1973 plasmid construction experiment 2026-10-18
In his account of the 1973 work, Stanley Norman Cohen describes purified R6-5 plasmid DNA cut with EcoRI, reassociated and joined by DNA ligase. The mixture entered calcium chloride-treated Escherichia coli; plates containing antibiotics selected biological colonies showing antibiotic resistance. The recovered pSC102 carried three R6-5 fragments and kanamycin antibiotic resistance. The team then joined material from pSC102 to the carrier pSC101 providing tetracycline antibiotic resistance, recovering pSC105 with both forms of antibiotic resistance.[ref]
DNA cloning: A personal view after 40 years by Stanley Norman Cohen. Cohen (2013), The Hawaii Meeting and the Initial DNA Cloning Experiments, Figure 2 and Figure 3 caption; pSC102, pSC101 and pSC105 identities
Stained agarose gel electrophoresis, gradient centrifugation and electron microscope comparisons characterized recovered plasmids. Parental and mixture lanes in Figure 3 supplied fragment comparisons; pSC101 alone gave one EcoRI fragment, while pSC105 combined its carrier fragment with the resistance-bearing fragment. This supported joined, propagating genetic material beyond selection alone. The comparisons did not determine every nucleotide sequence or establish a universal construction efficiency.[ref]
DNA cloning: A personal view after 40 years by Stanley Norman Cohen. Cohen (2013), paragraphs describing the two laboratories' analyses and Figure 3, top and bottom: parental, mixed and recovered DNA comparisons
The interesting inference combines two kinds of evidence: a recoverable phenotype identifies descendants worth examining, and the extracted DNA tests a structural explanation. The fragment comparisons are molecular scientific controls; they answer a different objection from a control for background growth. The hypothetical diagrams here illustrate that logic without reproducing the historical fragment lengths or biological colony counts.
Experimental tractability Created 2026-10-13 Updated 2026-10-20
Experimental tractability is the practical ability to cultivate a system, manipulate the variables of interest, and obtain an interpretable readout with appropriate scientific controls. In Saccharomyces cerevisiae, inexpensive cultivation, accessible haploid and diploid states, and tools for introducing DNA make controlled changes of genotype feasible. A haploid biological strain exposes a changed allele without a second copy at that genetic locus, while crosses and meiosis permit tests of inheritance. [ref]
Budding Yeast for Budding Geneticists: A Primer on the Saccharomyces cerevisiae Model System by Andrea A. Duina and others. Duina, Miller and Keeney (2014), introduction, Figure 2 and Experimental Toolkit and Related Resources
An accessible readout is not necessarily a direct measurement of the mechanism. Growth of a biological colony integrates many cellular functions. Failure to grow could reflect the intended gene deletion, unsuitable conditions, failed genetic transformation, or another mutation. Matching the genetic background and using scientific controls narrows these alternatives. Ease of doing an experiment and strength of its inference are distinct advantages.
Germination assay 2026-10-14
A specified test for germination, recording the endpoint, conditions and observation window. For a proposed red/far-red light test, use randomization to allocate one seed lot to darkness, red, red then far-red, and red then far-red then red. Match hydration, temperature, handling and elapsed time before counting; use sham waiting periods to equalize schedules. Use dish replication, retain the dark scientific control, and record radicle emergence using an observation procedure that does not itself provide an uncontrolled light treatment. This is a proposed design, not a claim about the 1952 paper's randomization or replication.
As an original hypothetical counting example, begin with seeds in one dish. Suppose 12 first meet the radicle endpoint by 24 hours, eight additional seeds by 48 hours, and four additional seeds by 72 hours. These invented event counts giveand cumulative sample proportions , and . The 48-hour increment is , not ; the latter includes earlier events. Counting the same emerged radicle again at each inspection would inflate the total. These numbers illustrate bookkeeping, not biological rates or treatment effects.
With a fixed denominator and irreversible classification of the first endpoint event, the set counted at an earlier inspection is a subset of the set counted later. Hence and cannot decrease. This short proof applies to cumulative germination counts even if a later seedling dies. A count of currently surviving seedlings has a different definition and can decrease.
For treatment comparisons, the dish may be the experimental unit: seeds in the same dish share conditions. Forty seeds in one dish do not supply forty independent dish replicates. Report the sample size, replication, endpoint time and denominator; a sample proportion by a deadline measures this assay's outcome, not an unconditional fraction with seed viability.
Indirect selection of bacterial mutants 2026-10-18
Indirect selection of bacterial mutants recovers a source using a related sample's tested phenotype, rather than directly challenging the retained lineage. A positive example uses a surviving replica biological colony to locate its unexposed source. A negative example uses failure to grow in one condition to locate a source that does grow elsewhere. The second is particularly useful for finding auxotrophy: dependence on an externally supplied nutrient.
Construct a four-by-four teaching layout with rows A–D and columns 1–4. The master has 13 biological colonies; A4, D1 and D4 are empty. A growth-supporting control replica grows at every occupied master site except B2 and C3. A replica lacking an assumed nutrient X grows at those same control sites except A2 and C1. All other requirements are stipulated equal. These are invented readouts, not observations from the Lederberg replica plating experiment.
An original replica plating map separates retrieval candidates, unresolved transfer and absent sources
. Constructed four-by-four master, control and nutrient-X-omission readouts, viewed in the same orientation. Blue discs mean growth. Orange rings identify A2 and C1 for recovery from the master. Red crosses mark B2 and C3, which lack growth even on the control; gray dashes mark positions empty on the master. The lower comparison distinguishes these three explanations of an empty restrictive-replica site. No measured data or published plate illustration is reproduced. Details.Let , and be the finite sets of sites with growth on the master, control and X-omission replica respectively. In this construction , with cardinalitiesThe set differencecontains the two condition-dependent candidates. Pick from A2 and C1 on the master, then compare fresh samples of each recovered source with and without X. Restoration of growth when X is supplied supports an X-requirement phenotype, subject to the scientific controls; growth alone does not identify a particular gene or mutation.
By contrast,is unresolved sampling or viability in this first comparison. Neither site should be counted as an X-requirement candidate. The three sites outside have no master source to recover at all. The short logical argument is membership testing: a candidate must belong to , establishing control growth, and not belong to , establishing the contrasting readout. Being outside alone supplies only the second condition. Among the seven empty X-omission sites, two are candidates, two are unresolved and three have no master source. The beauty of the method is that a shared location turns this logical distinction into a practical retrieval route.
The 1952 experiment used Grand Rapids lettuce seeds on wetted blotters in covered dishes. After 16 hours in darkness, seven lots of 200 received successive alternating exposures: one minute of red light at –, then four minutes above , with one lot removed after each exposure. Treated lots and a dark scientific control remained at for two days; germinated seeds were counted. Separate wavelength tests used a two-glass-prism spectrograph.[ref]
A Reversible Photoreaction Controlling Seed Germination by Harry Alfred Borthwick and others. A Reversible Photoreaction Controlling Seed Germination, pp. 662–664: preparation, spectrograph and alternating-exposure protocol
Table 1 shows alternating promotion and suppression according to the final exposure. Red light could restore promotion after far-red light; suppression was incomplete. This reversibility supports a reversible sensing state rather than simple cumulative illumination. The paper did not isolate or identify the pigment; the response concerns this lettuce preparation and timing. Its readout was a two-day germination count, not subsequent seedling performance.[ref]
A Reversible Photoreaction Controlling Seed Germination by Harry Alfred Borthwick and others. A Reversible Photoreaction Controlling Seed Germination, p. 663 pigment-identification limitation and p. 665 Table 1
The modern phytochrome description distinguishes forms and that interconvert under red and far-red light. This provides a concrete example of signal transduction: light changes a sensing state that affects development. The response should be distinguished from photosynthesis, which supplies chemical resources.[ref]
Biology 2e by Mary Ann Clark and others. Biology 2e, §30.6 The Phytochrome System and the Red/Far-Red Response, Figure 30.38: interconversion and cellular response
Negative control outcome Created 2026-09-24 Updated 2026-10-14
A negative control outcome cannot plausibly be caused by treatment, so an estimated effect can reveal bias.
Unlike treatment comparison alone, this scientific control checks for an association that should vanish under the intended causal model.
PCR controls 2026-10-14
PCR controls are scientific controls that separate different explanations for a readout. A no-template reaction contains the PCR primers and copying reagents but replaces the added template with water or sample buffer. Amplification there can indicate carried-over DNA or a primer dimer; a clean result does not exclude contamination confined to one sample.[ref]
How can I distinguish non-template amplification (NTC) from real products? by New England Biolabs. FAQ: target-free control reactions and differing product sizes or melt profiles
Different comparisons answer different questions. A known amplifiable template tests whether the PCR primers, DNA polymerase and thermal cycler can produce the expected amplicon. An extraction blank follows sample preparation without adding the sampled material. A separate amplifiable interval in the sample can test whether recovered DNA supports copying, although success there does not guarantee success at the target. A length standard calibrates gel electrophoresis; it is not a control for the copying reaction. These comparisons are an analytical design extension to the teaching example below, not a claim that its student protocol includes every comparison.
Plasmid selection and confirmation 2026-10-18
Plasmid selection and confirmation separate recovering candidates from establishing what they contain. In an original idealized comparison, stipulate a susceptible recipient and a selectable marker that permits growth under the chosen condition. The intended 6000-base pair construction and an empty carrier retaining that marker can both yield biological colonies. If removal of the 1500-base pair plasmid insert followed by DNA ligation joins its two boundaries without losing other material, the empty carrier is base pairs. Selection for their shared selectable marker cannot distinguish these candidates.
Use separate scientific controls for separate uncertainties. A recipient-only comparison tests background growth under selection. A known intact plasmid tests whether recipient preparation, genetic transformation and recovery can yield selected carriers. A carrier-only construction comparison tests recovery in the absence of added plasmid insert. Growth on supporting cell culture medium tests viability under that supporting condition. These are analytical comparisons for the constructed example, not a list claimed to have been performed in the 1973 plasmid construction experiment.
Recover candidate DNA, compare a complete restriction digest with the stipulated pattern, and inspect relevant joins by DNA sequencing. Each step narrows the claim: selection supports a growth phenotype; length comparison supports size and some structural features; DNA sequencing tests the letters sampled. Even a confirmed nucleotide sequence does not alone show the intended biological function. That requires an appropriate readout such as functional complementation, with its own scientific controls and recipient genetic background.
Replica plating controls 2026-10-18
Replica plating controls distinguish a growth phenotype from failure of the copying process. A replica on a cell culture medium that supports the starting biological colonies is a touch-transfer scientific control: growth at a site demonstrates that viable biological cells reached that control site. If a source is visible on the master but absent on both control and restrictive replicas, the restrictive readout is unresolved. If it grows on the control but fails on the restrictive replica, the difference is a candidate condition-dependent phenotype.
The touch-transfer scientific control still cannot guarantee transfer to every other replica. A known growing comparison on the restrictive cell culture medium, repeat sampling, and retesting a recovered source address different possible failures. Likewise, an orientation mark checks which source a site represents; it cannot check whether any biological cells arrived. Gentle, aligned contact helps preserve the map. In Investigations in Molecular Cell Biology by Clare M. O’Connor, section 12.6: Exercise 2 - Replica plating and complementation, the instructions align master and carrier marks and call for light, even contact.[ref]
12.6: Exercise 2 - Replica plating and complementation. Investigations in Molecular Cell Biology by Clare M. O’Connor; Introductory light-touch instruction and steps 1–2: orientation marks, aligned inversion and gentle even contact
For indirect selection of bacterial mutants, keep the recovery route on the unexposed master. Returning a carrier that has touched a challenged replica to that master would introduce a possible exposure route. The original experiment's stray-bacteriophage check addresses contamination of the retained lineage, while the orientation and touch-transfer scientific controls address spatial identity and successful sampling. These questions must be checked separately.
Replication in experimental design Created 2026-10-07 Updated 2026-10-18
Replication in experimental design repeats a treatment on multiple independent experimental units, so that variation between those units can inform a treatment contrast and its standard error. Repeated measurements on one experimental unit can improve measurement precision without providing additional independent treatment replication. The experimental unit is identified by where the treatment is applied, rather than by how many responses are recorded.[ref]
Experimental unit (NC3Rs Experimental Design Assistant). Experimental unit, “Why is the experimental unit important?” and “Know your experimental unit”, revised 31 October 2023
For a constructed example, grow one plant in each of eight separate pots. Apply treatment A to four pots and treatment B to four pots, without sharing drainage water between pots. Measure the length of three leaves per pot. The pot is the experimental unit; the leaf is the observational unit. There are four treatment replicates per group, eight experimental units overall, and measurements. The three leaves in one pot are nested measurements, because they share the same plant and treatment application. The setup assumes that pots do not affect one another; simply putting them in separate containers does not establish statistical independence.
Constructed two-treatment design: eight pot experimental units contain twenty-four leaf observational units
. Each outlined pot receives one treatment application and supplies three nested measurements. A pot label marks an experimental unit, not a measured response value. Details.Randomization chooses which experimental units receive which treatments; replication supplies multiple experimental units receiving the same treatment. These solve different problems. In the balanced allocation above, choose the four A pots uniformly among the possible subsets. A particular pot has probability of receiving A. Given that one pot receives A, a second receives A with conditional probability , rather than . Thus the assignments are not independent random variables, even though the experimental units can supply independent responses conditional on those assignments in a suitable statistical model.
An actual ecology experiment illustrates why the distinction matters. In Stuart H. Hurlbert's account, twelve experimental ponds initially received zero, fifty or 450 fish, with five, four and three ponds respectively. Preparation included assessing variation between ponds before introducing fish; allocation considered both location and existing differences between ponds. The zero-fish ponds supplied the scientific control. These were repeated treatment applications to ponds, not twelve samples from one pond.[ref]
Pseudoreplication and the Design of Ecological Field Experiments by Stuart H. Hurlbert. Pseudoreplication and the Design of Ecological Field Experiments, pp. 194–195, combined or hybrid allocation approach and the Hurlbert–Mulla experiment
The original article followed the southern California ponds for ten months. Its readouts included zooplankton populations and total phytoplankton; it reported decreases in some zooplankton populations and increased total phytoplankton.[ref]
Impacts of mosquitofish (Gambusia affinis) predation on plankton communities by Stuart H. Hurlbert and Mir Subhan Mulla. Impacts of mosquitofish (Gambusia affinis) predation on plankton communities, abstract, Hydrobiologia 83, pp. 125–151, August 1981
Repeated sampling within a pond helps describe its response through time, while ponds supply treatment replication. Unequal group sizes and initial pond variation matter for the statistical model; the treatment counts alone do not establish equal variances or independent responses. Sanger-Nicklen-Coulson sequencing experiment 2026-10-18
In 1977, Frederick Sanger, S. Nicklen and Alan Coulson tested chain termination on Phi X 174 DNA. They isolated restriction enzyme fragments as primers, heated them with template to for three minutes and annealed at for thirty minutes. Four extension mixtures used the Klenow fragment of DNA polymerase and radioactive dATP. Their Figure 1 used ddGTP, ddATP, ddTTP and araCTP, an alternative terminating substrate; Figure 2 used all four dideoxy types. This distinction matters when relating the original experiments to an all-ddNTP teaching model.[ref]
DNA sequencing with chain-terminating inhibitors by Frederick Sanger and others. Sanger, Nicklen and Coulson, DNA sequencing with chain-terminating inhibitors, PNAS 74 (1977), pp. 5463–5465, Sequencing Procedure and Figures 1–2
Figure 1 used a 12% acrylamide gel at for fourteen hours, read by autoradiography. Omitting the unlabeled dATP chase caused unwanted A stops across samples: a chemistry scientific control. Ordered bands supported local nucleotide sequences; comparisons could revise provisional assignments. Weak T bands, unresolved long runs and structure-dependent migration limited interpretation. The paper's observations are evidence from particular preparations, not a guarantee that every endpoint is resolved.[ref]
DNA sequencing with chain-terminating inhibitors by Frederick Sanger and others. Sanger, Nicklen and Coulson (1977), p. 5464, chase-omission observation and Figure 1 caption; p. 5466, Results: weak T bands, unresolved runs, sequence comparisons and structure-dependent migration
Sanger sequencing controls 2026-10-18
The endpoint argument identifies what its scientific controls must interrogate. A known-template comparison tests whether preparation, copying and detection can produce an interpretable ladder. A no-template comparison tests background arising without the intended template. Agreement from an independently primed opposite-strand read tests the proposed nucleotide sequence through its reverse complement. These are distinct analytical checks; none follows merely from seeing a gel band.
An ambiguous ladder should retain its ambiguity. More than one band at a nominal position can reflect mixed templates or unwanted stops; a missing band can reflect failed detection rather than an absent nucleotide. Four clean lanes are an assumption of the ideal example. They do not establish a unique genome, a biological function, or the frequency of a mutation in a population. The historical observations below show why a control for copying chemistry matters even before interpreting the letters.
Can a gene from Schizosaccharomyces pombe replace a missing function in Saccharomyces cerevisiae? A modern laboratory project tested functional complementation of methionine synthesis. For each tested gene deletion, the investigators compared plasmids carrying the corresponding Saccharomyces cerevisiae gene, a candidate Schizosaccharomyces pombe gene, and an unrelated gene. The first was a positive scientific control; the last was a negative scientific control. The paper describes this design rather than publishing a complete set of individual growth measurements. [ref]
Pathways over Time: Functional Genomics Research in an Introductory Laboratory Course by Todd D. Reeves and others. Reeves, Warner, Ludlow and O’Connor (2018), Course Activities, pp. 5–6 and Table 1: three plasmids, replica plating and protein-expression checks
The recipient biological strains also lacked the ability to make uracil. The pYES2.1/V5-His plasmids carried URA3, a gene restoring that ability, and used the GAL1 gene promoter to control the inserted gene. Initial plates lacked uracil but supplied methionine: this selected biological colonies containing plasmids without requiring successful methionine synthesis. Subsequent plates lacking methionine tested the missing function, comparing galactose induction with glucose conditions. Thus selecting for a plasmid and testing its functional contribution were separate operations. [ref]
Pathways Over Time Plasmids Engage Students in Functional Genomics Research by Clare O’Connor. O’Connor (2018), Plasmid features enable multiple student experiments and Complementation reveals conservation of function
The apparatus can be simple and informative. In the associated protocol, replica plating uses a block covered with velveteen to transfer small samples of biological colonies from a master plate onto plates with different nutrient conditions. Orientation marks preserve correspondence between locations; gentle contact limits the transferred material. The specified replicas omit uracil and methionine with either inducing sugar or glucose, and include a fresh glucose plate supplying methionine. The readout is growth at corresponding locations, not a direct measurement of enzyme activity. [ref]
12.6: Exercise 2 - Replica plating and complementation. O’Connor, Investigations in Molecular Cell Biology, §12.6, introductory paragraphs and steps 1–3: velveteen block, orientation marks and three replica media
The scientific controls answer different objections. Growth on the methionine-supplied replica checks survival and transfer. Rescue by the native gene checks that this biological strain and assay can reveal functional complementation. The unrelated gene tests whether carrying a plasmid alone is sufficient. Comparing induction conditions checks dependence on gene expression, although changing the sugar also changes metabolism: it is not an isolated change of gene expression in every other respect.
If the candidate gene restores growth while those comparisons behave as intended, it supplies a function sufficient for the tested growth requirement in this recipient. Failure to rescue is less decisive: the candidate protein might not be produced, might be altered by its attached tag, or might not work in this cellular context. The investigators therefore also used Western blots to examine protein production. A detected protein still does not establish correct protein folding or catalytic activity. [ref]
Pathways over Time: Functional Genomics Research in an Introductory Laboratory Course by Todd D. Reeves and others. Reeves et al. (2018), Course Activities, pp. 5–6: functional conservation, tag interference and Western-blot follow-up


