Eukaryotic Genomes: Fungi Wednesday, October 22, 2003 Introduction to Bioinformatics ME:440.714 J. Pevsner

Slides:



Advertisements
Similar presentations
Evolution of genomes.
Advertisements

The Organization of Cellular Genomes Complexity of Genomes Chromosomes and Chromatin Sequences of Genomes Bioinformatics As we have discussed for the last.
Chap. 6 Problem 2 Protein coding genes are grouped into the classes known as solitary (single) genes, and duplicated or diverged genes in gene families.
Describe the structure of a nucleosome, the basic unit of DNA packaging in eukaryotic cells.
Duplication, rearrangement, and mutation of DNA contribute to genome evolution Chapter 21, Section 5.
1 Genetics The Study of Biological Information. 2 Chapter Outline DNA molecules encode the biological information fundamental to all life forms DNA molecules.
A comprehensive analysis of protein-protein interactions in Saccharomyces cerevisiae Article by Peter Uetz, et.al. Presented by Kerstin Obando.
. Class 1: Introduction. The Tree of Life Source: Alberts et al.
ECE 501 Introduction to BME
Biological Databases Notes adapted from lecture notes of Dr. Larry Hunter at the University of Colorado.
CHAPTER 15 Microbial Genomics Genomic Cloning Techniques Vectors for Genomic Cloning and Sequencing MS2, RNA virus nt sequenced in 1976 X17, ssDNA.
Genome Browsers UCSC (Santa Cruz, California) and Ensembl (EBI, UK)
The mating type locus Chr. III. The MAT locus information The MAT locus can encode three regulatory peptides: - a1 is encoded by the MATa allele -
Comparative Genomics of the Eukaryotes
Genome projects and model organisms Level 3 Molecular Evolution and Bioinformatics Jim Provan.
What is comparative genomics? Analyzing & comparing genetic material from different species to study evolution, gene function, and inherited disease Understand.
Eukaryotic Genomes: Fungi Monday, November 24, 2011 Genomics J. Pevsner
Transposition Evidence Mechanisms: DNA-mediated RNA-mediated.
EXPLORING DEAD GENES Adrienne Manuel I400. What are they? Dead Genes are also called Pseudogenes Pseudogenes are non functioning copies of genes in DNA.
Genome Organization and Evolution. Assignment For 2/24/04 Read: Lesk, Chapter 2 Exercises 2.1, 2.5, 2.7, p 110 Problem 2.2, p 112 Weblems 2.4, 2.7, pp.
Genomics Lecture 8 By Ms. Shumaila Azam. 2 Genome Evolution “Genomes are more than instruction books for building and maintaining an organism; they also.
Genomes and Their Evolution. GenomicsThe study of whole sets of genes and their interactions. Bioinformatics The use of computer modeling and computational.
GenomesGenomes Chapter 21 Genomes Sequencing of DNA Human Genome Project countries 20 research centers.
Molecular Biology Fourth Edition
The Human Genome (part 1 of 2) Wednesday, November 5, 2003 Introduction to Bioinformatics ME: J. Pevsner
Genome Organization & Evolution. Chromosomes Genes are always in genomic structures (chromosomes) – never ‘free floating’ Bacterial genomes are circular.
Ch. 21 Genomes and their Evolution. New approaches have accelerated the pace of genome sequencing The human genome project began in 1990, using a three-stage.
Genomes & their evolution Ch 21.4,5. About 1.2% of the human genome is protein coding exons. In 9/2012, in papers in Nature, the ENCODE group has produced.
Organizing information in the post-genomic era The rise of bioinformatics.
Chapter 21 Eukaryotic Genome Sequences
Click to edit Master title style Click to edit Master subtitle style CLICKER QUESTIONS For CAMPBELL BIOLOGY, NINTH EDITION Jane B. Reece, Lisa A. Urry,
whole-genome duplications and large segmental duplications… …seem to be a common feature in eukaryotic genome evolution …play a crucial role in the evolution.
The Pathways over Time Project A one-semester research project in comparative functional genomics Cysteine and methionine are superimposed over a portion.
Chap. 5 Problem 1 Recessive mutations must be present in two copies (homozygous) in diploid organisms to show a phenotype (Fig. 5.2). These mutations show.
Table 8.3 & Alberts Fig.1.38 EVOLUTION OF GENOMES C-value paradox: - in certain cases, lack of correlation between morphological complexity and genome.
Genome annotation and search for homologs. Genome of the week Discuss the diversity and features of selected microbial genomes. Link to the paper describing.
Copyright © 2008 Pearson Education, Inc., publishing as Pearson Benjamin Cummings PowerPoint ® Lecture Presentations for Biology Eighth Edition Neil Campbell.
1 From Mendel to Genomics Historically –Identify or create mutations, follow inheritance –Determine linkage, create maps Now: Genomics –Not just a gene,
Johnson - The Living World: 3rd Ed. - All Rights Reserved - McGraw Hill Companies Genomics Chapter 10 Copyright © McGraw-Hill Companies Permission required.
Opener Chapter 24 – Genome Evolution. Comparative Genomes Powerful tool for exploring evolutionary divergence among organisms Footprints on the evolutionary.
How many genes are there?
Finding genes in the genome
IB Saccharomyces cerevisiae - Jan Major model system for molecular genetics. For example, one can clone the gene encoding a protein if you.
Gene Activity 1Outline Function of Genes  One Gene-One Enzyme Hypothesis Genetic Code Transcription  Processing Messenger RNA Translation  Transfer.
LECTURE PRESENTATIONS For CAMPBELL BIOLOGY, NINTH EDITION Jane B. Reece, Lisa A. Urry, Michael L. Cain, Steven A. Wasserman, Peter V. Minorsky, Robert.
Eukaryotic genes are interrupted by large introns. In eukaryotes, repeated sequences characterize great amounts of noncoding DNA. Bacteria have compact.
Molecular Biology Fourth Edition Chapter 1 A Brief History Lecture PowerPoint to accompany Robert F. Weaver Copyright © The McGraw-Hill Companies, Inc.
Eukaryotic genomes: fungi
bacteria and eukaryotes
Genomes and their evolution
Evolution of gene function
Genomes and their evolution
Very important to know the difference between the trees!
Genomes and Their Evolution
Genomes and Their Evolution
SGN23 The Organization of the Human Genome
Genomes and Their Evolution
Evolution of eukaryote genomes
Today… Review a few items from last class
Genomes and Their Evolution
Fig Figure 21.1 What genomic information makes a human or chimpanzee?
A Brief History What is molecular biology?
Evolution of eukaryote genomes
Gene Density and Noncoding DNA
Mating in yeast Stressed diploid yeast undergoes meiosis
Eukaryotic Genomes: Fungi
Molecular Biology Fourth Edition
Extra chromosomal Agents Transposable elements
From Mendel to Genomics
Transposable Elements
Presentation transcript:

Eukaryotic Genomes: Fungi Wednesday, October 22, 2003 Introduction to Bioinformatics ME: J. Pevsner

Many of the images in this powerpoint presentation are from Bioinformatics and Functional Genomics by J Pevsner (ISBN ). Copyright © 2003 by Wiley. These images and materials may not be used without permission from the publisher. Visit Copyright notice

We are in the last third of the course: Today: Fungi. Exam #2 is due at the start of class. Next Monday: Functional genomics (Jef Boeke) Next Wednesday: Pathways (Joel Bader) Monday Nov. 3: Eukaryotic genomes Wednesday Nov. 5: Human genome Monday Nov. 10: Human disease Wednesday Nov. 12: Final exam (in class) Announcements

Outline of today’s lecture Description and classification of fungi The Saccharomyces cerevisiae genome Duplication of the yeast genome Functional genomics in yeast Comparative genomics of fungi

Introduction to fungi: phylogeny Fungi are eukaryotic organisms that can be filamentous (e.g. molds) or unicellular (e.g. the yeast Saccharomyces cerevisiae). Most fungi are aerobic (but S. cerevisiae can grow anaerobically). Fungi have major roles in the ecosystem in degrading organic waste. They have important roles in fermentation, including the manufacture of steroids and penicillin. Several hundred fungal species are known to cause disease in humans.

Eukaryotes (Baldauf et al., 2000)

Fungi and metazoa are sister groups Fig Page 504 Baldauf et al., 2000

Classification of fungi About 70,000 fungal species have been described (as of 1995), but 1.5 million species may exist. Four phyla: Ascomycotayeasts, truffles, lichens Basidiomycotarusts, smuts, mushrooms ChytridiomycotaAllomyces Zygomycotafeed on decaying vegetation Box 15-1 Page 505

Classification of fungi About 70,000 fungal species have been described (as of 1995), but 1.5 million species may exist. Four phyla: Ascomycotayeasts, truffles, lichens HemiascomycetaeGénolevure project EuascomycetaeNeurospora Loculoascomycetae Laboulbeniomycetaeparasites of insects Basidiomycotarusts, smuts, mushrooms ChytridiomycotaAllomyces Zygomycotafeed on decaying vegetation Box 15-1 Page 505

Introduction to Saccharomyces cerevisiae First species domesticated by humans Called baker’s yeast (or brewer’s yeast) Ferments glucose to ethanol and carbon dioxide Model organism for studies of biochemistry, genetics, molecular and cell biology …rapid growth rate …easy to modify genetically …features typical of eukaryotes …relatively simple (unicellular) …relatively small genome Page 505

Sequencing the S. cerevisiae genome The genome was sequenced by a highly cooperative consortium in the early 1990s, chromosome by chromosome (the whole genome shotgun approach was not used). This involved 600 researchers in > 100 laboratories. --Physical map created for all XVI chromosomes --Library of 10 kb inserts constructed in phage --The inserts were assembled into contigs The sequence released in 1996, and published in 1997 (Goffeau et al., 1996; Mewes et al., 1997) Page 505

Features of the S. cerevisiae genome Sequenced length:12,068 kb = 12,068,000 base pairs Length of repeats:1,321 kb Total length:13,389 kb (~ 13 Mb) Open reading frames (ORFs):6,275 Questionable ORFs (qORFs): 390 Hypothetical proteins:5,885 Introns in ORFs:220 Introns in UTRs:15 Intact Ty elements: 52 tRNA genes:275 snRNA genes:40 Page 506

Features of the S. cerevisiae genome A notable feature of the genome is its high gene density (about one gene every 2 kilobases). Most bacteria have about one gene per kb, but most eukaryotes have a much sparser gene density. Also, only 4% of S. cerevisiae genes are interrupted by introns. By contrast, 40% of Schizosaccharomyces pombe genes have introns. What are the most common protein families and protein domains? You can see the answer at EBI’s website: Page 506

Fig Page 508

Page 506

Fig Page The EBI website offers a variety of proteome analysis tools, such as this summary of protein length distribution in S. cerevisiae.

ORFs in the S. cerevisiae genome How are ORFs defined? In the initial genome analysis, an ORF was defined as >100 codons (thus specifying a protein of ~11 kilodaltons). 390 ORFs were listed as “questionable”, because they were considered unlikely to be authentic genes. For example, they were short, or exhibited unlikely preferences for codon usage. How many ORFs are there in the yeast genome? There are 40,000 ORFs > 20 amino acids; how many of these are authentic? Page

ORFs in the S. cerevisiae genome Several criteria may be applied to decide if ORFs are authentic protein-coding genes: [1] evidence of conservation in other organisms [2] experimental evidence of gene expression (microarrays, SAGE, functional genomics) The groups of Elizabeth Winzeler and Michael Snyder each recently described hundreds of previously unannotated genes that are transcribed and translated. Page 507

ORFs in the S. cerevisiae genome The MIPS Comprehensive Yeast Genome Database lists criteria for assigning ORFs, based on FASTA search scores: Number Categoryof proteins Known protein3400 Strong similarity to known protein230 Similarity or weak similarity to known protein825 Similarity to unknown protein1007 No similarity516 Questionable ORF472 Total6450 Page 507, 510

Exploring a typical S. cerevisiae chromosome We will next familiarize ourselves with the S. cerevisiae genome by exploring a typical chromosome, XII. Page 508

Exploring a typical S. cerevisiae chromosome We will next familiarize ourselves with the S. cerevisiae genome by exploring a typical chromosome, XII. This chromosome features 38% GC content very little repetitive DNA few introns six Ty elements (transposable elements) a high ORF density: 534 ORFs > 100aa, and 72% of the chromosome has protein-coding genes Page

Key S. cerevisiae databases Web resources include: NCBI (Entrez  Genome  Eukaryotic genome projects) EBI SGD: Saccharomyces Genome Database MIPS Comprehensive Yeast Genome Database (MIPS = Munich Information Center for Protein Sequences) Page 508

NCBI: Entrez genomes for yeast resources Fig Page 510

NCBI: Entrez genomes for yeast resources ~Fig Page 511

NCBI: Entrez genomes for yeast resources ~Fig Page 511

Fig Page 512 MIPS offers a Comprehensive Yeast Genome Database

Fig Page Saccharomyces Genome Database (SGD)

Fig Page 513

S. cerevisiae gene nomenclature YKL159c Y = yeast K = 11 th chromosome L = left (or right) arm 159 = 159 th ORF c = Crick (bottom) or w (Watson, top) strand Box 15-2 Page 514

S. cerevisiae gene nomenclature YKL159c Y = yeast K = 11 th chromosome L = left (or right) arm 159 = 159 th ORF c = Crick (bottom) or w (Watson, top) strand RCN1 = wildtype gene Rcn1p = protein rcn1 = mutant allele Box 15-2 Page 514

Duplication of the S. cerevisiae genome Analysis of the S. cerevisiae genome revealed that many regions are duplicated, both intrachromosomally and interchromosomally (within and between chromosomes). These duplicated regions include both genes and nongenic regions. Such duplications reflect a fundamental aspect of genome evolution. What are the mechanisms by which regions of the genome duplicate? Page 511

Duplication of the S. cerevisiae genome Mechanisms of gene duplication tandem repeat slippage during recombination Gene conversion Lateral gene transfer Segmental duplication polyploidy e.g. genome tetraploidy Fig Page 514

Duplication of the S. cerevisiae genome Fate of duplicated genes Both copies persist One copy is deleted One copy becomes a pseudogene One copy functionally diverges Fig Page 514

Duplication of the S. cerevisiae genome In 1970, Susumu Ohno published the book Evolution by Gene Duplication. He hypothesized that vertebrate genomes evolved by two rounds of whole genome duplication. This provided genomes with the “raw materials” (new genes) with which to introduce various innovations. Page 512

Duplication of the S. cerevisiae genome Ohno (1970): “Had evolution been entirely dependent upon natural selection, from a bacterium only numerous forms of bacteria would have emerged. The creation of metazoans, vertebrates, and finally mammals from unicellular organisms would have been quite impossible, for such big leaps in evolution required the creation of new gene loci with previously nonexistent function. Only the cistron that became redundant was able to escape from the relentless pressure of natural selection. By escaping, it accumulated formerly forbidden mutations to emerge as a new gene locus.” Page 512

Duplication of the S. cerevisiae genome Wolfe and Shields (1997, Nature) provided support for Ohno’s paradigm. They hypothesized that the yeast genome duplicated about 100 million years ago. There was a diploid yeast genome with about 5,000 genes. It doubled to a tetraploid number of 10,000 genes. Then there was massive gene loss and chromosomal rearrangement to yield the present day 6,000 genes. Page 515

Fig Page 515 Distance along chromosome X (kb) Distance along chromosome XI (kb) Wolfe and Shields (1997) performed blastp and found 55 blocks of duplicated regions. They proposed that the entire S. cerevisiae genome underwent a duplication. Matches with scores >200 are shown. These are arranged in blocks of genes.

Duplication of the S. cerevisiae genome Evidence of genome duplication in yeast -- Systematic BLAST searches show 55 blocks of duplicated sequences. -- There are 376 pairs of homologous genes. You can see the results of chromosomal comparisons on Ken Wolfe’s web site and at the SGD web site. Page 515

Fig Page 516 The SGD website includes a pairwise chromosome similarity viewer.

Kenneth Wolfe offers a website that permits analysis of yeast duplications: Page 516

As an example, note the SSO1 gene on XVI

SSO1 (XVI) & SSO2 (XVIII) are part of a block

Duplication of the S. cerevisiae genome Two models for the presence of duplication blocks [1] Whole genome duplication (tetraploidy) followed by gene loss and rearrangements [2] Successive, independent duplication events Page 516

Duplication of the S. cerevisiae genome Model [1] is favored for several reasons: -- For 50 of 55 duplicated regions, the orientation of the entire block is preserved with respect to the centromere. The orientation is not random. -- For model [2] we would expect 7 triplicated regions. We observe only 0 or Gene order is maintained in 14 hemiascomycetes (the Génolevures project) Page 516

Duplication of the S. cerevisiae genome The Génolevures project: -- Partial sequencing of 13 hemiascomycetes -- Gene order can be compared in 14 fungi -- 70% of the S. cerevisiae genome maps to sister regions with only minimal overlap -- Proposal that the 16 centromeres form 8 pairs Page 517

Duplication of the S. cerevisiae genome The Génolevures project: -- Partial sequencing of 13 hemiascomycetes -- Gene order can be compared in 14 fungi -- 70% of the S. cerevisiae genome maps to sister regions with only minimal overlap -- Proposal that the 16 centromeres form 8 pairs Phylogenetic analyses place the divergence of S. cerevisiae and Kluyveromyces lactis prior to the whole genome duplication (~100 million years ago). Perhaps the genome duplication enabled S. cerevisiae to acquire new properties such as the capacity for anaerobic growth. Page 517

Duplication of the S. cerevisiae genome What is the fate of duplicated genes? A duplicated gene (overall in eukaryotes) has a half life of just several million years (Lynch and Conery, 2000). 50% to 92% of duplicated genes are lost (Wagner, 2001) Consider four possible fates of a duplicated gene: Page 517

Duplication of the S. cerevisiae genome What is the fate of duplicated genes? A duplicated gene (overall in eukaryotes) has a half life of just several million years (Lynch and Conery, 2000). 50% to 92% of duplicated genes are lost (Wagner, 2001) Consider four possible fates of a duplicated gene: [1] Both copies persist (gene dosage effect) Page 517

Duplication of the S. cerevisiae genome What is the fate of duplicated genes? A duplicated gene (overall in eukaryotes) has a half life of just several million years (Lynch and Conery, 2000). 50% to 92% of duplicated genes are lost (Wagner, 2001) Consider four possible fates of a duplicated gene: [1] Both copies persist (gene dosage effect) [2] One copy is deleted (a common fate) Page 517

Duplication of the S. cerevisiae genome What is the fate of duplicated genes? A duplicated gene (overall in eukaryotes) has a half life of just several million years (Lynch and Conery, 2000). 50% to 92% of duplicated genes are lost (Wagner, 2001) Consider four possible fates of a duplicated gene: [1] Both copies persist (gene dosage effect) [2] One copy is deleted (a common fate) [3] One copy accumulates mutations and becomes a pseudogene (no functional protein product) Page 517

Duplication of the S. cerevisiae genome What is the fate of duplicated genes? A duplicated gene (overall in eukaryotes) has a half life of just several million years (Lynch and Conery, 2000). 50% to 92% of duplicated genes are lost (Wagner, 2001) Consider four possible fates of a duplicated gene: [1] Both copies persist (gene dosage effect) [2] One copy is deleted (a common fate) [3] One copy accumulates mutations and becomes a pseudogene (no functional protein product) [4] One copy (or both) diverges functionally. The organism can perform a novel function. Page 517

Duplication of the S. cerevisiae genome Why are duplicated genes commonly lost? It might seem highly advantageous to have a second copy of gene, thus permitting functional divergence. Ohno suggested two reasons: [1] After duplication, a deleterious mutation in one of the two genes might now persist. Without duplication, the individual would have been selected against by such a mutation. [2] The presence of a new paralogous sequence could lead to unequal crossing over of homologous chromosomes during meiosis. Page 518

Duplication of the S. cerevisiae genome To consider the fate of duplicated genes, consider the example of genes involved in vesicle transport. Vesicles carry cargo from one destination to another. Proteins on vesicles (e.g. vesicle-associated membrane protein, VAMP; Snc1p in yeast) bind to proteins on target membranes (e.g. syntaxin in mammalian and other eukaryotic systems, or Sso1p in yeast). In S. cerevisiae, genome duplication appears to be responsible for the presence of two syntaxins (SSO1 and SSO2) and two VAMPs (SNC1 and SNC2). Page 518

Duplication of the S. cerevisiae genome Sso1pSso2p Snc1pSnc2p Fig Page 518

Search for information on SSO1 (or any yeast gene) at the SGD website

Fig Page 519 The SGD record for SSO1 provides information on function

Duplication of the S. cerevisiae genome The SGD website reveals that the SSO1 gene is nonessential (i.e. the null mutant is viable), but the double knockout of SSO1 and SSO1 is lethal. Thus, these paralogs may offer functional redundancy to the organism. Also, these proteins could participate in distinct (but complementary) intracellular trafficking steps. Page 519

Duplication of the S. cerevisiae genome Andreas Wagner (2000) considered two ways an organism can compensate for mutations: via genes with overlapping functions (e.g. paralogs), or via genes with unrelated functions that participate in regulatory networks. He reported that overall, gene duplications did not provide robustness. Instead, interactions among unrelated genes provide robustness against mutations. Page 519

Functional genomics in yeast Functional genomics refers to the assignment of function to genes based on genome-wide screens and analyses. Next week, Jef Boeke will describe functional genomics (Monday). Joel Bader will describe proteomics in yeast (Wednesday). Page 520

Fig Page 520 We can consider functional genomics in yeast in terms of high throughput approaches at the levels of genes, transcripts, and proteins

Functional genomics in yeast (next week) Protein level Two-hybrid screens Affinity purification and mass spectrometry Pathways RNA level Microarrays SAGE transposon tagging Gene level Genetic footprinting Transposon insertion: random mutagenesis Gene deletion: targeted deletion of all ORFs!!!

Today’s final topic: comparative analysis of fungal genomes The fungi offer unprecedented opportunities for comparative genomic analyses -- relatively small genome sizes -- they are eukaryotes -- they exhibit significant differences in biology -- opportunities to apply functional genomics approaches in a comprehensive, genome-wide manner Page 528

Fungal and metazoan phylogeny Baldauf et al., 2000 Page 528

A variety of fungal genome sequencing projects sizechromosomes Aspergillus fumigatus30 Mb8 Aspergillus nigrans29 Mb8 Apergillus parasiticus Candida albicans16 Mb8 Cryptococcus neoformans 21 Mb Fusarium sporotrichiodes Magnaporthe grisea40 Mb7 Neurospora crassa43 Mb7 Phanerochaete chrysoporium 30 Mb10 Saccharomyces cerevisiae 13 Mb16 Schizosaccharomyces pombe 14 Mb3 Ustilago maydis20 Mb

An atypical fungus: Encephalitozoon cuniculi Microsporidia are single-celled eukaryotes that lack mitochondria and peroxisomes. Consistent with their roles as parasites, the E. cuniculi genome is severely reduced in size (2000 proteins, only 2.9 Mb). They were thought to represent deep-branching protozoans, but recent phylogenetic studies place them as an outgroup to fungi. Page 529

Fig Page 529 Encephalitozoon cuniculi as a fungal outgroup

Orange bread mold: Neurospora crassa Beadle and Tatum chose N. crassa as a model organism to study gene-protein relationships. The genome sequence was reported: 39 Mb, 7 chromosomes, 10,082 ORFs (Galagan et al., 2003). N. crassa has only 10% repetitive DNA, and incredibly, only 8 pairs of duplicated genes that encode proteins >100 amino acids. This is because Neurospora uses “repeat-induced point mutation” (RIP), a mechanism by which the genome is scanned for duplicated (repeated) sequences. This appears to serve as a genomic defense system, inactivating potentially harmful transposons. Page 530

Schizosaccharomyces pombe The S. pombe genome is 13.8 Mb and encodes ~4900 predicted proteins. Some bacterial genomes encode more proteins (e.g. Mesorhizobium loti with 6752, and Streptomyces coelicolor with 7825 genes). ChromosomegenesCoding 15.6 Mb2,25559% 24.4 Mb1,79058% 32.5 Mb88455% Total12.5 Mb4,92958% See: TIGR EBI Page 530

Schizosaccharomyces pombe ChromosomegenesCoding 15.6 Mb2,25559% 24.4 Mb1,79058% 32.5 Mb88455% Total12.5 Mb4,92958% See: TIGR EBI

Schizosaccharomyces pombe S. pombe diverged from S. cerevisiae about 330 to 420 million years ago. Many genes are as divergent between these two fungi as they are diverged from humans. To see this, try TaxPlot at NCBI. Page 530

Perspective and pitfalls The budding yeast S. cerevisiae is one of the most significant organisms in biology: Its genome is the first of a eukaryote to be sequenced Its biology is simple relative to metazoans Through yeast genetics, powerful functional genomics approaches have been applied to study all yeast genes It is important to note that even for yeast, our knowledge of basic biological questions is highly incomplete. We still understand little about how the genotype of an organism leads to its characteristic phenotype. Page 531