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A GENETIC LINKAGE MAP OF THE FUNGUS PHYCOMYCES BLAKESLEEANUS FOR GENE IDENTIFICATION BY MAP-BASED CLONING A THESIS IN Bioinformatics and Clinical Research Cell Biology and Biophysics Presented to the faculty of the University of Missouri-Kansas City in partial fulfillment of the requirements for the Degree MASTER OF SCIENCE by SUMAN CHAUDHARY MS., University of Allahabad Kansas City, Missouri 2012

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Page 1: A GENETIC LINKAGE MAP OF Phycomyces blakesleeanus

A GENETIC LINKAGE MAP OF THE FUNGUS PHYCOMYCES BLAKESLEEANUS

FOR GENE IDENTIFICATION BY MAP-BASED CLONING

A THESIS IN

Bioinformatics and Clinical Research

Cell Biology and Biophysics

Presented to the faculty of the University of

Missouri-Kansas City in partial fulfillment of

the requirements for the Degree

MASTER OF SCIENCE

by

SUMAN CHAUDHARY

MS., University of Allahabad

Kansas City, Missouri

2012

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© 2012

SUMAN CHAUDHARY

ALL RIGHTS RESERVED

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GENETIC LINKAGE MAP OF THE FUNGUS PHYCOMYCES BLAKESLEEANUS

FOR GENE IDENTIFICATION BY MAP-BASED CLONING

Suman Chaudhary, Candidate for the Master of Science Degree

University of Missouri-Kansas City, 2012

ABSTRACT

The Mucoromycotina is one of the basal lineages in the fungi, all of which are

poorly understood. Mucormycosis is a life threatening infection caused by fungi of the

order Mucorales, the most common species of which is Rhizopus oryzae. Certain genetic

traits in fungal genomes are thought to influence their ability to cause disease. This

fungus is closely related to Phycomyces blakesleeanus, for certain common properties

like taxonomic classification and including response to environmental signals. In view of

these common properties, Phycomyces presents itself as an important model to study

pathogenic determinants of Rhizopus infection. P. blakesleeanus is a zygomycete fungus

classified in the subphylum Mucoromycotina, studied because of its environmental

sensing abilities and responses, and its ability to synthesize the pigment beta-carotene.

Light is an environmental signal that modulates many aspects of fungal biology including

the ability to cause disease. There are eight unknown light-sensing mad genes in

Phycomyces. The inability to transform DNA into Phycomyces has blocked the

identification of genes in this fungus. In this research, a genetic map based on 100

molecular markers, assigned to 121 progeny, was generated in a cross between two wild

type strains NRRL1555 and UBC21. The map comprised 1037.8 cM spread over 11

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linkage groups. The map was then used as the starting point for the choice of markers for

the map-based identification of madC, by crossing madC mutants to strain UBC21.

madC was identified as a new gene required for fungal responses to their environment.

The madC gene encodes a Ras GTPase activating protein. These findings indicate that the

Ras signal transduction pathway plays role in light sensing. Because both light sensing

and Ras signaling are required for virulence in other fungal species, a future direction

would be to test if mutation of the madC gene has an effect on disease caused by

pathogenic members of the Mucoromycotina. By identifying the mad light-sensing genes

of Phycomyces, this research can be potentially translated into therapeutics by drug

discovery of those genes with roles in both light-sensing and pathogenicity.

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APPROVAL PAGE

The faculty listed below, appointed by the Dean of the School of Biological Sciences,

have examined a dissertation titled “A Genetic Linkage Map Of The Fungus Phycomyces

blakesleeanus For Gene Identification By Map-Based Cloning” presented by Suman

Chaudhary, candidate for the Master of Science degree, and certify that in their opinion it

is worthy of acceptance.

SUPERVISORY COMMITTEE

Alexander Idnurm, Ph.D., Committee Chair

Cell Biology and Biophysics

Karen Bame, Ph.D.

Molecular Biology and Biochemistry

William Lafferty, Ph.D.

Department of Biomedical and

Health Informatics

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CONTENTS

ABSTRACT .................................................................................................................. iii

APPROVAL PAGE ........................................................................................................ v

LIST OF ILLUSTRATIONS ....................................................................................... vii

LIST OF TABLES ...................................................................................................... viii

GLOSSARY .................................................................................................................. ix

ACKNOWLEDGEMENTS ......................................................................................... xii

Chapter

1. INTRODUCTION .............................................................................................. 1

2. MATERIALS AND METHODS ........................................................................ 8

3. RESULTS ......................................................................................................... 13

4. DISCUSSION ................................................................................................... 19

APPENDIX ................................................................................................................... 28

REFERENCES ............................................................................................................. 45

VITA ........................................................................................................................... 48

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ILLUSTRATIONS

Figure Page

1. A genetic map of Phycomyces blakesleeanus

based on phenotypic characteristics of mutants .............................................................. 2

2. Phototropic response of wild type and madC

mutant of Phycomyces ................................................................................................... 9

3. Example of the Phycomyces genome browser

from the Department of Energy ................................................................................... 11

4. Agarose gel of PCR-RFLPs of 120 progeny of a cross between Phycomyces

strain NRRL1555 x UBC21 using one molecular marker ........................................... 14

5. The map of 121 progeny from 100 markers plus the mating

type (sex) locus of a cross between NRRL1555 x UBC21 ........................................... 15

6. The map resolves linkage groups in Phycomyces madC .......................................... 17

7. Mutations within the candidate madC ...................................................................... 18

8. Regulation by Ras and GAP ..................................................................................... 22

9. Flow Diagram ........................................................................................................... 27

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TABLES

Table Page

1. Strains of Phycomyces blakesleeanus used in this work .......................................... 12

A1. Oligonucleotide primers for PCR-RFLP

mapping used in this study for NRRL1555 x UBC21 .................................................. 28

A2. Oligonucleotide primers for PCR-RFLP mapping

used in this study for B2-madC x UBC21C.................................................................. 31

A3.Phycomyces blakesleeanus NRRL1555 x UBC21 mapping data ........................... 33

A4. Phycomyces blakesleeanus B2 x UBC21 mapping data for madC ........................ 41

A5. Phycomyces blakesleeanus A905 x UBC21 madC mapping data ........................ 44

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GLOSSARY

DNA Deoxyribonucleic Acid

The hereditary chemical material in all organisms. The information in DNA is

stored as a code made up of four chemical bases: adenine (A), guanine (G),

cytosine (C), and thymine (T).

cM CentiMorgan

CentiMorgan is the unit of genetic recombination frequency. One cM is equal to a

1% chance that one genetic locus is separated from another locus due to crossing

over in a single generation. The centiMorgan is named after the Nobel laureate,

geneticist Thomas Hunt Morgan.

dNTP Deoxyribose nucleotide triphosphate

Refers to the four deoxyribonucleotides-dATP, dCTP, dGTP and dTTP

EDTA Ethylene diamine tetraacetic acid

EST Expressed sequence tag

It is a short sub-sequence of a cDNA sequence. EST can be used to identify gene

transcripts, and are instrumental in gene identification and gene sequence

determination.

GAP GTPase Activating Protein

GAPs are known as regulators of G proteins. Regulation of G proteins is

important because these proteins are involved in a variety of signal transduction

processes in cells.

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JGI Joint Genome Institute (US Department of Energy)

PCR Polymerase chain reaction

The polymerase chain reaction is a biochemical technology to amplify a few

copies of a piece of DNA by several orders of magnitude to generate thousands to

millions of copies of a particular DNA sequence.

Contig

A contig, short for “contiguous DNA”, is a set of overlapping DNA sequences

generated during genome sequencing data assembly.

LOD score Likelihood of odds scores

Likelihood of odds scores are the probabilities of events occurring at that

frequency by chance, expressed as the logarithm base 10. For example, LOD 3

means a 1 in 1000 chance of the results obtaining being due to chance.

RFLP Restricted fragment length polymorphism

DNA sample digested by restriction enzymes and the resulting restriction

fragments are separated according to their lengths by gel electrophoresis.

SNP Single nucleotide polymorphism

A DNA sequence variation occurring when a single nucleotide A, T, C or G in the

genome differs between individuals, or the paired chromosomes in a diploid

organism.

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Linkage map

A linkage map is a genetic map showing the relative positions of genetic markers

along a chromosome, determined by the recombination frequency during

crossover of homologous chromosomes.

SSR Microsatellite polymorphism- Simple sequence repeat

RAPD Random amplification of polymorphic DNA

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ACKNOWLEDGEMENTS

I would like to thank Dr Alexander Idnurm for his support, patience, and time

throughout this project. Many thanks to my lab members for all their guidance and

tremendous patience in answering all my questions in the lab.

I would like to thank members of my committee, Dr William Lafferty and Dr

Karen Bame for their input and suggestions throughout this process. And I would also

like to thank Dr Karen Williams for her support and encouragement.

The Women’s Council at the University of Missouri-Kansas City provided their

financial support, which allowed me to finish my project and thesis.

Last but not least, I would like to thank my parents, family and friends for

encouraging me every step of the way and supporting me throughout my entire graduate

career.

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CHAPTER 1

INTRODUCTION

Phycomyces blakesleeanus

Mucormycosis is a life threatening infection caused by fungi of the order

Mucorales, the most common etiologic species of which is Rhizopus oryzae. These

filamentous fungi have a worldwide distribution and are capable of rapid growth and

thermo-tolerance of human body temperature. Infection typically occurs in immuno-

compromised patients (i.e. patients with diabetic ketoacidosis, hemotologic malignancies,

immunosuppressive disorders, solid-organ or bone marrow transplantation) and can be

acute as well as chronic. The genome sequence of R. oryzae was recently published (Ma

et al. 2009). Certain genetic factors in this fungal genome are thought to influence its

ability to cause disease in contrast to non-pathogenic species, especially of interest from

the bioinformatics perspective that it has undergone a whole, genome duplication. This

fungus is related to the Mucorales species Phycomyces blakesleeanus, used for research

on responses to light, wind and gravity. In view of these common properties,

Phycomyces presents itself as an important model to study basic biological features of the

Mucorales that can impact understanding the pathogenic determinants of Rhizopus

infection.

Phycomyces blakesleeanus is a member of the Mucoromycotina subphylum of

fungi, a group that is largely understudied at the molecular level. Before a major revision

of the fungal kingdom that was based on phylogentic comparisons (James et al. 2006;

Hibbett et al. 2007), the Mucoromycotina were part of the “zygomycetes”, a group of

basal fungal lineages still with uncertain affinities with one another. Due to their

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complex biology, the zygomycetes were delayed in taking full advantage of the current

molecular biology revolution. With new genome projects for the zygomycetes, and new

advances in experimental approaches, Phycomyces represents an excellent candidate for

understanding zygomycetes because of (a) the historical interest and current established

research community, (b) it is the only zygomycete currently amendable to Mendelian

genetic analysis (Fig.1) (Alvarez et al. 1980) and (c) a large number of strains with

impaired phototropism were isolated during the 1960-1980s by chemical mutagenesis, as

well as mutant strains affected in other sensory responses or phenotypes.

Figure.1. A genetic map of Phycomyces blakesleeanus based on phenotypic

characteristics of mutants

Red loci represent genes that have been identified and orange markers represent loci

whose identity can be inferred with high certainty. Green loci are the genes that are not

identified. Blue loci are the genes on which work is going on. The centromeres were

mapped using tetrad analysis. Gene designations are for: mad phototropism; car carotene,

carotenoid biosynthesis genes; pur purine auxotroph; lys lysine auxotroph; rib riboflavin

auxotroph; nic nicotinic acid auxotroph; leu leucine auxotroph; fur resistance to 5-

fluorouracil; pyr uracil auxotroph. The col and flp loci are naturally-occurring

polymorphisms; sex confers the (+) and (–) mating types.

The unicellular sporangiophores that produce the asexual spores show growth

responses to light, gravity, wind, chemicals and the presence of close-by objects. The

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mycelium also shows responses by photo-induction of β-carotene synthesis and the

initiation of sporangiophores. The responses to light have been most thoroughly

analyzed, in part driven by the efforts of Nobel laureate Max Delbrück who aimed to

develop Phycomyces into the “phage of vision” (Cohen et al. 1975; Cerdá-Olmedo and

Lipson 1987). All these properties have made Phycomyces a model system for the study

of intracellular sensory transduction processes. However, the inability to transform DNA

into Phycomyces has blocked the identification of genes in this fungus (Obraztsova et al.

2004), for example through cloning by complementation or insertional mutant screens.

To achieve a better understanding of the fascinating biology of Phycomyces, and

the Mucoromycotina, it is important to know more about basic features of this species.

One of these features is a genetic map, which is a fundamental genome-level scaffold

upon which is built understanding of various mechanisms and processes of interest. A

genetic linkage map is also an important component of the P. blakesleeanus genome

project. My aim was to generate a genetic linkage map from genome sequencing data

and use this coupled to Illumina- sequencing for map-based identification of genes.

The primary targets for identification are the eight unknown mad genes that are

required for phototropism. The goals of the study were to prepare a reliable and

unambiguous set of single-locus genetic markers, produce a new set of progeny, and

create a dense linkage map with an average recombination distance of 10 cM. This map

can then be used as the basis to identify genes for light sensing.

A genetic linkage map is an important component of the Phycomyces genome

project, which is currently (genome release version 2.0) comprised of multiple DNA

fragments (contigs), with 99.4% being covered in 51 scaffolds. However, when I started

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this research the genome (version 1.1) was made up of 491 fragments. The genetic

linkage map shows the arrangement of genes and genetic markers along the

chromosomes as calculated by the frequency with which they are co-inherited together.

The map can also provide information about the number of chromosomes in an organism.

Significance

All organisms sense and respond to their environment. Light is a fundamental

environmental signal because eukaryotic life depends on light from the sun as an energy

source, either directly or indirectly through the fixation of CO2 during photosynthesis in

plants and algae. Fungi also sense light, with a conserved pair of proteins, White Collar 1

and White Collar 2, controlling this process (for the most recent reviews on this topic, see

Idnurm et al. 2010; Rodriguez-Romero et al. 2010; Tisch and Schmoll 2010). The wc-1

and wc-2 genes were cloned in Neurospora crassa in the 1990s. However, the first

mutants in homologs of these two genes were actually made in the 1960s in Phycomyces,

but only identified in the last five years. Phycomyces madA is wc-1 and madB is wc-2

(Idnurm et al., 2006; Sanz et al., 2009). The longer term significance of this study is to

be able finally to answer the long-standing biological question as to the nature of the mad

genes in Phycomyces, and thereby understand the impact of light on life on earth, and

how genome or gene duplication influences signaling and pathogenesis.

The Phycomyces genome sequence will help to start a genomic approach that will

complement the current research carried out on the organism. The sequence of the

Phycomyces genome will help to identify genes and proteins that could participate in

signal transduction pathways for responses to environmental cues. Furthermore, the

identification of the full set of Phycomyces genes will allow the design of microarrays for

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whole-genome assays of gene expression to investigate the responses of Phycomyces to

environmental signals. The sequence of the Phycomyces genome will significantly

accelerate research into the molecular details of Phycomyces precisely-regulated

responses. The full description of a zygomycete genome will provide key information

about the evolution of fungal genomes at the chromosomal scale. Finally, as a

Mucoromycotina species, understanding gene functions in Phycomyces impacts our

understanding of evolution in the ascomycete and basidiomycete species, the most

common fungal agents of plant and animal diseases.

Zygomycetes, light and human disease

Mucormycosis is a life-threatening infection characterized by rapid angio-

invasive growth with a mortality above fifty percent. The disease is caused by a range of

species within the order Mucorales. As a representative of the paraphyletic basal group

of the fungal kingdom called the “zygomycetes,” Phycomyces, can be used as a model to

study fungal evolution, particularly signal transduction systems. There is evidence for an

ancestral genome duplication and/or gene family expansions in the Mucoromycotina (Ma

et al. 2009), such that the Mucoromycotina genomes currently sequenced exhibit an

increase in components in signal transduction compared to other fungi. One signal

transduction system that regulates virulence in both fungi and bacteria is light-sensing

(for a review, see Idnurm and Crosson 2009). Understanding the mechanism by which

these processes occur, for example by identification of the historical mad light-sensing

mutants of Phycomyces, may lead to approaches to prevent disease or avenues for

discovery of new therapeutics.

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Molecular Markers

Molecular markers can provide information that can help to define the

distinctiveness of species or individuals in a population and their ranking according to the

number of close relatives and their phylogenetic relations. Various types of molecular

markers have been developed and applied both to study genetic diversity and to

discriminate between genotypes. Some of the properties for ideal markers are they should

be multiple allelic, frequently occurring in the genome, detected by an easy and fast assay

that is high reproducible, and exhibit co-dominant inheritance to determine homozygous

and heterozygous states.

A large number of types of DNA markers have been developed, which are

generally classified as hybridization-based markers and PCR-based markers. In the

former, DNA profiles are visualized by hybridizing of restriction enzyme digested DNA

with a labeled probe, which is a DNA fragment of known sequence. PCR-based markers

involve amplification of a particular DNA sequence or loci, with the help of specificity or

arbitrarily chosen primer(s) and a thermo-stable DNA polymerase enzyme and PCR.

Amplified segments are then separated electrophoretically and banding patterns are

detected by different methods, such as autoradiography or staining. PCR-based markers

are quick, easy to perform and need only a small amount of sample DNA, making it a

preferred method. RFLP, AFLP, RAPD and SSR are being used constantly, of which

RFLP (Restriction fragment length polymorphism) is based on Southern blot

hybridization, whereas RAPD, AFLP, SSR and PCR-RFLP are PCR-based markers.

Morphological or phenotypic markers are rarely adequate to meet these criteria.

These are insufficiently polymorphic, are generally dominant or require multiple crosses

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for mapping, and may be scarce in a population. Besides, they often interfere with other

traits and can be influenced by the environment. Most DNA markers, on the other hand,

have all these qualities. DNA markers are alleles of loci at which there is sequence

variation or polymorphism in DNA that is usually neutral in terms of phenotype. Of these

genetic marker options, in Phycomyces only phenotypic markers have been used for

genetic mapping (Fig. 1).

RFLP as a molecular marker is specific to a single clone/restriction enzyme

combination. Advantages of RFLP as genetic markers are as follows. The standard

RFLPs provide a convenient means for turning an uncharacterized DNA clone into a

reagent for the detection of a genetic marker. The main advantage of RFLP analysis by

Southern blotting, over PCR-based protocols, is that no prior sequence information or

oligonucleotide synthesis is required. The cloned DNA pieces can be used in some cases

across species boundaries. Disadvantages include the labor in screening DNA fragment

libraries for suitable DNA probes and polymorphisms. In contrast, genome sequencing

has led to the development of facile methods to detect polymorphic regions between

strains, enabling the development of PCR-RFLPs.

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CHAPTER 2

MATERIALS AND METHODS

Genetic mapping of Phycomyces is based on PCR-RFLPs of progeny derived

from a cross between two wild type strains, UBC21 (mating type +) and NRRL1555

(mating type –), or madC mutants with UBC21.

Mapping Population Wild Types

A population of 121 progeny, generated by a cross between a pair of wild-type

strains, UBC21 (+) and NRRL1555 (–), was used. These were generated by crossing

UBC21 and NRRL1555, a combination with the relatively short dormancy for zygospore

germination of two months. The crosses were performed as follows: mycelia of two

strains of opposite sex were inoculated at opposite margins of 10 cm diameter petri dishes

containing 5% V8 juice and 4% agar. The dishes were incubated in darkness at 22°C.

Zygospores were harvested individually with tweezers and transferred to petri dishes

containing filter paper dampened with sterilized water. The zygospores were separated

and incubated at room temperature in the dark. Around two months later, the zygospores

began to germinate, each giving rise to a germsporangiophore, whose germsporangium

contains germspores.

The germspores were collected in 10 µl sterile H2O and heat shocked at 48°C for

15 minutes. The spores were plated onto potato dextrose agar medium (PDA). Pieces of

mycelium from separated colonies were subcultured to new PDA plates.

For progeny from the madC x UBC21 crosses, the ability to bend towards

unilateral light (phototropism) was also assessed. A piece of mycelium from each

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individual colony was transferred to PDA and illuminated uniformly from above for 2-4

days. Under these circumstances, the sporangiophores grow vertically. The lids of the

cultures were removed and the cultures placed in an dark box with a slit covered with

white paper to provide unilaterally illumination at a intensity to which the wild type, but

not the mutant, responds. A colony was scored as wild type when all its sporangiophores

bend towards test light; if the sporangiophores remained vertical, the colony was

phototropically abnormal, i.e. it carries the madC mutation (Fig. 2).

Figure 2. Phototropic response of wild type and madC mutants of Phycomyces.

Left to right- wild type strain NRRL1555, madC mutant B2 and madC mutant A905.

Mapping Population Mutants

Two mutant strains were crossed with UBC21, and 93 progeny isolated from B2 x

UBC21 and 18 from A905 x UBC21. The mapping population of 93 progeny of B2 and

UBC21 was used to identify the location in the genome in which madC was located.

DNA Preparation

DNA extraction for fungal strains was performed on lyophilized mycelia

disrupted with 2 mm diameter glass beads. Extraction buffer (1% CTAB, 1% beta-

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mercaptoethanol, 10 mM EDTA, 0.7 M NaCl, 100 mM Tris-HCl, pH 7.5; 10 ml) was

added and the samples incubated at 65°C for 30 min. After one chloroform extraction (10

ml), the DNA was precipitated in an equal volume of isopropanol. The DNA pellet was

washed in 70% ethanol, dried and resuspended in 10 mM Tris-HCl, pH 8.5. DNA quality

and quantification was measured by running a 1 µl aliquot on an agarose gel.

Molecular Marker (PCR-RFLP) Development

Polymorphic regions were identified by comparison of Illumina sequencing data

generated from strain UBC21 with the genome sequence of strain NRRL1555 (Fig. 3).

From the Illumina sequencing, which provides short DNA reads, an estimated 1

polymorphism (SNP) per 850 bp are present between the two strains used for mapping.

At least two markers on the 20 largest contigs were designed to amplify ~1 kb fragments,

including the polymorphic region, with each polymorphism selected to include a change

in restriction enzyme site. Oligonucleotide primers were designed manually to avoid

repetitive regions or those with multiple restriction enzyme cut sites.

These regions were amplified from progeny of the UBC21 x NRRL1555 cross, by

PCR in an Eppendorf MasterCycler using rTaq and ExTaq DNA polymerase (Takara,

Shiga, Japan). The conditions were 2 min 94ºC, 32 cycles of 20 s 94ºC, 20 s 52-55ºC, 1

min 72ºC, and a final extension of 5 min at 72ºC.

Genotyping

PCR products (5 – 10 µl) were added to restriction digestion reactions to a total

volume of 20 µl containing the manufacturer’s recommended units of restriction enzyme

and 1x restriction enzyme buffer (New England BioLabs, Ipswich, MA), and incubated at

37°C for a minimum of two hours. A 5 µl sample of each restriction digest was

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electrophoresed in 1% agarose/1x TAE gels, visualized by staining with ethidium

bromide under UV light, and photographed.

Figure 3. Example of the Phycomyces genome browser from the Department of Energy.

The bottom window shows the first 100 kb on scaffold 1 of strain NRRL1555, including

the positions of the 27 genes (blue) and expressed sequence tags (EST clusters; green)

that are available for a subset. The red “High SNPs” indicates polymorphisms between

strains NRRL1555 and UBC21 that were identified by comparison between genome

sequencing data.

Data Analysis And Map Construction

Genotypes were scored visually and entered into an Excel spreadsheet prior to

transfer to JoinMap 4.0 software for segregation and linkage analysis. JoinMap 4.0

software running on a Window-based PC was used to analyze the allele data to create the

molecular map (Ooigen and Voorrips 2001).

Map-Based Identification of madC

The same mapping strategy used with the NRRL1555 x UBC21 cross described

above was used with the madC mutants. The phototropism phenotype exhibited by the

progeny was included as an additional genetic marker. 93 progeny were isolated from a

cross between B2 and UBC21 and 18 progeny from A905 x UBC21, and DNA prepared

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for analysis. Oligonucleotide primers are designed to amplify polymorphic regions

yielding restriction enzyme site changes from parents and progeny, the PCR products

digested and products resolved by gel electrophoresis. This has been performed for > 20

markers using JoinMap 4.0 software (Ooigen and Voorrips 2001). Subsequently,

markers on linked regions were used for fine detailed mapping on all 93 progeny of B2 x

UBC21 and 18 progeny of A905 x UBC21.

Table 1. Parental strains of Phycomyces blakesleeanus used in this work.

The number after madC indicates the phototropism allele number. ICR170 is a

mutagenic chemical used to generate mutants.

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CHAPTER 3

RESULTS

A New Genetic Linkage Map Of Phycomyces blakesleeanus

A hundred markers were developed and used in PCR analysis to assign alleles to a

mapping population from a cross between two wild type parents (Fig. 4). This allelic

information was incorporated into the mapping population database and analyzed with

JoinMap 4.0 software. This program assembles pair wise marker associations on the basis

of likelihood of odds (LOD) scores and then constructs linkage maps of these groupings

utilizing a modified weighted least-squares method, in which the squares of the LOD

scores are used as weights. The map resolves 11 linkage groups plus three “orphan”

markers (Fig. 5). This is consistent with Hans Burgeff’s 1924 estimate based on cytology

of 12 chromosomes in Phycomyces (Burgeff, 1924).

The genetic map provides an estimate of the frequency of recombination in the

genome, and an estimate of how many more markers are needed to complete the genetic

map and the positions to target for the development of new markers. The coverage is one

marker every 10.4 cM, close to the original aim of one every 10 cM. The Phycomyces

genome is estimated as 55 Mb. Thus, the average physical distance is 1 cM = 50 kb

(1037.8 cM/55,000 kb = 50.1).

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Figure 4. Agarose gel of PCR-RFLPs of 120 progeny of a cross between Phycomyces

strains NRRL1555 x UBC21 using one molecular marker.

Example of one of many analyses performed to generate the map. Regions are amplified

by PCR, then digested with a restriction enzyme. Progeny have one of two alleles, either

a large fragment or two smaller fragments, with the exception of two heterozygous

progeny. The DNA fragments in the right hand lanes are the Invitrogen 1 kb+ (ladder).

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Figure 5. The map of 121 progeny from 100 markers plus the mating type (sex) locus of a

cross between NRRL1555 x UBC21

Resolves 11 linkage groups in Phycomyces. The ALID or ai numbers refer to the primers

used for amplification of the polymorphic regions. Numbers to the left of each linkage

group are cM relative to a marker at one end.

Map-Based Identification of madC

For madC, 93 progeny were isolated from a cross between B2 and UBC21, and 18

progeny from A905 x UBC21, and DNA prepared for amplification of RFLP regions by

PCR. Oligonucleotide primers were chosen to amplify regions across all 11 linkage

groups. Twenty markers were developed and used in PCR analysis to assign alleles to a

mapping population from a cross between B2 and UBC21. This allelic information was

incorporated into the mapping population database and analyzed with JoinMap 4.0

software. This program identified linkage of madC closest to markers on contig 6. Thus,

all other markers that were previously located within the linkage group that includes

contig 6, in the mapping population between the two wild type parents, were used on the

progeny of B2 x UBC21, in order to narrow the region in which madC is located. This

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provided higher resolution, with madC lying between markers ALID0403-404 and

ALID391-392 (Fig. 6).

Identification of potential mutations in the Illumina genome information for

candidates for madC

The Illumina sequence data for A905 and B2 was examined for DNA near to the

closest markers, to find a gene containing mutations in both strains but not in others.

Mutations were found in the gene with JGI ID 118908, predicted to encode a Ras GTPase

activating protein or GAP (Fig. 7). The mutations in the B2 and A905 strains are

predicted to alter intron splicing. The B2 mutation (G-A) removes the 5’ G residue of the

intron. The A905 mutation (A-G) introduces an earlier splicing site, causing a

translational frameshift and early stop codon (Fig. 7).

madC was predicted to be a novel photoreceptor. However, we identified madC as

regulator of RAS signaling (Fig. 8). As outlined in more detail in the Discussion section,

RAS signaling has been implicated in light signaling in Neurospora (Belden et al. 2007).

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Figure 6. Resolution of distances between markers on the linkage group in Phycomyces

that includes madC

The position of madC within a linkage group in Phycomyces, based on segregation of

these markers from 93 progeny of a cross between B2 x UBC21. Numbers to the left

indicate cM distances relative to ALID1017-1018.

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A

B

B2 TTTTATTAACCATGTTTCAGgtaatatttatatacatgtat

A905 tgcttgatgtattataattaattatagCAACAAGACAATGT

Figure 7. Mutations within the candidate madC gene

A. Positions of the mutations in the context of the whole madC gene. Light blue boxes

are exons.

B. Mutations in the B2 and A905 strains are predicted to alter intron splicing. Upper case

letters are exons, lower case letters are introns. The B2 mutation (G-A) removes the 5’ G

residue of the intron. The A905 mutation (A-G) introduces an earlier splicing site,

causing a translational frameshift and early stop codon.

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CHAPTER 4

DISCUSSION

A New Whole Genome Genetic Map For A Mucoromycotina Fungal Species

One hundred markers have been developed and used in PCR analysis to assign

alleles from a mapping population from a cross between two wild type Phycomyces

blakesleeanus parents. This represents the best genetic map in the Mucoromycotina

fungi, a group that is basal to the Dikarya (Ascomycota and Basidiomycota) in which

most genetic maps have been made.

Evidence For Meiosis In Phycomyces Based On The Map

Phycomyces is heterothallic fungus. The two mating types, (+) and (–), when

grown near each other, undergo morphological and biochemical changes leading to the

formation of a zygospore. After a long dormancy, which depends upon the strain

combination, the zygospore produces a germsporangium containing germspores. The

presence of meiosis in Phycomyces has been challenged because of the peculiar

segregation of genetic markers in progeny (Mehta and Cerdá-Olmedo, 2001). The

segregation data of the markers used in both the NRRL1555 x UBC21 cross (and further

supported by the B2 x UBC21 cross) provide one additional piece of evidence for

meiosis. That is, the average recombination rate is 50 kb/cM. That value is of a similar

level as seen in other fungi that have served as models for understanding meiosis in the

fungi, e.g. the mushroom Coprinus cinerea (Staijch et al 2010). Mitotic recombination

rates are estimated at three orders of magnitude less frequent. However, the data are also

consistent with the meiotic reduction process not always completing with fidelity, as

reported in earlier studies. Another way of returning to the haploid state from a diploid is

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through non-meiotic chromosome loss. Diploidy and subsequent haploidization are

present in other fungal species. For example, in Aspergillus nidulans a parasexual cycle

is used to map a gene to a chromosome, and then conventional meiotic recombination is

used to map the gene with markers on a single chromosome (Clutterbuck, 1992). A

similar mixture of both a parasexual-like and meiosis-based reduction is likely to function

in Phycomyces.

madC Is Predicted To Encode A Ras GAP

JGI has generated Illumina sequence from 19 mad mutant strains. This

sequencing approach was initiated at a time when re-sequencing technology was being

proposed as a radical and untried tool for gene identification. This can be coupled to

genetic mapping to identify genes, e.g. as used recently in historical mutants of N. crassa

(McCluskey et al. 2011). The 19 strains sequenced by JGI included three with known

mutations in the madA or madB strains, with these mutations detected as Illumina

polymorphisms. While most strains are isogenic to the sequenced wild type NRRL1555

as expected, analysis of this data set reveals that strains B2 and C149 have additional

genetic material, indicating that NRRL1555 was not used as the strain for mutagenesis in

strain B2, while C149 is likely a progeny from part of a backcrossing system used to

generate an isogenic strain (Alvarez and Eslava 1983). This was particularly problematic

for us because mapping of B2 x UBC2 was initiated before the Illumina sequence was

available. Many markers would not work because B2 and UBC21 share the same RFLP

patterns. The other madC strain sequenced is A905. The germination rate of the A905 x

UBC21 cross was low, such that only 18 progeny were available for analysis, too limited

for use for mapping in a large progeny set.

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The nature of madC as encoding a Ras GAP was highly unexpected. madC has

long been predicted to be a second photoreceptor in Phycomyces. However, there is no

evidence that this protein could function in this role because this class of protein does not

interact with a chromophore, i.e. the light-absorbing chemical component used by

photosensors. However, recent information shows that the band mutant of N. crassa, used

in most photobiology and circadian rhythm studies in the model fungus, is an allele of the

Ras gene (Belden et al. 2007). The evidence for the madC gene being a Ras GAP

includes the observation that the gene is not mutated in any of the other 17 mad mutants

that have been sequenced. Furthermore, subsequent analysis in the Idnurm laboratory has

revealed that all madC mutant strains analyzed to date bear mutations in this gene.

Light Signaling In Phycomyces

Fungi sense light using a conserved pair of proteins, White Collar 1 and White

Collar 2 (Idnurm et al. 2010; Rodriguez-Romero et al. 2010; Tisch and Schmoll 2010). In

Phycomyces, madA is wc-1 and madB is wc-2 (Idnurm et al. 2006; Sanz et al. 2009).

Recent information shows that the band mutant of N. crassa, used in most photobiology

and circadian rhythm studies in this fungus, is an allele of the Ras gene (Belden et al.

2007). Finding that the madC gene encodes a Ras GAP protein indicates the Ras signal

transduction pathway is involved in how Phycomyces senses light. Ras is GTP-binding

protein, which alternates between an active “on-state” with a bound GTP and an inactive

“off-state” with a bound GDP (Fig. 8). In humans, binding of certain growth factors to

their receptors induces the formation of the active Ras (Lodish et al. 2000). Ras

activation is accelerated by proteins called GEFs (guanine nucleotide- exchange factors),

that bind to the Ras-GTP complex, resulting in dissociation of the bound GDP. GTP

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binds to Ras-GEF molecules, with the subsequent release of GEF (Lodish et al. 2000).

Ras is deactivated by the hydrolysis of the bound GTP. The deactivation of Ras requires

another protein, a GTPase-activating protein (GAP), which binds to Ras-GTP and

accelerates its intrinsic GTPase activity. This can be reverted by switching the GTPase

on again by Guanine nucleotide exchange factor (GEFs), which causes the GDP to

dissociate from GTPase, leading to its association with a new GTP. It results in closing

the cycle in the active state of GTPase. Only the active state of the Ras GTPase can

tranduce a signal to a reaction chain.

The dynamics of Ras signaling with regards to light-sensing have not yet been

determined. Our study suggests that without the ability to inactivate Ras, and turn off the

signal transduction pathway, Phycomyces loses part of its ability to respond to light. If

madC is mutated, it cannot help to hydrolyze Ras-GTP to Ras-GDP. Then Ras signaling

will remain constitutively on. How MadC interacts with the MadA-MadB complex is

unclear. Genetic analysis of double mutants showing complete loss of light-sensing

would suggest a system in which MadA-MadB and MadC function in two separate

pathways. If so, this leaves a major question as to what is the photosensor that activates

the Ras pathway in Phycomyces.

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Figure 8. Factors influencing the signaling status of the Ras GTPase

Ras alternatives between a active GTP-bound and inactive GDP-bound form. Exchange

between these forms is controlled by the GTPase activity of Ras itself, and by associated

guanine exchange factors (GEFs) or GTPase activating proteins (GAPs).

Future Directions: Building Beyond The Genetic Map

One clear future direction is to expand the genetic map resolution by use of

additional markers. The map resolves 11 linkage groups plus three unlinked markers

(Fig. 5). Nearly 30 more additional markers are needed to place the three “orphan”

markers in the genetic map and reduce the average distance between the markers

currently assigned to linkage groups. There are also some large gaps in the map, and

including additional markers between them would aid in future mapping studies for any

genes lying within those regions.

A second use of these markers could be in population genetics. Use of these

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markers on wild isolates of Phycomyces will provide information on the natural variation

of Phycomyces, and potential evidence of mating and recombination in nature. As

mentioned in the Introduction, very little is known about basal fungi, including the

natural genetic diversity in any of the Mucorales and how it may correlate to properties of

these species in geographic areas (Takó and Csernetics 2005). A set of markers that are

known to be on separate chromosomes provides the potential to define diversity and

biogeographical information to at least one species in this lineage.

The third direction is mapping other mad mutants as a tool for gene discovery,

especially in the absence of DNA transformation. JGI provided Illumina sequence from

20 strains (19 mad and the wild type UBC21). These sequences are being analyzed to

search for candidate mutations. While most strains are isogenic to the sequenced wild

type NRRL1555, analysis of this data set also reveals that strains B2 and C149 have

genetic material from another strain.

A genetic map of Phycomyces based on mutant phenotypes and tetrad analysis

was generated over a 20 year time frame (Alvarez et al. 1980; Orejas et al. 1987). This

map has already been used to narrow the search for mad genes, with the identification of

point mutations in furA, purC, nicA, leuA and lysA (Larson and Idnurm 2010; Idnurm

Laboratory unpublished data). Previous phenotypic mapping and the current molecular

marker map were used to discover the carS gene that encodes a carotene oxygenase,

which represents the first step in the biosynthesis of the mating pheromones (Medina et

al. 2011; Tagua et al. 2012). We have identified regions close to carD, madD and madJ.

One inconsistency with the original genetic maps made with markers that were

phenotypic traits and our mapping data is the observation that pyrF and pyrG are not

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linked to each other or the contig containing furA (Campuzano et al., 1993). However,

the recombination frequencies observed in those original studies are large (39-47 cM),

thus almost at the 50 cM limit for defining linkage between genes.

The inability to transform DNA into Phycomyces has blocked the identification of

genes in this fungus. The main experimental drawback in Phycomyces is the absence of a

system for stable transformation. An alternative approach is thus to use positional

cloning, by linking known molecular markers to a mutation/gene of interest. Map-based

cloning is a traditional approach to identify mutated genes, particularly in plant species,

but the ease of cloning by complementation in fungi has meant that this is a preferred

approach. This research establishes that genes can be identified successfully by mapping

in Phycomyces. A genetic mapping strategy to identify mutated genes represents a new

research avenue, and one that has been facilitated by the genome sequencing project. In

additional, the genetic map has yielded information about the meiotic process in a basal

fungal lineage, from which no high resolution genetic map has been made until now. This

represents the best genetic map in the Mucormycotina fungi, a group that is basal to

Dikarya (Ascomycota and Basidiomycota) in which most of maps have been made.

With a better map, we can begin to look at where in the genome the genes

involved in the Mucormycosis disease process are located, which can lead to

identification of those genes. The flow diagram (Fig. 9) shows the general process of

identifying genes and gene products. By identifying the genes, research can be translated

into therapeutics through the process of testing if the gene plays a role in virulence in

pathogenic Mucoromycotina species. Further characterization of the protein encoded by

the gene, can give insight towards the identification of a small molecule inhibitor. This

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chemical would undergo refinement prior to clinical trials, and ultimately into use as a

treatment for Mucormycoses.

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Genetic map of Phycomyces

Identifying chromosomal location of specific genes, based on molecular

markers

Identifying gene product

Mutating gene product to see if it plays a role in disease

IF YES ↓ IF NO

Characterize gene product and biological process

Drug discovery

Clinical Trials (I & III)

Therapeutic use

Figure 9. Diagram of steps between map-based identification of a gene in Phycomyces

and its translation into clinical use.

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APPENDIX

Table A1. Oligonucleotide primers for the molecular markers for PCR-RFLP mapping

used in this study for NRRL1555 x UBC21.

Contig Primer name Primer sequence (5’-3’) Restriction enzyme

Contig 1 ALID0209 AATGTCTAAACTTACAGG

HindIII ALID0210 AGAAGATTTGTCTCCCAG

Contig 1 ALID0313 CAAGTTATCGAATGTCTG EcoRI

ALID0314 TGGCTCTTATTCAATGTG

Contig 2 ai904 CCTAGTAGTCACGCCAAACG Size polymorphism

ai905 GAGAGTATTTATACTGTGGG

Contig 2 ai1072 TTAAAACCCAGATAGAGG SspI

ai1073 TGATTCAAAATGTTCAGG

Contig 2 ai916 AACCCTGACGATCCTTACGC BamHI

ai917 CCATTTCCTCAGATATGCAC

Contig 3 ALID0233 CACGCAAGCGATCATAGG BamHI

ALID0234 ACACAGTTTGTCTCTTGC

Contig 3 ALID0235 CAATGGAGTGATGCTGAG KpnI

ALID0236 TTGCGACTTCAGAAAGTTG

Contig 4 ALID0237 ATGATCGTCATGGTACAC BamHI

ALID0238 ATGTCGTCTATAATGTTG

Contig 4 ALID0239 TGAACTGAAAATGAAGTC HindIII

ALID0240 TGATGCCCTTTACTATCG

Contig 4 ALID0395 ACATCGGGTACAATAGAC NdeI

ALID0396 CTTTGATGGCGTATCAGG

Contig 4 ALID0388 TTCTAGATTGCATGGTTC EcoRV

ALID0389 TGGCTTACAATAAGATCC

Contig 5 ai814 TATATAAAAGAAGAAGCGGG Size

ai861 GATAACAGATCCGTAAGCTC

Contig 5 ai1070 GTCACGTTTAATTCTCCC Size

ai1071 GATGTTGGGAGAGTTATC

Contig 5 ai886 GTGGAGCTTTAGATTAGG MspI

ai887 AGACACTCTCTGGGCCAC

Contig 6 ALID0190 ACCAGCGCTGGACAACAC NdeI

ALID0191 TATTCCGCAAACTGATCC

Contig 6 ALID0331 TAACTTGATCTCTTCAGG EcoRV

ALID0332 TTGGGAAACATCAGTATC

Contig 6 ALID0391 GCAAATATCTCTCAGTCG EcoRV

ALID0392 TAGTCGAGGGCTCTTGTG

Contig 6 ALID0393 CCCATTTCTTGTCCCTGTAG EcoRV

ALID0394 CATTCACAAAATAGCACAGC

Contig 7 ALID0243 AATGAACTTGTTGGCTGG BamHI

ALID0244 TTTATGCCTCTAGCGCCC

Contig 7 ALID0314 TGGCTCTTATTCAATGTG EcoRI

ALID0315 ATCGGTGTATCTGATCTC

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Contig

Primer name

Primer sequence (5’-3’)

Restriction enzyme

Contig 8 ALID0251 AGTTGAACTTACTTACGC EcoRV

ALID0252 TCTAGAACTAGAAGACTC

Contig 8 ALID0344 AGACCTTGGCTGTCATGG BamHI

ALID0345 CTGCTTCTCCATTGAGGC

Contig 8 ALID0035 ATTCTTTACTTTAGCTTCG BstZ17I

ALID0069 AATCTACCTTGAGTACGC

Contig 9 ALID0351 GCTGATTGTGTGTCATTC EcoRV

ALID0352 GAGGGCGATGAATAAACC

Contig 9 ALID0255 GTGGAGAATTGTACACCC KpnI

ALID0256 TTCTTGATCTACTGAACG

Contig 10 ALID0257 CAGAAGAAGTACAGATGC EcoRV

ALID0258 TATATGAGTTGTAGCGTC

Contig 10 ALID0310 ATAGAGATTATCTGCACC EcoRV

ALID0311 GGGCCAGATCAATCTGTG

Contig 11 ai857 TGCATTGCACGACTTTACCC TaqαI

ai858 ATACCGCTATCTATAAACGC

Contig 11 ai878 CGATTGTATCGTTCTCAAGG NdeI

ai879 CTTCAGCCGACCATATTCC

Contig 11 ALID0273 AACCGGATTCGTGGATTC EcoRI

ALID0274 TCGATCGTAAAGACAGGG

Contig 43 ALID0386 AGAAAAGGATTTGCTCGACC BamHI

ALID0387 GGAAAAAGTGGTGGTTCAGC

Contig 12 ALID0302 AGCCATTGAGATCCAAGC PstI

ALID0303 GACCAAAAGTCTACACAG

Contig 12 ALID0304 TTATCAATATCAGCCAGC BamHI

ALID0305 CCCAGATGAAGTTGAGCG

Contig 13 ALID0306 TATTACCTGGTAAAAGCC EcoRV

ALID0307 ACCACCGATTATACCATC

Contig 13 ALID0327 TGTGGTGATCGTGGAATC HindIII

ALID0328 AGAGTCTCCCTGTAGCTG

Contig 14 ALID0319 TACTTTGGCTACATCATC BamHI

ALID0320 TCCAATCCATGAATACGG

Contig 14 ALID0321 TAAGGTGTTTACCAGTGC KpnI

ALID0322 ACTCATGCTACACCTACG

Contig 15 ai888 ACTTGTGGAAAATGCTTTAG HpyCH4V

ai889 AAATTGCCAGTCAAAATG

Contig 15 ALID0279 ATGCGCAGAAGACTTGAG HindIII

ALID0280 TAAAATACCTGGTGCTGG

Contig 20 ALID0323 ACCAGGTACTTTGGCTGC HindIII

ALID0324 GACACAGCATCAACACTG

Contig 32 ALID0403 TGGACCGTTATGACCAGG EcoRV

ALID0404 TCTATAAGATGGCAGGTG

Contig 32 ALID0360 TGTGTCTAAGGATAACCC BamHI

ALID0361 GAGTTGATGCAAGCGAGG

Contig 35 ALID0412 TAGAATTGAGCTGTCTGC EcoRI

ALID0413 AGAGGTGCTATGGCACAC

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Contig Primer name Primer sequence (5’-3’) Restriction enzyme

Contig 36 ALID0247 TCTTGCTGGTTACTTCCG BamHI

ALID0248 TCATCTTCATGGACATGG

Contig 40 ai880 TATTACCTTTTTGCCGAC NdeI

ai881 CCACCATTCCAATTTGGTAC

Contig 40 ai884 TGTTTTGGTTATACTCCG BfaI

ai885 AGGGAATTTAGAGCGAGG

Contig 41 sex phenotype N/A

Contig 41 ai986 TCCCTGAAATCAGCCACCAC MspI

Contig 41 ai1018 TTCAATATCATACGCATACC

Contig 41 ai990 ACAAGCTACAGAGATCAAAC

RsaI ai998 ATCTCATCTTCATCTACGCC

Contig 41

ALID0205 CGAACAGAACTACAGACG RsaI

ALID0206 TACAAGTTTCCCACTGCC

Contig 47 ALID0397 CCATTTGTAGGGTGAAG XhoI

ALID0398 GCTAAATCAACAGAGTCC

Contig 53 ALID0211 GCCGAGAAGACTGAGTTC EcoRI

ALID0212 GAGTGTCATGTCTAATAC

Contig 53 ALID0241 TTAAATGTTCTCAAGAGC BamHI

ALID0242 TCTTCCATTGATAGTTCC

Contig 67 ALID0410 GGTAAGTCTAAGTTTGAC EcoRV

ALID0411 GATTAGCATTCATACACC

Contig 72 ALID0188 TCCTGAAATGAAGAGACG EcoRV

ALID0189 TATATTCTCGGAGGTCTG

Contig 77 ALID0192 TGGTGCCTACCAGCTTCG NdeI

ALID0193 GATTTCTTAGTCATTGTC

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Table A2. Oligonucleotide primers for PCR-RFLP mapping used in this study for B2

(madC) x UBC21.

Contig Primer Sequence Restriction Enzyme

Contig 1 ALID0209 AATGTCTAAACTTACAGG HindIII

ALID0210 AGAAGATTTGTCTCCCAG

Contig 1 ALID0313 CAAGTTATCGAATGTCTG EcoRI

ALID0314 TGGCTCTTATTCAATGTG

Contig 1 ALID0458 AGATAAGTTCGTTGGCTC HindIII

ALID0459 AGTCATAGAATACGTGTG

Contig 2 ALID0460 TGTTTATGGATGTATCTGTG XhoI

ALID0461 AGCGGTTTCCTGGGTCTATC

Contig 3 ALID0235 CAATGGAGTGATGCTGAG KpnI

ALID0236 TTGCGACTTCAGAAAGTTG

Contig 4 ALID0237 ATGATCGTCATGGTACAC BamHI

ALID0238 ATGTCGTCTATAATGTTG

Contig 4 ALID0395 ACATCGGGTACAATAGAC NdeI

ALID0396 TTGCGACTTCAGAAAGTTG

Contig 5 ai886 GTGGAGCTTTAGATTAGG MspI

ai887 AGACACTCTCTGGGCCAC

Contig 6 ALID0391 GCAAATATCTCTCAGTCG EcoRV

ALID0392 TAGTCGAGGGCTCTTGTG

Contig 6 ALID0393 CCCATTTCTTGTCCCTGTAG EcoRV

ALID0394 CATTCACAAAATAGCACAGC

Contig 7 ALID0243 AATGAACTTGTTGGCTGG BamHI

ALID0244 TTTATGCCTCTAGCGCCC

Contig 7 ALID0314 TGGCTCTTATTCAATGTG EcoRI

ALID0315 ATCGGTGTATCTGATCTC

Contig 8 ALID0251 AGTTGAACTTACTTACGC EcoRV

ALID0252 TCTAGAACTAGAAGACTC

Contig 8 ALID0344 AGACCTTGGCTGTCATGG BamHI

ALID0345 CTGCTTCTCCATTGAGGC

Contig 9 ALID0464 ATTGCCATTAAAGAAGCC EcoRI

ALID0465 AATTCGTTAGAAGGAAGC

Contig 9 ALID0351 GCTGATTGTGTGTCATTC EcoRV

ALID0352 GAGGGCGATGAATAAACC

Contig 10 ALID0310 ATAGAGATTATCTGCACC EcoRV

ALID0311 GGGCCAGATCAATCTGTG

Contig 12 ALID0302 AGCCATTGAGATCCAAGC PstI

ALID0303 GACCAAAAGTCTACACAG

Contig 12 ALID0304 TTATCAATATCAGCCAGC BamHI

ALID0305 CCCAGATGAAGTTGAGCG

Contig 13 ALID0306 TATTACCTGGTAAAAGCC EcoRV

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ALID0307 ACCACCGATTATACCATC

Contig 13 ALID0327 TGTGGTGATCGTGGAATC HindIII

ALID0328 AGAGTCTCCCTGTAGCTG

Contig 14 ALID0321 TAAGGTGTTTACCAGTGC KpnI

ALID0322 ACTCATGCTACACCTACG

Contig 15 ALID0279 ATGCGCAGAAGACTTGAG HindIII

ALID0280 TAAAATACCTGGTGCTGG

Contig 32 ALID0403 TGGACCGTTATGACCAGG EcoRV

ALID0404 TCTATAAGATGGCAGGTG

Contig 32 ALID0360 TGTGTCTAAGGATAACCC BamHI

ALID0361 GAGTTGATGCAAGCGAGG

Contig 35 ALID0412 TAGAATTGAGCTGTCTGC EcoRI

ALID0413 AGAGGTGCTATGGCACAC

Contig 36 ALID0247 TCTTGCTGGTTACTTCCG BamHI

ALID0248 TCATCTTCATGGACATGG

Contig 72 ALID0188 TCCTGAAATGAAGAGACG EcoRV

ALID0189 TATATTCTCGGAGGTCTG

Contig 77 ALID0192 TGGTGCCTACCAGCTTCG NdeI

ALID0193 GATTTCTTAGTCATTGTC

Contig 25 ALID0637 TGTGGAAGCAAATCACCG BamHI

ALID0638 GTTGACCAGCAGTTGAGG

Contig 26 ALID0639 CAAGAGGTGGACATTTGG EcoRV

ALID0640 GGCTGGTGCAAATTCTAC

Contig 27 ALID0641 TGGCGAATTCAATGTCGG XbaI

ALID0642 CTGCCTACACCTTCAAGC

Contig 28 ALID0643 AATACTATCCCTCCCGAG XbaI

ALID0644 TAAATCGTCATGTGGCTC

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Table A3. Phycomyces blakesleeanus NRRL1555 x UBC21 mapping data

Allele assignments: A = allele from NRRL1555; B = allele from parent UBC21; U = A/B heterozygote

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Table A4. Phycomyces blakesleeanus B2 x UBC21 mapping data for madC

Allele Assignments A- mad C; B- allele from Wild type UBC21

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Table A5. Phycomyces blakesleeanus A905xUBC21 madC mapping data

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VITA

Suman Chaudhary was born in India. She graduated from the University of Allahabad

(Oxford of East) in Allahabad, India. She received Bachelor of Science in Chemistry,

Zoology and minor in Botany. She received Master’s Degree in Chemistry from

University of Allahabad. In the fall 2007 Suman began graduate school at Johns Hopkins

University, she transferred to the Graduate program at the University of Missouri at

Kansas City in Fall of 2009.