List of research methods in biology

This list of research methods in biology is an index to articles about research methodologies used in various branches of biology.

Research design and analysis

Research designs

Research designUtilityPotential analysis
Between-group designExperiment that has two or more groups of subjects each being tested by a different testing factor simultaneouslyStudent's t-test, Analysis of variance, Mann–Whitney U test
Repeated measures designA research design that involves multiple measures of the same variable taken on the same or matched subjects either under different conditions or over two or more time periods.[1]Paired t-test, Wilcoxon signed-rank test

Charts and diagrams

AnalysisUtilityBranch
Dose–response curvesGraph that shows the magnitude of the response of an organism, as a function of exposure (or doses) to a stimulus or stressor (usually a chemical) after a certain exposure time[2]Physiology
ElectroencephalogramGraph that shows voltage fluctuations resulting from ionic current within the neurons of the brain[3]Neuroscience
ElectrocardiogramGraph of voltage versus time of the electrical activity of the heart[4] using electrodes placed on the skinPhysiology
Manhattan plotUsed to display data with a large number of data-points, many of non-zero amplitude, and with a distribution of higher-magnitude values. The plot is commonly used in genome-wide association studies (GWAS) to display significant SNPs.[5]Genetics
Pedigree chartUsed to show the occurrence of phenotypes of a particular gene or organism and its ancestors from one generation to the next,[6][7][8] most commonly humans, show dogs,[9] and race horsesGenetics
Phylogenetic treeUsed to show the evolutionary relationships among various biological species or other entities based upon similarities and differences in their physical or genetic characteristicsSystematics, Evolutionary biology
Population pyramidUsed to illustrate the distribution of a population (typically that of a country or region of the world) by age groups and sex; it typically forms the shape of a pyramid when the population is growing[10]Population ecology
Punnett squareUsed to predict the genotypes of a particular cross or breeding experimentGenetics

Statistical analyses

AnalysisUtilityType
Analysis of varianceA collection of statistical models and their associated estimation procedures (such as the "variation" among and between groups) used to analyze the differences among meansStatistical model
Chi-squared testA statistical hypothesis test that is valid to perform when the test statistic is chi-squared distributed under the null hypothesis, specifically Pearson's chi-squared test and variants thereofStatistical hypothesis test
Mann–Whitney U testA statistical hypothesis test of the null hypothesis that, for randomly selected values X and Y from two populations, the probability of X being greater than Y is equal to the probability of Y being greater than XNonparametric statistics
Student's t-testAny statistical hypothesis test in which the test statistic follows a Student's t-distribution under the null hypothesisParametric statistics

Laboratory techniques

MethodUtilityBranches
Agarose gel electrophoresisUsed to separate a mixed population of macromolecules such as DNA or proteins in a matrix of agarose, one of the two main components of agarBiochemistry, Molecular biology, Genetics
Animal ModelUsed for researching diseases and disorders in humans. Some animals may have human-like traits, such as mice, while others may have traits that are ideal for research, such as the squid giant axonBiochemistry, Neuroscience, Physiology
Biological ablationUsed to remove a biological structure or functionalityGenetics, Physiology
Calcium imagingUsed to optically measure the status of calcium ions (Ca2+) in an isolated cell, tissue or mediumPhysiology
Cell isolationProcess of separating individual living cells from a solid block of tissue or cell suspensionCell biology
CentrifugationUse of centrifugal force to separate particles from a solution according to their size, shape, density, medium viscosity, and rotor speedCell biology, Biochemistry
CRISPR gene editingUsed to modify the genomes of living organisms based on a simplified version of the bacterial CRISPR-Cas9 antiviral defense systemMolecular biology
DNA sequencerUsed to automate the DNA sequencing processGenetics, Molecular biology
Enzyme-linked immunosorbent assay (ELISA)Used to detect the presence of a ligand (commonly a protein) in a liquid sample using antibodies directed against the protein to be measureBiochemistry, Molecular biology
Gene knockoutUsed to make one of an organism's genes inoperative ("knocked out" of the organism)Molecular biology, Genetics
ImmunostainingUsed of an antibody-based method to detect a specific protein in a sampleMolecular biology, Biochemistry
Intracellular recordingUsed to measure the voltage across a cell membraneNeuroscience, Electrophysiology
MicroarrayAssays (tests) large amounts of biological material using high-throughput screening miniaturized, multiplexed and parallel processing and detection methodsGenetics, Molecular biology
Microelectrode arrayDevices that contain multiple (tens to thousands) microelectrodes through which neural signals are obtained or delivered, essentially serving as neural interfaces that connect neurons to electronic circuitryNeuroscience
MicroscopeUsed to examine objects that are too small to be seen by the naked eyeCell biology
Molecular cloningUsed to assemble recombinant DNA molecules and to direct their replication within host organisms.[11]Molecular biology
Northern blotUsed to study gene expression by detection of RNA (or isolated mRNA) in a sample.[12][13]Molecular biology
OptogeneticsUses light to control neurons that have been genetically modified to express light-sensitive ion channelsNeuroscience
OscilloscopeUsed to graphically displays varying signal voltages, usually as a calibrated two-dimensional plot of one or more signals as a function of timeNeuroscience, Physiology
Paper chromatographyUsed to separate coloured chemicals or substances.[14]Molecular biology
Patch clampUsed to study ionic currents in individual isolated living cells, tissue sections, or patches of cell membraneElectrophysiology, Neuroscience
Polymerase chain reaction (PCR)Used to rapidly make millions to billions of copies (complete copies or partial copies) of a specific DNA sample, allowing scientists to take a very small sample of DNA and amplify it (or a part of it) to a large enough amount to study in detailGenetics, Molecular biology
Somatic cell nuclear transferUsed for creating a viable embryo from a body cell and an egg cellDevelopmental biology
Southern blotUsed to detect specific DNA sequence in DNA samplesMolecular biology
Test crossUsed to determine whether an individual is homozygous or heterozygous dominantGenetics
Voltage clampUsed to measure the ion currents through the membranes of excitable cells, such as neurons, while holding the membrane voltage at a set level.[15]Physiology, Neuroscience
Western blotUsed analytical technique in molecular biology and immunogenetics to detect specific proteins in a sample of tissue homogenate or extractMolecular biology
X-ray crystallographyUsed to determine the atomic and molecular structure of a crystal, in which the crystalline structure causes a beam of incident X-rays to diffract into many specific directionsStructural biology

Field techniques

MethodUtilityBranches
Distance samplingUsed for estimating the density and/or abundance of populationsEcology
Mark and recaptureUsed to estimate an animal population's size where it is impractical to count every individual.[16]Ecology

Computational tools

Mathematical models

ModelUtilityBranches
Exponential integrate-and-fireDescribes compact and computationally efficient nonlinear spiking neuron models with one or two variablesNeuroscience
FitzHugh–Nagumo modelDescribes a prototype of an excitable system (e.g., a neuron)Neuroscience
Hardy–Weinberg principleStates that allele and genotype frequencies in a population will remain constant from generation to generation in the absence of other evolutionary influencesGenetics, Evolutionary biology
Hodgkin–Huxley modelDescribes how action potentials in neurons are initiated and propagatedNeuroscience
Infinite sites modelAllows for the calculation of heterozygosity, or genetic diversity, in a finite population and for the estimation of genetic distances between populations of interest[17]Evolutionary biology
Logistic growthDescribes the growth of a population as exponential, followed by a decrease in growth, and bound by a carrying capacity due to environmental pressures.[18]Ecology
Lotka–Volterra equationsDescribe the dynamics of biological systems in which two species interact, one as a predator and the other as preyEcology
Moran processStochastic process that describes finite populationsGenetics
Species–area relationshipdescribes the relationship between the area of a habitat, or of part of a habitat, and the number of species found within that areaEcology

Algorithms

AlgorithmUtilityBranches
Evolutionary algorithmUses mechanisms inspired by biological evolution. Candidate solutions to the optimization problem play the role of individuals in a population, and the fitness function determines the quality of the solutions.Neuroscience

References

  1. Salkind, Neil J. "Repeated Measures Design". SAGE Research Methods. SAGE. Retrieved 8 January 2019.
  2. Crump, K. S.; Hoel, D. G.; Langley, C. H.; Peto, R. (1 September 1976). "Fundamental Carcinogenic Processes and Their Implications for Low Dose Risk Assessment". Cancer Research. 36 (9 Part 1): 2973–2979. PMID 975067.
  3. Niedermeyer E.; da Silva F.L. (2004). Electroencephalography: Basic Principles, Clinical Applications, and Related Fields. Lippincott Williams & Wilkins. ISBN 978-0-7817-5126-1.
  4. Lilly, Leonard S, ed. (2016). Pathophysiology of Heart Disease: A Collaborative Project of Medical Students and Faculty (sixth ed.). Lippincott Williams & Wilkins. p. 74. ISBN 978-1451192759.
  5. Gibson, Greg (2010). "Hints of hidden heritability in GWAS". Nature Genetics. 42 (7): 558–560. doi:10.1038/ng0710-558. PMID 20581876. S2CID 34546516.
  6. pedigree chart Genealogy Glossary - About.com, a part of The New York Times Company.
  7. "HELP - Ancestral File - Pedigree Chart". familysearch.org. Retrieved 6 April 2018.
  8. Documenting Your Pedigree Chart By Melody Daisson - GeneaSearch.com
  9. "AKC Pedigree: How to Purchase a Document on Your Dog's Lineage".
  10. "Population Pyramids of the World from 1950 to 2100". PopulationPyramid.net. Retrieved 21 April 2018.
  11. Watson JD (2007). Recombinant DNA: genes and genomes: a short course. San Francisco: W.H. Freeman. ISBN 978-0-7167-2866-5.
  12. Alberts, B., Johnson, A., Lewis, J. Raff, M., Roberts, K., Walter, P. 2008. Molecular Biology of the Cell, 5th ed. Garland Science, Taylor & Francis Group, NY, pp 538–539.
  13. Kevil, C. G., Walsh, L., Laroux, F. S., Kalogeris, T., Grisham, M. B., Alexander, J. S. (1997) An Improved, Rapid Northern Protocol. Biochem. and Biophys. Research Comm. 238:277–279.
  14. "Paper chromatography | chemistry". Encyclopedia Britannica. Retrieved 2018-06-01.
  15. Nowotny, Dr Thomas; Levi, Dr Rafael (2014). Jaeger, Dieter; Jung, Ranu (eds.). Encyclopedia of Computational Neuroscience. Springer New York. pp. 1–5. doi:10.1007/978-1-4614-7320-6_137-2. ISBN 9781461473206.
  16. "Mark-Recapture".
  17. Kimura, Motoo (1969-04-01). "The Number of Heterozygous Nucleotide Sites Maintained in a Finite Population Due to Steady Flux of Mutations". Genetics. 61 (4): 893–903. doi:10.1093/genetics/61.4.893. ISSN 0016-6731. PMC 1212250. PMID 5364968.
  18. Renshaw, Eric (1991). Modeling Biological Populations in Space and Time. Cambridge University Press. pp. 6–9.
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