multiplex polony sequencing of an evolved bacterial genome
Science 309, 1728-1732 (2005)
doi:10.1126/science.1117389

Sequence Quality Assessment

Ewing, B., et al.
Base-calling of automated sequencer traces using phred. I. Accuracy assessment
Genome Research 8, 175-185 (1998)
doi:10.1101/gr.8.3.175
Andrews, S.
FastQC: A quality control tool for high throughput sequence data
Babraham Bioinformatics (2010)
doi:10.1093/bioinformatics/btp636

Fluorescence & Microscopy

Fluorescence Principles

Jablonski, A.
Efficiency of anti-Stokes fluorescence in dyes
Nature 131, 839-840 (1933)
doi:10.1038/131839b0
Shimomura, O., et al.
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
Tsien, R.Y.
The green fluorescent protein
Annual Review of Biochemistry 67, 509-544 (1998)
doi:10.1146/annurev.biochem.67.1.509

Microscopy & Imaging

Abbe, E.
Beiträge zur Theorie des Mikroskops und der mikroskopischen Wahrnehmung
Archiv für Mikroskopische Anatomie 9, 413-468 (1873)
doi:10.1007/BF02956173
Minsky, M.
Microscopy apparatus
US Patent 3,013,467 (1961)
doi:10.1364/AO.27.003403

Radioactivity & Laboratory Safety

Radioactivity Principles

Becquerel, H.
Sur les radiations émises par phosphorescence
Comptes Rendus 122, 420-421 (1896)
doi:10.1021/ed005p168
Curie, M., Curie, P.
Sur une substance nouvelle radioactive, contenue dans la pechblende
Comptes Rendus 127, 175-178 (1898)
doi:10.1021/ed005p168
Rutherford, E.
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

Hevesy, G.
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
Yalow, R.S., Berson, S.A.
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

Hodgkin, A.L., Huxley, A.F.
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
McCulloch, W.S., Pitts, W.
A logical calculus of the ideas immanent in nervous activity
Bulletin of Mathematical Biophysics 5, 115-133 (1943)
doi:10.1007/BF02478259
Kandel, E.R., et al.
Principles of Neural Science
McGraw-Hill Education (2013)
doi:10.1016/B978-0-444-52902-2.00007-X

Electrophysiology

Neher, E., Sakmann, B.
Single-channel currents recorded from membrane of denervated frog muscle fibres
Nature 260, 799-802 (1976)
doi:10.1038/260799a0
Hamill, O.P., et al.
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 Core Team
R: A language and environment for statistical computing
R Foundation for Statistical Computing, Vienna, Austria (2023)
doi:10.1007/978-3-540-74686-7
Hunter, J.D.
Matplotlib: A 2D graphics environment
Computing in Science & Engineering 9, 90-95 (2007)
doi:10.1109/MCSE.2007.55
Bostock, M., et al.
D3: Data-Driven Documents
IEEE Transactions on Visualization and Computer Graphics 17, 2301-2309 (2011)
doi:10.1109/TVCG.2011.185

Bioinformatics Software

Cock, P.J., et al.
Biopython: freely available Python tools for computational molecular biology and bioinformatics
Bioinformatics 25, 1422-1423 (2009)
doi:10.1093/bioinformatics/btp163
Huber, W., et al.
Orchestrating high-throughput genomic analysis with Bioconductor
Nature Methods 12, 115-121 (2015)
doi:10.1038/nmeth.3252
Gentleman, R.C., et al.
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
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

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

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Citation Information

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