Model Organisms & Systems — Cross-Cutting Comparison

This note compares the model organisms a biologist actually chooses between when designing an experiment — prokaryote vs unicellular eukaryote vs invertebrate vs vertebrate vs plant — across every Biology library note that touches a system. Each section tabulates the organisms used at that taxonomic level against the dimensions that drive selection (generation time, genome accessibility, ethical burden, translational distance). The final decision tree maps research question types onto the appropriate model so a starting graduate student can narrow from “I study X” to a workable organism in one read.

See also

1. The five dimensions every model choice answers

Before picking an organism, every PI implicitly scores against five axes. The textbook says “pick the simplest model that answers the question” — the practical reality is that funding, regulation, animal-facility access, and the local antibody supply chain shift the simplest answer by a tier.

DimensionCheap endExpensive endWhy it matters
Generation timeE. coli (20 min)macaque (5 yr to sexual maturity)how many generations you get per PhD
Genome sizeM. genitalium (580 kb, 470 genes)salamander (120 Gb, 40x human)assembly cost; CRISPR-screen scope
Transgenic accessibilityyeast (LiAc-PEG, hours)non-human primate ($100k+, IACUC, 18mo)route from hypothesis to mutant
Ethical / regulatory burdenbacteria, yeast (none)NHP (IACUC + USDA + IRB-adjacent)shapes whether the work happens at all
Evolutionary distance from humannonebacteriatranslational relevance to medicine

A useful rule: drop one tier in evolutionary distance per order of magnitude in throughput. Yeast screens 10⁵ deletions; mouse screens 10² genes well; macaque screens 1 condition. The deeper question is whether the biology you care about exists at that tier — synapses don’t exist in yeast, multicellularity doesn’t exist in E. coli, adaptive immunity doesn’t exist in invertebrates.

2. Prokaryotic models

The genetics workhorse layer. Most molecular biology textbooks were written from E. coli K-12 data; the rest are specialists chosen for a single biological phenomenon.

OrganismStrain / sequenceGenerationGenomeStrengthWhen to useCaveatsLinked note
E. coli K-12MG1655, DH5α, BL21(DE3)20 min4.6 Mb, ~4,300 genestooling depth — every plasmid, antibiotic, screen, biosensormolecular biology, protein expression, synthetic biology, biosensorsnot a real environmental organism; lab-adaptedmicrobiology-foundations / synthetic-biology-and-bioengineering
E. coli (pathogenic)EHEC O157:H7, ETEC, UPEC20 min5.5 Mbhost-pathogen for enteric disease, T3SS biologygut pathogen mechanisms, AMRBSL-2 (O157:H7), distinct strain handlingmicrobiology-foundations
B. subtilis 168trpC2 marker25 min4.2 MbGram-positive cell wall biology, sporulation, natural competencesporulation, biofilm, cell-cycle in G+ contextdistinct cell-envelope chemistry from E. colimicrobiology-foundations
M. tuberculosis H37Rvalso CDC1551, Erdman24 hr (extremely slow)4.4 Mb, ~4,000 genesgranuloma + macrophage pathogenesis, latency, drug discovery for TBTB drug + vaccine pipelinesBSL-3 — only a few hundred labs worldwide; long experimentsmicrobiology-foundations / immunology-foundations
M. smegmatismc²1553 hr7 Mbfast-growing mycobacterium proxypreliminary TB tooling, BSL-2 surrogatephysiology differs from M. tbmicrobiology-foundations
V. choleraeEl Tor N16961, classical O39530 min4 Mb (2 chromosomes)quorum sensing (CqsA/LuxO), Type VI secretion, biofilm-to-virulence switchquorum sensing, marine pathogen biologyrequires BSL-2, two-chromosome layout is unusualmicrobiology-foundations
C. crescentus CB15NNA100090 min4 Mbasymmetric cell division — stalked vs swarmercell-cycle asymmetry, polar protein localizationniche tooling, not universally adaptedcell-molecular-biology
R. sphaeroides 2.4.14 hr (photoheterotrophic)4.6 Mb (2 chromosomes + 5 plasmids)photosynthesis machinery, anaerobic respirationphotosynthetic reaction center, redox biologyfinicky photobioreactor handlingmicrobiology-foundations
D. radiodurans R1ATCC 13939100 min3.3 Mb (2 chrom + 2 plasmids)survives 5,000 Gy ionizing radiation (1,000× lethal human dose)DNA-damage repair, extremophile biologyrequires γ-source for canonical experimentsmicrobiology-foundations
M. genitalium G3716 hr0.58 Mb, 470 genesminimal-genome paradigm — JCVI-syn3.0 (473 genes) derivativeminimal genome research, synthetic biology bottom-upextremely slow; few traditional toolssynthetic-biology-and-bioengineering
Synechocystis sp. PCC 680312 hr3.6 Mbcyanobacterial photosynthesis, naturally competentphotosynthesis, carbon fixation, biofuels chassisphotoautotrophic culture requires light + CO₂microbiology-foundations
S. coelicolor A3(2)4 hr8.7 Mb (linear)secondary metabolite biosynthesis, sporulating myceliumantibiotic discovery, BGC researchlinear chromosome; complex life cyclemicrobiology-foundations

Decision logic at this tier:

  • Need fast doubling + every plasmid/promoter ever made → E. coli K-12.
  • Need Gram-positive context (cell wall, secretion, sporulation) → B. subtilis.
  • Studying TB drugs/vaccines → M. tuberculosis H37Rv (BSL-3) or M. smegmatis (BSL-2 surrogate).
  • Quorum sensing or T6SS → V. cholerae (or V. fischeri for the canonical LuxI/R).
  • Photosynthesis → R. sphaeroides (anoxygenic) or Synechocystis (oxygenic).
  • Radiation resistance / extreme DNA repair → D. radiodurans.
  • Minimal-genome / chassis questions → M. genitalium (or now JCVI-syn3A descendants).

3. Unicellular eukaryotes

The genetics-with-eukaryotic-machinery tier. You get sexual reproduction, organelles, chromatin, true cell cycle, secretory pathway — without animal welfare burden.

OrganismStrainGenerationGenomeStrengthWhen to useCaveatsLinked note
S. cerevisiae (budding yeast)S288C, W303, BY474190 min12 Mb, ~6,000 genesfull genome deletion library, two-hybrid origin, cell-cycle (Hartwell), autophagy (Ohsumi) — multiple Nobelsbasic eukaryotic cell biology, cell cycle, genetic screensbudding division is asymmetric; no metazoan signaling like Wnt/Hedgehogcell-molecular-biology / genetics-and-genomics
S. pombe (fission yeast)972h⁻, 975h⁺2.5 hr14 Mb, ~5,000 genessymmetric fission, mammal-like cell cycle, cdc2/CDK1 paradigm (Nurse, Nobel 2001)cell-cycle regulation, chromosome biology, RNAi (intact unlike S. cerevisiae)tooling thinner than budding yeastcell-molecular-biology
C. albicansSC531490 min14 Mb, diploidfungal pathogenesis, dimorphic yeast-hyphal switchfungal pathogen biology, biofilms, host-pathogendiploid + parasexual cycle complicates geneticsmicrobiology-foundations
A. fumigatusAf293, CEA106 hr29 Mbmold pathogen, melanin biology, invasive aspergillosisinvasive fungal infections, antifungal discoveryBSL-2, aerosolizable conidiamicrobiology-foundations
N. crassaOR74A, Mauriceville4 hr41 Mbcircadian rhythms (frq/FRQ), epigenetics (DIM-5 H3K9 methylation), RIP mutationcircadian biology, fungal genetics, methylationdictionary of canonical mutants, fewer modern usersgenetics-and-genomics
C. reinhardtiiCC-125, CC-5038 hr121 Mb, 17 chromosomesphotosynthesis + flagellar assembly (IFT discovered here, Rosenbaum)photosynthesis, cilium/flagellum, algal biofuelsmating-type maintenance burdenplant-biology / cell-molecular-biology
T. bruceiLister 427, TREU9276 hr (BSF)26 MbRNA editing, antigenic variation (VSG switching), kinetoplast biologytrypanosome biology, neglected tropical diseaseBSL-2; bloodstream-form vs procyclic culture mode-shiftmicrobiology-foundations
Dictyostelium discoideumAX2, AX3, AX48 hr34 Mbfacultative multicellularity (aggregation + slug + fruiting body), chemotaxischemotaxis, cell-cell signaling, social evolution, transition to multicellularityunique cAMP signaling biologycell-molecular-biology / developmental-biology
P. falciparum3D7, Dd2, HB348 hr blood cycle23 Mb, 14 chromosomesmalaria biology, antigenic variation (var genes), drug-resistance evolutionmalaria drug + vaccine discoveryBSL-2, requires human RBC culture, slowmicrobiology-foundations
T. gondiiRH, ME49, Pru7 hr65 Mbapicomplexan biology, host-cell invasion, conditional cyst-forming life cycleapicomplexan biology, host-pathogen, conditional cystsBSL-2, requires HFF or mouse fibroblast feedersmicrobiology-foundations
Naegleria gruberiNEG5 hr41 Mbrapid amoeba ↔ flagellate transition (90 min); de novo flagellar assemblyflagellar assembly, cytoskeletal regulation, amoeboflagellate transitionsniche; thinner toolsetcell-molecular-biology
T. thermophilaSB2103 hr103 Mb (MAC)telomerase discovery (Blackburn-Greider-Szostak, Nobel 2009), nuclear dimorphismtelomerase, ciliate biology, nuclear-dimorphism researchmacronucleus vs micronucleus genetics is uniquegenetics-and-genomics
P. tetraurelia51-S, d4-25 hr72 Mbnuclear dimorphism, autogamy, IES excisiongenome programmed-rearrangement, ciliate epigeneticssimilar idiosyncrasies to Tetrahymenagenetics-and-genomics

Decision logic at this tier:

  • Eukaryotic genetics + every screen tool ever → S. cerevisiae.
  • Mammal-like cell cycle / RNAi / symmetric division → S. pombe.
  • Photosynthesis with mature genetics → C. reinhardtii.
  • Multicellularity emergence / chemotaxis → Dictyostelium.
  • Telomere/telomerase → T. thermophila.
  • Trypanosome / kinetoplastid biology → T. brucei.
  • Apicomplexan / malaria → P. falciparum (or T. gondii as faster lab proxy).
  • Fungal pathogen → C. albicans (yeast) or A. fumigatus (mold).

4. Invertebrate models

Where you get nervous systems, multicellular development, behavior, and immune-like responses without vertebrate regulatory load.

OrganismStrainGenerationGenomeStrengthWhen to useCaveatsLinked note
D. melanogaster (fruit fly)Oregon-R, w¹¹¹⁸, Canton-S, Vienna Drosophila Resource Center (VDRC), BDRC stocks10 d at 25 °C144 Mb, ~14,000 genesunmatched genetics toolkit — GAL4/UAS, FLP/FRT, balancer chromosomes, MARCM, Trojan exons, BDSC stocks; Hox cluster discovered here (Lewis, Nüsslein-Volhard, Wieschaus, Nobel 1995)developmental genetics, neurobiology, behavior, aging, cancer (eye-disc models)open circulatory system; no acquired immunitydevelopmental-biology / genetics-and-genomics / neuroscience-foundations
C. elegansN2 Bristol, Hawaiian CB48563.5 d at 20 °C100 Mb, ~20,000 genescomplete cell lineage (Sulston), complete neural connectome (302 neurons, White 1986), apoptosis genetics (Horvitz, Nobel 2002), RNAi by feeding (Fire, Mello, Nobel 2006)apoptosis, lineage, aging, neural circuits, RNAi screenssmall size makes electrophysiology hard; hermaphroditismdevelopmental-biology / neuroscience-foundations
Aplysia californicawild-collected1 yr927 Mbgill-withdrawal reflex (Kandel, Nobel 2000); large identifiable neurons (~1 mm)learning + memory, neurobiology, synaptic facilitationwild-collected, expensive aquarium husbandryneuroscience-foundations
Hydra vulgaris / magnipapillataAEP, 1053 d1.3 Gbwhole-body regeneration, simple nerve net (~5,600 neurons), interstitial stem cellsregeneration, stem cells, neural net minimumclonal lines vary; molecular tools thinner than worm/flydevelopmental-biology
D. pseudoobscuravarious14 d161 Mbspeciation genetics (Dobzhansky 1930s+), reproductive isolationspeciation, reproductive isolation, population geneticsthinner toolkit than D. melanogasterecology-and-evolution
Schmidtea mediterraneaCIW4 sexual, asexual3 wk800 Mbplanarian whole-body regeneration, pluripotent neoblasts (~20% of cells)regeneration, adult pluripotent stem cells, body-axis re-patterningdynamic genome assemblies still improvingdevelopmental-biology
Tribolium castaneumGeorgia-1, San Bernardino30 d204 Mbshort-germ embryogenesis (more ancestral than Drosophila long-germ), Hox + segmentationsegmentation evolution, evo-devo, RNAi by injection (systemic)slower than fly; smaller communitydevelopmental-biology / ecology-and-evolution
Daphnia pulex / magnavarious7 d200 Mbcyclical parthenogenesis, epigenetic inheritance of stress, environmental toxicology standard (OECD 211)ecotoxicology, epigenetics, predator-induced plasticityclonal lines required for geneticsecology-and-evolution
Lymnaea stagnalis (pond snail)wild-derived lab lines90 d2.8 Gbmemory consolidation in single identifiable neuron (RPeD1), aerial-respiration learningmemory consolidation, single-neuron learningmolecular tools sparseneuroscience-foundations
Caenorhabditis briggsaeAF163.5 d108 Mbsister species to C. elegans for comparative + ev-evo genomicsgenome evolution, comparative behavior, hybrid breakdownsmaller communityecology-and-evolution
Octopus bimaculoideswild-collected1.5 yr2.7 GbRNA editing in cephalopod brain, complex behavior + camouflageinvertebrate cognition, RNA editing in nervous systemwild-collected, expensive husbandry, short-livedneuroscience-foundations
Nematostella vectensis (starlet anemone)CH290 d357 Mbcnidarian biology, basal-metazoan body planbasal-metazoan biology, evo-devo of bilaterians vs cnidarianssmaller community, slow generationdevelopmental-biology

Decision logic at this tier:

  • Genetics + behavior + development + neuro with the deepest toolkit → D. melanogaster.
  • Lineage / connectome / RNAi / aging → C. elegans.
  • Learning + memory at single-neuron resolution → Aplysia (or Lymnaea for pond-snail variant).
  • Whole-body regeneration → Schmidtea (planarian) or Hydra.
  • Evo-devo / segmentation outside the Drosophila long-germ paradigm → Tribolium.
  • Aquatic ecotoxicology → Daphnia.
  • RNA editing / cephalopod cognition → Octopus bimaculoides.

5. Vertebrate models

Where vertebrate body plan, adaptive immunity, true endoskeleton, and translational relevance live. Regulatory + cost ramp up sharply.

OrganismStrain / lineGenerationGenomeStrengthWhen to useCaveatsLinked note
D. rerio (zebrafish)AB, TL, Tübingen, casper (no melanocytes)3 mo1.5 Gb, ~26,000 genesexternal transparent embryos, large clutches (200 eggs), heart regeneration, GAL4-UAS, Tol2 transgenesisdevelopmental biology, neural circuits, cardiac regeneration, drug-toxicity screensgene duplication from teleost WGD (~340 Mya) — paralog navigationdevelopmental-biology
X. laevis (African clawed frog)wild, J-strain1 yr3.1 Gb (allotetraploid)huge oocytes (1 mm) → electrophysiology + biochemistry, mitotic spindle assemblycell-cycle biochemistry, oocyte maturation, transport channel expressiontetraploid genome complicates geneticscell-molecular-biology / developmental-biology
X. tropicalisNigerian, Ivory Coast5 mo1.7 Gb (diploid)diploid frog with smaller faster genetics than X. laevisdevelopmental genetics in a frog with TALEN/CRISPR easesmaller eggs; smaller community than X. laevisdevelopmental-biology
G. gallus (chick embryo)White Leghorn21 d incubation1.2 Gbaccessible embryo (window-in-egg surgery), classic neural crest discovery, electroporationneural crest, limb development, cardiac development, classical embryologyadult genetics weak; husbandry IACUC-burdened post-hatchdevelopmental-biology
M. musculus (mouse)C57BL/6J, BALB/c, 129, FVB, NSG/NRG (immunodeficient), Cre lines, TCGA-equivalents10 wk2.7 Gb, ~22,000 genesCre-lox, every cassette knockout/knockin, KOMP/IMPC, immune cell panel, every disease modelalmost every disease question; immunology, cancer, neuro, metabolismdistinct immune system from humans; IACUC; costgenetics-and-genomics / immunology-foundations / cell-lines-and-antibody-catalog
R. norvegicus (rat)Sprague-Dawley, Wistar, Lewis, BN, F34411 wk2.6 Gblarger than mouse (better surgery + cannulation), classical behavior + cardiovascularcardiovascular, neurobehavior, toxicology, surgical modelsgenetic tools lag mouse; CRISPR closed most of the gap by 2018neuroscience-foundations
Macaca mulatta (rhesus macaque)Indian, Chinese origin4 yr3.1 Gbclosest practical NHP — vaccine + neural circuit + cognitionHIV vaccine, primate cognition, deep-brain interfaces (Neuralink-class)extreme cost ($10k+ per animal), 18-mo IACUC pipeline, ethical scrutinyneuroscience-foundations / immunology-foundations
Macaca fascicularis (cynomolgus)Mauritian, Cambodian4 yr3 Gbpreferred for pharma toxicology + tox-PKregulatory toxicology, ADA assays, biologic safetypost-COVID supply shock 2022+ — prices doubledimmunology-foundations
Pan troglodytes (chimpanzee)research lines13 yr3.1 Gbclosest evolutionary relative (~98.8% protein identity)comparative cognition, comparative genomicsresearch banned/retired in most jurisdictions (NIH 2015 retirement); use sparingly with extreme justificationecology-and-evolution
Sus scrofa (pig, miniature)Yucatan, Göttingen9 mo2.5 Gbsize + cardiovascular + skin similar to human, xenotransplant donor (eGenesis 10x KO pigs)xenotransplant, cardiac surgery, wound healinghusbandry expensiveimmunoengineering-and-cell-therapy
Marmoset (Callithrix jacchus)colony-bred18 mo2.7 Gbsmall NHP, twin births, fluorescent transgenics (Sasaki 2009)NHP genetics, neural circuits at NHP scale with mouse-like tractabilityhusbandry expensive; smaller communityneuroscience-foundations
Dog (Canis lupus familiaris)beagle18 mo2.4 Gbspontaneous cancer model (osteosarcoma, lymphoma)comparative oncology (NCI COTC), cardiologyregulatory + public-perception loadgene-and-rna-therapeutics-deep

Decision logic at this tier:

  • Cheap developmental genetics with transparent embryos → zebrafish.
  • Oocyte biochemistry / cell-free extracts → Xenopus laevis (or tropicalis for CRISPR).
  • Embryology + neural crest → chick.
  • Mammalian disease + immunology + every Cre line ever → mouse.
  • Larger surgery + behavior than mouse → rat.
  • Translational primate (vaccine, neural circuit) → macaque (rhesus or cynomolgus).
  • Cardiac / xeno → pig.
  • Spontaneous oncology that mirrors human → dog.

6. Plant models

Plant biology has its own ecosystem because reverse genetics in plants behaves differently — long generation, polyploidy, distinct transgenic toolkits.

OrganismLineGenerationGenomeStrengthWhen to useCaveatsLinked note
A. thalianaCol-0, Ler-0, Ws6 wk135 Mb, 27,000 genessmall genome, T-DNA insertion lines (SALK, SAIL, GABI-Kat), every promoter everplant genetics, flowering, immunity, root developmentnot a crop — biology can diverge from monocotsplant-biology
Z. mays (maize)B73, Mo17, W224 mo2.3 GbC4 photosynthesis, transposon biology (McClintock, Nobel 1983), heterosis, kernel layers as developmental fieldscrop genetics, C4 biology, transposon biologylarge stature; field requirementsplant-biology / genetics-and-genomics
O. sativa (rice)Nipponbare (japonica), 93-11 (indica)5 mo389 Mbmonocot crop with smallest sequenced cereal genomemonocot biology, rice breeding, C3 monocot photosynthesistropical greenhouse requirementsplant-biology
Brachypodium distachyonBd2112 wk272 Mbgrass model with Arabidopsis-like tractabilitytemperate grass biology, cell-wall researchsmaller communityplant-biology
P. patens (moss)Gransden, Villersexel4 mo480 Mbhigh-frequency homologous recombination (gene targeting in plants), haploid-dominant life cyclegene targeting in plants, evo-devo of land plants, polarity in apical growthgrowth on agar plates (Knop medium)plant-biology
M. polymorpha (liverwort)Tak-1, Tak-28 wk226 Mbbasal land plant, dioeciousearly land-plant evolution, hormone biologysmaller communityplant-biology
S. lycopersicum (tomato)M82, Heinz 1706, Micro-Tom4 mo950 Mbfleshy fruit ripening, RNAi (Flavr Savr 1994 — first GMO crop), efficient Agrobacterium transformationfruit biology, breeding, hormone biology in dicotslarge genome; long generationplant-biology
Nicotiana benthamianaLAB4 mo3 Gb (allopolyploid)Agro-infiltration powerhouse for transient expression (a CRISPR-screening + vaccine antigen workhorse)transient expression, plant-pathogen, VIGSnot for genetics — polyploid; LAB-strain RDR1 mutationplant-biology
Glycine max (soybean)Williams 824 mo1.1 Gb (paleopolyploid)legume + nodulation modelnodulation, legume biology, oil-seedpaleotetraploid genomeplant-biology
M. truncatula (barrelclover)A1712 wk415 Mblegume model with smaller faster genetics than soynodulation + mycorrhizasmaller communityplant-biology
C. reinhardtii (Chlamydomonas)CC-1258 hr121 Mbunicellular alga proxy for plant biologyphotosynthesis, flagella, chloroplast biologyalready listed under unicellular eukaryotesplant-biology

Decision logic at this tier:

  • Plant genetics + every T-DNA insertion → A. thaliana.
  • Monocot / cereal crop biology → maize (warm) or rice (tropical) or Brachypodium (lab grass model).
  • Gene targeting via homologous recombination → P. patens.
  • Transient protein expression / VIGS / Agro-infiltration → N. benthamiana.
  • Fruit biology → tomato.
  • Nodulation / legume → M. truncatula (or soy if you need crop relevance).
  • Early-land-plant evolution → P. patens or M. polymorpha.

7. Five-axis cross-organism summary

Pulling the per-organism columns together. TT = transgenic tractability (1=trivial, 5=heroic); EB = ethical burden (1=none, 5=NHP IACUC).

OrganismGen timeGenome (Mb)TTEBTranslational distance
E. coli K-1220 min4.611far (bacteria)
B. subtilis25 min4.211far
M. tuberculosis24 hr4.432 (BSL-3)medium for TB
V. cholerae30 min422 (BSL-2)medium for cholera
S. cerevisiae90 min1211far for animals, near for cell bio
S. pombe2.5 hr1421similar
C. albicans90 min1422 (BSL-2)direct for candidiasis
P. falciparum48 hr2342direct for malaria
Dictyostelium8 hr3421far
D. melanogaster10 d14411medium
C. elegans3.5 d10011medium
Hydra3 d1,30031far
Schmidtea3 wk80041far
D. rerio (zebrafish)3 mo1,50022near for development
X. laevis1 yr3,100 (allotet)42medium
Chick21 d incub1,20032near for development
Mouse10 wk2,7001 (for KO/KI lines)3 (IACUC)very near
Rat11 wk2,60023 (IACUC)near
Rhesus macaque4 yr3,10055 (NHP)very near
Pig (minipig)9 mo2,50044near (cardio, skin, xeno)
Marmoset18 mo2,70045 (NHP)very near for neuro
A. thaliana6 wk1351 (floral dip)1direct for plants
Maize4 mo2,30031direct for crop
Rice5 mo38931direct for crop
P. patens4 mo4802 (HR-based)1direct for early land plants
N. benthamiana4 mo3,000 (allopolyploid)1 (Agro-infiltration)1direct for plant transient

8. The Big Three for translational medicine

Most disease-relevant biology in 2026 happens in three organisms with overlapping but distinct strengths.

Mouse (M. musculus)Zebrafish (D. rerio)Macaque (M. mulatta / fascicularis)
Generation10 wk3 mo4 yr
Per-animal cost$30–300$0.50–5$10–25k
Transgenic easetrivial (KO/KI on demand at JAX)moderate (Tol2 + CRISPR)extreme (years; cost-prohibitive at scale)
Adaptive immunityyes (distinct from human)yes (similar lymphoid + V(D)J)yes (~98% identical to human)
Per-PI capacity10,000+ animals (typical large lab)100,000+ (huge facility)10–50
Strengthevery genetic perturbation, every Cre linehigh-throughput drug screens in vivo, transparent embryostranslational vaccine + neural-interface
Weaknessmany drugs/biologics work in mouse but fail in humansdistance from mammal physiologycost + ethics + slow
Linked noteimmunology-foundations / immunoengineering-and-cell-therapydevelopmental-biologyvirology-and-vaccine-platforms

This is why the standard preclinical pipeline goes (in vitro cell line) → mouse → cyno macaque → human: mouse covers genetics, macaque covers physiology, cell lines cover throughput.

9. The “organism-free” turn

In 2020–2026 a major shift: many questions that previously required model organisms now use iPSC-derived organoids (cerebral, intestinal, kidney, retina, lung, liver, cardiac), 3D-printed tissue constructs, microphysiological systems (MPS) / organ-on-chip, or human in-silico simulation (CompuCell3D, PhysiCell, Cellular Potts in 2026 with ML-trained parameter inference). Examples:

  • Cerebral organoids (Lancaster + Knoblich, 2013+; now Pasca lab assembloids 2022+) reduce neurodevelopmental disease work from rodent to human cell context.
  • Intestinal organoids (Clevers, 2009+) replace much enteric pathogen-host work formerly done in mouse.
  • Kidney organoids (Takasato, Little, 2015+; Bonventre, Morizane, 2019+) advance nephrotoxicity screens.
  • Retinal organoids (Sasai 2011+; Eldred 2018+) inform IRD gene therapy.
  • Cardiac organoids / engineered heart tissue (EHT) (Eschenhagen lab 2002+; Lewis-Israeli 2021+) replace some rodent cardiac work.
  • Assembloid + fused organoids (Pasca lab, Stanford 2020+) combine cortical + striatal + thalamic + spinal-cord neural tissue.
  • MPS / OOC: Emulate Bio “lung-chip” + “liver-chip” + “intestine-chip”; Mimetas OrganoPlate; Hesperos human-on-chip; CN Bio PhysioMimix. FDA Modernization Act 2.0 (2022) explicitly allows OOC + organoid data in IND submissions.

These do not eliminate animal models — they shift earliest mechanism + safety work upstream of the rodent stage, which both improves translation and reduces animal use under the 3Rs framework (Russell-Burch 1959 — Replace, Reduce, Refine).

Adjacent

When to pick what

Narrow by research-question type first; budget + regulatory + facility access second.

What's the question?
├─ Molecular biology of any conserved process
│    └─ E. coli (prokaryote) or S. cerevisiae (eukaryote) — cheapest fastest answer
├─ Cell-cycle regulation
│    ├─ Symmetric + mammal-like → S. pombe
│    └─ Asymmetric polar + landmark proteins → C. crescentus or budding yeast
├─ Photosynthesis
│    ├─ Anoxygenic + reaction center → R. sphaeroides
│    └─ Oxygenic + plant-like → Synechocystis or C. reinhardtii
├─ Multicellularity emergence
│    └─ Dictyostelium (chemotaxis aggregation) or N. vectensis (basal metazoan)
├─ Developmental biology
│    ├─ Genetics with infinite tools → D. melanogaster (long-germ) or C. elegans (lineage)
│    ├─ Short-germ ancestral pattern → Tribolium
│    ├─ Transparent vertebrate embryo → zebrafish
│    ├─ Oocyte biochemistry / cell-free extract → Xenopus
│    └─ Neural crest + window-in-egg → chick
├─ Regeneration
│    ├─ Whole-body, neoblast stem cells → Schmidtea (planarian)
│    ├─ Tissue regen + simple nerve net → Hydra
│    └─ Vertebrate heart regen → zebrafish (or axolotl outside this catalog)
├─ Neuroscience
│    ├─ Connectome / circuit at low N → C. elegans (302 neurons mapped)
│    ├─ Genetics + behavior + circuit at medium scale → Drosophila
│    ├─ Single large neurons + learning → Aplysia or Lymnaea
│    ├─ Mammalian circuits at scale → mouse (then rat for surgery)
│    └─ Primate cognition + BMI → macaque or marmoset
├─ Immunology + adaptive immunity
│    ├─ Genetics-heavy mechanism → mouse
│    ├─ Closer to human → cynomolgus macaque
│    └─ Innate-only invertebrate → Drosophila (Toll) or C. elegans
├─ Drug discovery
│    ├─ Target ID + screen → cell lines (see [[Sciences/Biology/Tier3/cell-lines-and-antibody-catalog]])
│    ├─ Whole-animal screen → zebrafish embryos at 96-well scale
│    ├─ Disease model → mouse (KO/KI as needed)
│    └─ Preclinical safety + PK/PD → rat + cynomolgus macaque
├─ Pathogen biology
│    ├─ Enteric → V. cholerae, EHEC E. coli
│    ├─ Mycobacterial → M. tuberculosis (BSL-3) or M. smegmatis (BSL-2)
│    ├─ Apicomplexan → P. falciparum or T. gondii
│    ├─ Fungal → C. albicans or A. fumigatus
│    └─ Viral → see [[Sciences/Biology/virology-and-vaccine-platforms]]
├─ Plant biology
│    ├─ Genetics workhorse → A. thaliana
│    ├─ Cereal crop → maize / rice / Brachypodium
│    ├─ Gene-targeting by HR → P. patens
│    ├─ Transient expression / VIGS → N. benthamiana
│    └─ Legume + nodulation → M. truncatula
├─ Aging / longevity
│    └─ C. elegans (fast, well-characterized) → fly → mouse
├─ Cancer
│    ├─ Genetics + KO → mouse
│    ├─ Spontaneous → dog (comparative oncology)
│    └─ Tumor + drug screen → patient-derived organoids + xenografts in NSG mouse
├─ Translational therapy (gene / cell)
│    └─ Mouse → NHP (cyno) → human (see [[Sciences/Biology/gene-and-rna-therapeutics-deep]])
└─ Question doesn't require an organism
     → iPSC-derived organoids + MPS + in silico (FDA Modernization Act 2.0 path)

The single biggest practical lesson 2010–2026: start the cheapest organism that contains your biology, scale up only once you know what to test. A 90 % loss in throughput per tier-up means the wrong starting organism multiplies cost by 100× before you ever get to the answer. The cheapest organism is rarely the one your PI used in their thesis.