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Ryszard Korona Jagiellonian University, Krakow, Poland Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator : Rhona H. Borts (University of Leicester) ... and students and postdocs that contributed to this work: Joanna Bobula Lukasz Jasnos Dominika Wloch-Salamon Katarzyna Tomala Krzysztof Szafraniec Dorota Paczesniak Piotr Sliwa Angelina Fudala

Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

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Page 1: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Ryszard Korona

Jagiellonian University, Krakow, Poland

Genetic and environmental factors of fitness variation in yeast gene-deletion strains

Collaborator:

Rhona H. Borts (University of Leicester)

... and students and postdocs that contributed to this work:

Joanna Bobula Lukasz Jasnos

Dominika Wloch-Salamon Katarzyna Tomala

Krzysztof Szafraniec Dorota Paczesniak

Piotr Sliwa Angelina Fudala

Page 2: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Population genetics seeks to characterize mutations in terms of:

- frequency distribution of fitness effects- dominance / recessivity- epistasis (interactions between loci) - impact of environment (stress) on fitness effects

In this talk I will describe and compare these parametrs for:

- random (point) mutations- engineered gene deletions

(in the budding yeast Saccharomyces cerevisiae)

Page 3: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

heterozygous locus

meiosis:

4 haploid spores

2:2 segregation in „tetrad analysis”

Random mutationsRandom mutations -- fitness effectsfitness effects

A special feature of yeast is that basic genetic analyses can be done in one one one one generationgenerationgenerationgeneration

Page 4: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

lethal effect

Random mutationsRandom mutations -- fitness effectsfitness effects

no effectslow growth

We used this approach to screen for mutations affecting growth:

Page 5: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

mutant colony, 8 times smaller than a wild-type

this means 22 instead of 25 cell divisions

relative growth (fitness) w = 22/25 = 0.88

selection coefficient s = 1- 0.88 = 0.12

Random mutationsRandom mutations -- fitness effectsfitness effects

... to detect and quantify fitness effects:

Page 6: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Random mutationsRandom mutations -- fitness effectsfitness effects

spontaneous

induced by EMS

induced on mutator bkgd

slightly deleterious s lethals

strongly bimodal distribution

Page 7: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Were there any beneficial effects?

Yes, 2 with s ~ 0.01-0.02

Compared to:

-130 lethals

- 244 deleterious with average s ~ 0.15

Random mutationsRandom mutations -- fitness effectsfitness effects

Page 8: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Two conclusions:

- distribution of deleterious mutations is strongly bimodal with lethals comprising ~35% of detectable effects

- beneficial mutations are 100 times rarer and 10 times weaker

Random mutationsRandom mutations -- fitness effectsfitness effects

Wloch et al. (2001) Genetics 159:441

Page 9: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

+ / ++ / ++ / ++ / + w = w = w = w = 1111+ / + / + / + / mmmm wwww = 1= 1= 1= 1 –––– hshshshsmmmm / / / / mmmm wwww = 1= 1= 1= 1 ---- s s s s

+ / +m / m+ / m

Wild-types, hetero- and homozytes were derived from strains known to carry singlesinglesinglesingle mutations:

Random mutationsRandom mutations -- dominancedominance

Fitness was calculated from the size of colony

Page 10: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

-0,02

0,02

0,06

0,1

0,14

0,18

0 0,2 0,4 0,6 0,8 1

ssss of haploidsof haploidsof haploidsof haploids

hshs hshsof

het

eroz

ygot

esof

het

eroz

ygot

esof

het

eroz

ygot

esof

het

eroz

ygot

es

Lethals and strongly harmful are much more recessive than modestly deleterious – heterozygotesheterozygotesheterozygotesheterozygotes are are are are uniformuniformuniformuniform

non-lethal:mean hs = 0.0048lethal:mean hs = 0.0032

Random mutationsRandom mutations -- dominancedominance

Szafraniec et al. (2003) Genet Res 82:19

Page 11: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Random mutationsRandom mutations -- epistasisepistasis

Wloch et al. (2001) J Evol Biol 14:310

Interaction between multiple deleterious mutations would skew the distribution of fitness effects:

- to the left – if they reinforced one another- to the right – if they alleviated one another

No clear overall tendency

Page 12: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Random mutationsRandom mutations -- dominance and epistasisdominance and epistasis

Random mutations are recessive, recessivity incereases as selection coefficient increases.

Measurements of epistasis between multiple random mutations did not lead to conclusive results.

Page 13: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Multiple mutations accumulated in (haploid) mutator strains are increasingly visible as stress increases

Random mutations Random mutations –– environmental stressenvironmental stress

0

0,2

0,4

0,6

0,8

1

1,2

YPD30 SM30 YPG30 YPD15 YPD38 Korona (1999) Evolution 53:1966

Page 14: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

0

0.2

0.4

0.6

0.8

0.2 0.6 1 1.4 1.8

0

0.2

0.4

0.6

0.8

0.2 0.6 1 1.4 1.8

WILDTYPE WILDTYPE WILDTYPE WILDTYPE MUTANTSMUTANTSMUTANTSMUTANTS

0

0.2

0.4

0.6

0.8

0.2 0.6 1 1.4 1.8

0

0.2

0.4

0.6

0.8

0.2 0.6 1 1.4 1.8

growth rate

38383838ººººCCCC

Random mutations Random mutations –– environmental stressenvironmental stress

Also multiple (heterozygous) mutations accumulated in diploid mutator strains are more harmful under thermal stress

Szafraniec et al. (2001) PNAS USA 98:1107

33330ººººCCCC

Page 15: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Random mutations Random mutations –– environmental stressenvironmental stress

Environmental stress enlarges loss of fitness observed in haploids and heterozygotes carrying random mutations

Caveat: these were multiple mutations (a few, dozens) with unknown location and molecular basis

Page 16: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Fitness effects of gene deletions

- frequency distribution - dominance / recessivity- epistasis (interactions between loci) - impact of environment (stress)

Engineered gene deletionsEngineered gene deletions

marker code

Page 17: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Yeast gene deletions under normal conditionsnormal conditionsnormal conditionsnormal conditions– 18% lethal– 20 – 30% (mostly slightly) deleterious to growth– 50% - no visible effects

(Giaever et al. 2002; Steinmetz et al.. 2002)

Much more effects were seen when hundreds of hundreds of hundreds of hundreds of different drugsdifferent drugsdifferent drugsdifferent drugs were tested (as specific environments)(Hillenmeyer et al. 2008 Science 230:362)

Important general feature: deleterious effects of gene deletions are distributed bimodallybimodallybimodallybimodally (lethals and small effects), much like in case of point mutations

DeletionsDeletions -- fitness effectsfitness effects

Page 18: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

We focused on the bimodality of distributionbimodality of distributionbimodality of distributionbimodality of distribution ...

... does it reflect a split between vital and unimportant functional modules of the cell ...

... or the the split is present in most functional subunits of the cell.

DeletionsDeletions -- deleterious fitness effectsdeleterious fitness effects

Page 19: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

How to separate functional subunits ...

... a conservative (but safe) approach is to take large complexes of proteins as representation of functionalsubunits.

DeletionsDeletions -- deleterious fitness effectsdeleterious fitness effects

Page 20: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

We selected 38 largest protein complexes from MIPS database and assayed 701 non-essential gene deletions (fitness of 515 essentials was set to 0)

We estimated maximum growth rate by analysing individual growth curves.

DeletionsDeletions -- deleterious fitness effectsdeleterious fitness effects

Page 21: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Bimodality was universal, present within virtually all within virtually all within virtually all within virtually all complexescomplexescomplexescomplexes(functional subunits of the cell)

Fudala & Korona (2009) Evolution 63:2164

DeletionsDeletions -- deleterious fitness effectsdeleterious fitness effects

Page 22: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Are there any benefical effects of gene deletions? Should they be expected?

Yes, because in yeast grown under standard (luxury) conditions ...

– many genes appear „dispensable”

– thus, deletion of (some of) them could be advantageous

DeletionsDeletions -- beneficial fitness effectsbeneficial fitness effects

Page 23: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

0 40 80 139 173 212 279 0 40 80 139 173 212 279 0 40 80 139 173 212 279 0 40 80 139 173 212 279 359359359359generationgenerationgenerationgeneration

eeeextinctionxtinctionxtinctionxtinction of the reference of the reference of the reference of the reference strainstrainstrainstrain

DeletionsDeletions -- beneficial fitness effectsbeneficial fitness effects

Deletions were competed against a reference strain ....

... extinction of the latter marked ascendance of a fitter strain (resolution no lower than 0.005 of relative fitness)

Page 24: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

1212121224de de de de novonovonovonovo constructionconstructionconstructionconstruction

2474

uniquerepeated competitionrepeated competitionrepeated competitionrepeated competition

1334653first competitionfirst competitionfirst competitionfirst competition

WinnersWinnersWinnersWinnersNNNNumberumberumberumber of deletionsof deletionsof deletionsof deletionsExperimentExperimentExperimentExperiment

DeletionsDeletions -- beneficial fitness effectsbeneficial fitness effects

Promising candidates were verified ...

Page 25: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

few and small adaptive few and small adaptive few and small adaptive few and small adaptive effects (12 out of thousands)effects (12 out of thousands)effects (12 out of thousands)effects (12 out of thousands)

only only only only 5555 realrealrealreal genesgenesgenesgenes

no no no no metabolicmetabolicmetabolicmetabolic explanationexplanationexplanationexplanation

several several several several nonnonnonnon----codingcodingcodingcoding

somesomesomesome specific specific specific specific for for for for thethethethe ssss288288288288ccccbackgroundbackgroundbackgroundbackground adjustments of adjustments of adjustments of adjustments of chromosomal elements chromosomal elements chromosomal elements chromosomal elements ????

0.0150.0150.0150.0153333YNL027WYNL027WYNL027WYNL027W //// CRZ1CRZ1CRZ1CRZ10.0130.0130.0130.0133333YIL041WYIL041WYIL041WYIL041W //// GVP36GVP36GVP36GVP360.0120.0120.0120.0123333YLR207WYLR207WYLR207WYLR207W //// HRD3HRD3HRD3HRD30.0120.0120.0120.0122222YIL001WYIL001WYIL001WYIL001W / unchar.

0.0110.0110.0110.0116666YGR035CYGR035CYGR035CYGR035C / unchar.

0.0110.0110.0110.0116666YIL087CYIL087CYIL087CYIL087C / unchar.

0.0100.0100.0100.0101111YHL014CYHL014CYHL014CYHL014C ////YLF2YLF2YLF2YLF20.0100.0100.0100.0105555YIL077CYIL077CYIL077CYIL077C / unchar.

0.0090.0090.0090.0091111YJL150WYJL150WYJL150WYJL150W / dubious

0.0080.0080.0080.0084444YLR104WYLR104WYLR104WYLR104W / unchar.

0.0070.0070.0070.0075555YJL215CYJL215CYJL215CYJL215C / dubious

0.0050.0050.0050.0052222YIL006WYIL006WYIL006WYIL006W /YIA6YIA6YIA6YIA6

Fitness Fitness Fitness Fitness advantageadvantageadvantageadvantage

no. of winsno. of winsno. of winsno. of winsORF/ORF/ORF/ORF/genegenegenegene

DeletionsDeletions -- beneficial fitness effectsbeneficial fitness effects

Page 26: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

DeletionsDeletions -- beneficial fitness effectsbeneficial fitness effects

Paucity (absence?) of advantageous deletions suggests that there is no (no (no (no (littlelittlelittlelittle) ) ) ) selection pressure selection pressure selection pressure selection pressure for for for for genome genome genome genome downsizingdownsizingdownsizingdownsizing ...

... even if one lives in an extract of itself ...

... as does yeast in YPD (for several decades) ...

... much like an intracellular parasite.

Sliwa et al. (2005) PNAS USA 102:17670

Page 27: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Distribution of deleterious fitness effects of deletions:

- is strongly bimodal - bimodality is present within cellular subsytems

Beneficial effects are (at best !! ) 100x less frequent and10x weaker

Very similar to random point mutations !

DeletionsDeletions -- summarysummary on on fitness effectsfitness effects

Page 28: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

DeletionsDeletions -- dominancedominance

We have not studied dominance of gene deletions ...

... because many studies showed that heterozygotes are are generally uniform ((((like out random mutationslike out random mutationslike out random mutationslike out random mutations))))

- it takes specific drugs to show altered growth of relatively few heterozygotes (haploinsufficiency)

Page 29: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

DeletionsDeletions -- interactionsinteractions

Not only our studies of random mutations could not establish whether their deleterious effects are generally reinforced or alleviated by interactions

- reinforcement: higher plants, fungi, viruses, algae

- alleviation: viruses, fungi, yeast, bacteria

- none or both: fruitflies, viruses, diploid yeast, bacteria

Reviewed: Kouyos et al. (2007) TREE 22:308 de Visser and Elena (2007) Nat Genet Rev 8:139

Page 30: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

We chose 750 deletions with growth defects

- marked half of them wtih kan the other half with nat

- crossed to derive wt, single, and double deletions

- estimated fitness as maximum growth rate (m)

(mkn+m) - (mn+mk) = εεεεεεεε = 0 no interaction

ε ε ε ε > 0 alleviation

ε ε ε ε < 0 reinforcement

DeletionsDeletions -- interactionsinteractions

Page 31: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

mean εεεε = 0.021, median = 0.015

epistasis is positive (alleviating)

-0,4 -0,2 0,0 0,2 0,4

ε ε ε ε [1/h]

0

50

100

150

200

εεεε = (m1,2+mWT) - (m1+m2)

DeletionsDeletions -- interactionsinteractions

Page 32: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

whole genome our sample of genes

1 - organelle organization

2 - transport

3 - protein modification

4 - transcription

5 - …

Our samplereflects the functional profile of the yeast cell

DeletionsDeletions -- interactionsinteractions

Page 33: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Jasnos & Korona (2007) Nat Genet 39:550

DeletionsDeletions -- interactionsinteractions

There is consistent bias towards positive(alleviating) effect of epistasis between pairs of gene deletions

Studies of interaction between random mutations had much less statistical power and little (no) insight into functions

Page 34: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Four stressful environments:

- poor medium (synthesis of aa and nucleotides)

- high temperature (protein destabilization)

- saline (osmotic and ionic stress)

- caffeine (deregulation of signalling pathways)

DeletionsDeletions –– environmental stressenvironmental stress

Page 35: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Conversion of maximum growth rate (A) to relative growth rate (B) shows that deletions are less deleterious under stress !!

DeletionsDeletions –– environmental stressenvironmental stress

wild types

single deletions

Jasnos et al. (2008) Genetics 178:2105-2111.

Page 36: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Alleviation of deleterious mutations by stress was reported for bacteria (Kishony & Leibler 2003) but it apparently contradicts our results with random mutations.

Explanation:

- deletions mean complete loss of protein

- in contrast, point mutations cause destabilization of proteins and stress further further destabilizes structure enlarging functional damage

DeletionsDeletions –– environmental stressenvironmental stress

Page 37: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

Several important characteristics of engineered deletions closely match those of random point mutations

Population genetics should use resuts obtained with systematic collections of mutants even though they are „not natural”

Differences are often easily interpretable in terms of complete versus incomplete loss of function

Most importantly, systematic study of mutants promises explanation instead of description ...

ConclusionsConclusions

Page 38: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

ConclusionsConclusions

Some clarifications have already emerged:

- bimodality of deleterious effects is functionally universal

- loss-of-function mutations are rarely advantageous

- epistatic efects are predominantly positive/alleviating

- it can be the molecular basis of a mutation that determines whether stress strengthens or weakens its effect

Page 39: Genetic and environmental factors of fitness variation in yeast … · 2017-01-16 · Genetic and environmental factors of fitness variation in yeast gene-deletion strains Collaborator:

ReferencesReferences::

Fudala, A.and R. Korona. 2009. Low frequency of mut ations with dtrongly deleterious but non-lethal fitness effects. Evolution 63:2164-2171.Jasnos, L., K. Tomala, D. Paczesniak and R. Korona. 2008. Interactions Between Stressful Environment and Gene Deletions Alleviate the Expect ed Average Loss of Fitness in Yeast. Genetics 178:2105-2111.Jasnos, L. and R. Korona. 2007. Epistatic buffering of fitness loss in yeast double deletion strains. Nature Genetics 39: 550-554. Sliwa, P. and R. Korona. 2005. Loss of dispensable genes is not adaptive in yeast. Proceedings of National Academy of Sciences USA 102: 17670-17674.Szafraniec, K., D. M. Włoch, P. Sliwa, R. H. Borts and R. Korona. 2003. Small fitness effects and weak genetic interactions between delet erious mutations in heterozygous loci of the yeast Saccharomyces cerevisiae. Genetical Research 82: 19-31.SzafraniecSzafraniecSzafraniecSzafraniec, K., R. H., K., R. H., K., R. H., K., R. H. BortsBortsBortsBorts and R.and R.and R.and R. KoronaKoronaKoronaKorona. 2001. Environmental stress and mutational load in . 2001. Environmental stress and mutational load in . 2001. Environmental stress and mutational load in . 2001. Environmental stress and mutational load in diploid strains of the yeastdiploid strains of the yeastdiploid strains of the yeastdiploid strains of the yeast Saccharomyces cerevisiaeSaccharomyces cerevisiaeSaccharomyces cerevisiaeSaccharomyces cerevisiae.... ProcedingsProcedingsProcedingsProcedings of the National Academy of of the National Academy of of the National Academy of of the National Academy of Sciences USASciences USASciences USASciences USA 98: 110798: 110798: 110798: 1107----1112. 1112. 1112. 1112. WWWWłłłłochochochoch, D. M., R. H. , D. M., R. H. , D. M., R. H. , D. M., R. H. BortsBortsBortsBorts and R. and R. and R. and R. KoronaKoronaKoronaKorona. 2001. . 2001. . 2001. . 2001. EpistaticEpistaticEpistaticEpistatic interactions of spontaneous mutations interactions of spontaneous mutations interactions of spontaneous mutations interactions of spontaneous mutations in haploid strains of the yeast in haploid strains of the yeast in haploid strains of the yeast in haploid strains of the yeast Saccharomyces cerevisiaeSaccharomyces cerevisiaeSaccharomyces cerevisiaeSaccharomyces cerevisiae. Journal of Evolutionary Biology . Journal of Evolutionary Biology . Journal of Evolutionary Biology . Journal of Evolutionary Biology 14: 14: 14: 14: 310310310310----316.316.316.316.WWWWłłłłoch, D. M., K. och, D. M., K. och, D. M., K. och, D. M., K. SzafraniecSzafraniecSzafraniecSzafraniec, R. H. , R. H. , R. H. , R. H. Borts andBorts andBorts andBorts and R. Korona. R. Korona. R. Korona. R. Korona. 2001. Direct estimate of the mutation 2001. Direct estimate of the mutation 2001. Direct estimate of the mutation 2001. Direct estimate of the mutation rate and the distribution of fitness effects in the yeast rate and the distribution of fitness effects in the yeast rate and the distribution of fitness effects in the yeast rate and the distribution of fitness effects in the yeast Saccharomyces cerevisiaeSaccharomyces cerevisiaeSaccharomyces cerevisiaeSaccharomyces cerevisiae. . . . GeneticsGeneticsGeneticsGenetics 159: 159: 159: 159: 441441441441----452.452.452.452.Korona, R. 1999. Unpredictable fitness transitions between haploid and diploid strains of genetically loaded yeast Saccharomyces cerevisiae. Genetics 151:77-85.