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  • GOOD MORNING, EVERYONE. GREETINGS OF THOSE JOINING US THREW THE LIVE

  • FEED. THIS IS WEEK SEVEN OF THE COURSE IT'S MY PLEASURE

  • TO INTRODUCE TO YOU DR. LYNN JORDE FROM THE UTAH SCHOOL OF MEDICINE.

  • HER RESEARCH INTERESTS ARE IN THE AREA OF GENE MAP AND EVOLUTIONARY GENETIC.

  • HIS GROUP IS ANALYZING VARIATIONS IN GENE IN THE PATHWAY WITH THE GOAL OF HOPING TO

  • BETTER UNDERSTAND THE ROLE OF THESE GENES IN TO HYPERTENSION AND HIS WORK ALSO FOCUSES

  • ON A NUMBER OF OTHER DISORDERS SUCH AS THE GENETICS OF JUVENILE IDIOPATHIC ARTHRITIS

  • AND INFLAMMATORY BOWEL DISEASE. NUCLEAR DNA FOCUSING ON MOBILE ELEMENTS, THE

  • GOAL OF THIS WORK IS TO UNDERSTAND BETTER THE GEOGRAPHICAL ORIGIN AND MIGRATION OF MAN

  • AND HOW THESE DATA MIGHT BE USED TO DETERMINE THE RELEVANCE OF RACE, RACE IN QUOTATION MARKS

  • IN BIOMEDICAL SETTINGS WHICH THE DOCTOR WILL TALK TO YOU ABOUT THIS MORNING.

  • FINALLY, LYNN IS ONE OF THE MOST WONDERFUL LECTURERS THAT I KNOW I WAS VERY SURE THAT

  • YOU'RE GOING TO ENJOY TODAY AS LECTURE AND LEARN A LOT FROM HIM THIS MORNING.

  • TODAY'S LECTURE AGAIN IS INTENDED TO PROVIDE YOU AN OVERVIEW OF THE FIELD OF POPULATION

  • GENETICS MY PLEASURE TO INTRODUCE TO YOU. [APPLAUSE]

  • >> THANK YOU VERY MUCH. IT'S A PLEASURE TO BE BACK HERE AGAIN.

  • THIS MORNING I WOULD LIKE TO INTRODUCE YOU TO THE TWO OF THE FIELD OF POPULATION GENETICS.

  • MY TALK WILL BE DIVIDED IN THREE PARTS, AT THAT TIME EARNS -- PATTERNS OF HUMAN GENETICS

  • BOTH AMONG HUMAN AND AMONG INDIVIDUALS WHICH WE CAN NOW LOOK AT WITH SOME PRECISION.

  • WE'LL TALK ABOUT THE IMPLICATIONS OF THIS WORK FOR CONCEPTS OF RACE, SOMETHING THAT

  • IS CONTROVERSIAL AND SOMETHING THAT I THINK IS ILLUMINATED BY OUR GENETIC STUDIES.

  • THEN FINALLY IN THE THIRD PART OF THE TALK WE'LL DISCUSS HOW POPULATION GENETICS, EVOLUTIONARY

  • GENETICS INFORMS OUR UNDERSTANDING OF THINGS LIKE LINKAGE TO DISEQUILIBRIUM, THE HAPMAP

  • AND OUR CONTINUING SEARCH FOR GENES UPPED LYING DISEASE.

  • WITH MUTATION. THE GENERATOR OF GENETIC VARIATION.

  • WE ESTIMATE BASED ON PHYLOGENETIC ANALYSIS THAT THE HUMAN MUTATION RATE IS ABOUT 2.5

  • TIMES TO THE -- PER BASE PER PER GENERATION. WHAT THAT MEANS IS THAT WE TRANSMIT ABOUT

  • 75 OR SO NEW DNA VARIANTS WITH EACH GAMETE. I SHOULD SAY THAT SOME OF THE NEW GENOME ANALYSES

  • OF FAMILIES ARE SUGGESTING THAT THIS RATE IS OVERESTIMATED AND THAT THE ACTUAL MUTATION

  • RATE MAY BE ABOUT HALF OF THIS. INTERESTING TO SEE AS THOSE STUDIES COME OUT

  • WHERE THE MUTATION RATE FINALLY LANDS. BUT WE THINK NOW IT MIGHT BE ROUGHLY HALF

  • OF THE USUALLY CITED PHYLOGENETIC ESTIMATE. HERE IS A QUOTE FROM LOUIS THAT I LIKE VERY

  • MUCH. HE SAID THE CAPACITY TO BLUNDER SLIGHTLY IS

  • THE REAL MARVEL OF DNA, WITHOUT THIS SPECIAL ATTRIBUTE WE WOULD STILL BE ANAEROBIC BACTERIA

  • AND BE NO NUCLEUS US. THAT IS A LOVELY QUOTE.

  • REMAINS US OF WHY WE SHOULD BE THANKFUL FOR OUR MUTATIONS.

  • WELL, ONE OF THE QUESTIONS THAT WE CAN ASK AS WE LOOK AT DNA VARIATION IN INDIVIDUALS

  • AND POPULATIONS SPECIE IS HOW MUCH AT THE DNA LEVEL DID WE DIFFER?

  • IF WE LOOK AT ALIGNED DNA BASE DIFFERENCES, IDENTICAL TWINS BEING NATURE'S CLONES HAVE

  • ZERO DNA SEQUENCE DIFFERENCES. A FAMOUS FIGURE NOW, IS THAT IF WE LOOK AT

  • ANY TWO UNRELATED HUMANS, FOR ALIGNED DNA BASE DIFFERENCES WE VARY ABOUT ONLY ONE IN

  • 1,000. SEVERAL TIMES MORE THAN THIS IF YOU INCLUDE

  • COPY NUMBER VARIANTS BUT FOR ALIGNABLE SEQUENCE WE ARE AS HAS BEEN SAID MANY TIMES NOW 99.9%.

  • IF WE COMPARE OURSELVES IN THE SAME WAY TOURER NEAREST NEIGHBOR, THE CHIMP WE DIFFER ABOUT

  • 1 IN A HUNDRED BASE PAIRS FROM THE CHIMP. IN THE SENSE WE'RE 99% CHIMP.

  • IF WE COMPARE OURSELVES TO MOUSE, ABOUT ONE IN THREE BASE DIFFERS COMPARES HUMANS AND

  • MOUSE. THIS WE GO OUT FURTHER WE ARE DIFFERENT FROM

  • BROCCOLI. BUT WHAT THIS MEANS IS THAT WE HAVE THREE

  • BILLION DNA BASE PAIRS, THAT MEANS THERE ARE ABOUT THREE MILLION DIFFERENCES BETWEEN EACH

  • PAIR OF HUMANS. SO A TREMENDOUS RESERVOIR OF GENETIC VARIATION

  • THAT ACCOUNTS FOR THE DIVERSITY THAT WE SEE. HOW MUCH DO POPULATIONS DIFFER?

  • THAT IS THE FIRST AREA THAT WE LOOK AT THIS MORNING.

  • HERE WE SEE A MAP OF THE WORLD WITH THE POPULATION THAT I'LL BE TALKING ABOUT DESIGNATED.

  • WE'VE BEEN TRYING TO SAMPLE MORE AND MORE EXTENSIVELY ACROSS THE WORLD AND IN COLLABORATION

  • WITH THE FOUNDATION IN SALT LAKE CITY WHO HAVE COLLECTED MORE THAN 100,000 DNA SAMPLES

  • FROM ALL OVER THE WORLD. I'M GO STEMMING YOU ABOUT VARIATION IN A THOUSAND

  • INDIVIDUALS REPRESENTING 40 POPULATIONS. REALLY QUITE DIVERSITY.

  • HERE ARE SOME OF THE PHOTOGRAPHS OF SOME OF THE TALKS I'LL BE TELLING YOU ABOUT.

  • TO ASSESS VARIATION THE STANDARD APPROACH IS TO LOOK AT ALLELE FREQUENCIES.

  • IF WE IMAGE IN THAT WE HAVE THREE SNPS SINGLE NUCLEOTIDE POLYMORPHISMS THAT WE'RE ANALYZING.

  • WE CAN SEE THAT THERE ARE DIFFERENCES IN THE FREQUENCIES OF THESE THREE SNPS IN POPULATIONS

  • ONE, TWO AND THREE. WE LOOK AT THOSE DIFFERENCES, WE LOOK AT THAT

  • VARIATION TO ASSESS PATTERNS OF SIMILARITY AMONG POPULATIONS.

  • THIS IS ONE OF TWO EQUATIONS THAT I'LL SHOW YOU.

  • I'M NOT GOING TO TORTURE YOU WITH MATHEMATICS THIS MORNING THIS IS PRETTY SIMPLE.

  • IT SHOWS HOW WE ESTIMATE A STATISTIC CALLED FST TO ASSESS VARIATION BETWEEN POPULATION.

  • SO, FST IS THE AMOUNT OF GENETIC VARIATION THAT IS DUE TO POPULATION DIFFERENCES.

  • AND WE GET IT BY LOOKING AT THE TOTAL HETEROZYGOCITY. TOTAL VARIATION ACROSS OUR SAMPLES, THAT'S

  • H SUB2. FROM THAT TOTAL WE SUBTRACT THE AVERAGE HETEROZYGOCITY

  • WITHIN EACH SUBDIVISION. IF FST IS ZERO ALL OF THE VARIATION THAT WE

  • AB EVERYBODY DAB DAB OBSERVE ARE IN POPULATIONS, THE AVERAGE WITHIN SUBDIVISIONS IS EQUAL TO

  • THE TOTAL. THERE'S NO DIFFERENCE BETWEEN POPULATION.

  • THE OTHER HAND IF FST IS ONE, THEN ALL OF THE VARIATION EXISTS BETWEEN POPULATIONS.

  • ONLY WAY WE CAN GET THIS WOULD BE FOR H TO BE ZERO.

  • IN OTHER WORDS ALL OF OUR POPULATION OR IN THIS CASE CONTINENTS WOULD CONSIST OF IDENTICAL

  • CLONE. NO VARIATIONS WITHIN SUBDIVISIONS.

  • FST OF ONE, MAXIMUM VARIATION BETWEEN SUBDIVISIONS, FST OF ZERO, NONE.

  • IF WE LOOK AT THIS STATISTIC IN SERIES OF POLYMORPHISMS IN THE SAMPLES, IF WE LOOK AT

  • STRS, RESTRICTION SITE POLYMORPHISMS AND L1S AND 250K SNP ARRAY WE SEE THAT THE FST VALUE

  • FOR OUR HUMAN POPULATION IS PRETTY CONSISTENTLY SOMEWHERE BETWEEN 10-15%.

  • THIS WE SEE IN MANY STUDIES DIFFERENT KINDS OF DNA POLYMORPHISMS, DIFFERENT SETS OF POPULATIONS,

  • BUT TYPICALLY ROUGHLY 10 TO 15% OF GENETIC VARIATION CAN BE ASCRIBED TO DIFFERENCES BETWEEN

  • THESE MAJOR POPULATIONS. THAT'S RELATIVELY SMALL AMOUNT.

  • TELLING US THAT THERE ISN'T THAT MUCH VARIATION BETWEEN HUMAN POPULATIONS OR THESE LARGELY

  • NEUTRAL DNA VARIANT. WE CAN COMPARE THAT WITH SKIN PIGMENTATION.

  • , WE SEE THE OPPOSITE PATTERN. 90% OF VARIATION EXISTS BETWEEN POPULATION.

  • VERY DIFFERENT PATTERN FROM WHAT WE LOOK AT ACTUAL DNA VARIATION.

  • THESE ARE TRAITS, THIS IS STRONGLY SELECTED IN HUMAN POPULATION FOR DIFFERENT AND DIVERGENT.

  • IF WE LOOK AT THE THREE HAPMAP POPULATIONS OF THE EUROPEAN DERIVED POPULATIONS, THE TWO

  • ASIAN POPULATIONS WE JUST LOOK AT THOSE, THAT'S A LIMITED SAMPLE OF HUMAN DIVERSITY.

  • GIVES US A HIGH FST VALUE ABOUT 15%. IF WE START TO SAMPLE MORE POPULATIONS OF

  • FST TENDS TO GO DOWN THAT IS LESS VARIATION BETWEEN POPULATIONS AS WE SAMPLE MORE OF THE

  • WORLD'S DIVERSITY. HERE LOOKING AT 27 POPULATIONS PST HAS GONE

  • DOWN. THE IMPORTANCE IMPORTANT AS WE SAMPLE MORE

  • EVENLY ACROSS THE GLOBE THIS LEVEL OF DIFFERENTIATION TENDS TO GO DOWN.

  • IT'S NOT GOING TO ZERO BECAUSE OF COURSE THERE IS VARIATION AMONG HUMAN POPULATION.

  • BUT IMPORTANTLY IN THE OVERESTIMATED IF WE SAMPLE SELECTIVELY.

  • ASK, WHAT PROPORTION OF SNP ARE SHARED AMONG POPULATIONS.

  • HERE WE'RE LOOKING AT COMMON SNPS FROM THE ENCODE DATABASE WHERE THE MINOR ALLELE FREQUENCY

  • IS GREATER THAN 5%. ABOUT 80% OF THE MINOR ALLELE ARE SHARED AMONG

  • THE THREE MAJOR CONTINENTAL POPULATIONS. FEWER THAN 1% ARE SEEN JUST IN ASIAN POPULATION

  • AND FEWER THAN 1% ARE RESTRICTED JUST TO EUROPEAN POPULATION.

  • ABOUT 6% ARE SPECIFIC TO AFRICAN POPULATION. MORE DIVERSITY INNERVE CAN AND DIVERSITY OUTSIDE

  • OF AFRICA BEING LARGELY SUBSET OF WHAT WE SEE IN AFRICA.

  • THIS PAPER JUST CAME OUT TWO, COMPLETE AFRICAN GENOMES.

  • YOU CAN SEE AGAIN COMPARING THOSE GENOMES, NOW LOOKING AT WHOLE GENOME SEQUENCES SO THIS

  • INCLUDES NOT JUST COMMON VARIANTS BUT ALSO RARE VARIANTS, WE CAN SEE THAT STILL AS WE'RE

  • COMPARING THE INDIVIDUALS THERE'S STILL A LOT OF SHARING OF VARIANTS AMONG THESE INDIVIDUALS

  • EVEN LOOKING AT RARE VARIANTS. NOT AS MUCH SHARING WHEN WE'RE LOOKING AT

  • COMMON, BECAUSE THE COMMON VARIANTS TEND TO BE OLDER MORE LIKELY TO BE SHARED.

  • BUT STILL INTERESTING LEVEL OF DNA SHARING AMONG THESE INDIVIDUALS FOR WHOM WE NOW HAVE

  • COMPLETE GENOME SEQUENCE. HOW DO WE ASSESS GENETIC DISTANCE DIFFERENCES

  • BETWEEN POPULATION. WE CAN DO SIMPLE GENETIC DISSTANCES.

  • WE DEFINE THE DISTANCE BETWEEN TWO POPULATIONS, CALL THEM I AND J BY THE DIFFERENCE IN ALLELE

  • FREQUENCIES. PIECE OF I AND PIECE OF J ARE THE ALLELE FREQUENCIES

  • IN THE TWO POPULATIONS. WE GO BACK TO THE FREQUENCIES I SHOWED YOU.

  • WE HAVE THREE. WE'RE LOOKING AT THREE SNPS.

  • IF WE WANT TO ASSESS THE DISTANCE BETWEEN POPULATIONS ONE AND TWO WE CAN SIMPLY FOR

  • THIS SNP, SNP ONE, SUBTRACT THE DIFFERENCE IN THEIR FREQUENCIES IN POPULATIONS 1 AND

  • 2 THAT'S VERY SIMPLE GENETIC DISTANCE ESTIMATE. THEN TO GET THE OVERALL DISTANCE BETWEEN POPULATIONS

  • 1 AND 2 WE WOULD JUST AVERAGE THIS DISTANCE WITH THE OTHER -- DISTANCES DERIVED FROM THE

  • OTHER TWO SNPS. IT'S REALLY PRETTY SIMPLE.

  • ON AVERAGE HOW DIFFERENT ARE THESE POPULATIONS IN TERMS OF THEIR ALLELE FREQUENCY F. THAT

  • WE CAN BUILD A NETWORK OF SIMILARITY AMONG POPULATIONS.

  • WE HAVE OUR THREE POPULATIONS, WE HAVE OUR DISTANCE.

  • WE CAN DRAW A NODE BETWEEN THOSE TWO POPULATIONS, THEN WE CAN TAKE THE AVERAGE OF SAYS SUBTRACT

  • THAT FROM THE FREQUENCY IN THE THIRD POPULATION THAT GIVES US ANOTHER NODE IN OUR NETWORK.

  • THAT THE HOW WE SHOW THE THEM IN TERMS OF ALLELE FREQUENCIES.

  • JUST BY LOOKING AT THEM ARE A LITTLE MORE SIMILAR TO EACH OTHER THAN THEY ARE TO POPULATION

  • THREE. THAT'S WHAT THE NETWORK DISPLAYS FOR US F.

  • WE DO THIS NOW FOR SERIES OF POPLY MORPHISMS NOW LOOKING AT ALU INSERTION POLYMORPHISMS.

  • THOSE ARE SHORT INTERSPERSED NUCLEAR ELEMENTS THAT INSERTED RECENTLY IN TO THE HUMAN GENOME

  • SOME PEOPLE WILL HAVE AN ALU AT SPECIFIC CHROMOSOME LOCATION, OTHERS DON'T.

  • THEN WE'RE ASSESS THE FREQUENCIES OF THOSE, IN THIS CASE 100ALU POLYMORPHISMS, WORK WE

  • DID A FEW YEARS AGO AND WE'RE LOOKING AT VARIOUS HUMAN POPULATION.

  • YOU SEE SOME INTERESTING PATTERNS HERE, FIRST OF ALL YOU SEE THAT POPULATION DO TEND TO

  • GROUP TOGETHER ACCORDING TO THEIR CONTINENT OF ORIGIN.

  • THIS ISN'T REALLY A SURPRISE, THEY ARE MORE LIKELY TO HAVE COMMON HISTORY THERE IS A CORRELATION

  • BETWEEN ANCESTRY AND GEOGRAPHIC LOCATION. SO, WE CAN SEE POPULATIONS FROM MAJOR CONTINENTS,

  • ESSENTIALLY GROUPING TOGETHER. THE OTHER THING WE NOTICE HERE IS THAT THERE'S

  • A LOT MORE DIVERSITY AMONG THE AFRICAN POPULATION THAN IN THE REST OF THE WORLD.

  • WE'LL COME BACK TO THAT. IF I WOULD ASSESS THE STATISTICAL SIGNIFICANCE

  • OF THESE RESULTS, THEE ARE BOOTSTRAP SUPPORT LEVELS THEY'RE VERY HIGH TELLING US THAT THESE

  • GROUPINGS HAVE SUBSTANTIAL STATISTICAL SUPPORT. A SIMILAR NETWORK ONLINE ONE INSERTION POLYMORPHISMS

  • WE SEE THE SAME PATTERN. NETWORK BASED ON A 250K ARRAY, AGAIN WE SEE

  • THAT SAME PATTERN. HERE ARE SERIES OF AFRICAN POPULATIONS, EUROPEAN

  • POPULATIONS, SERIES FROM SOUTH ASIA, EAST ASIA.

  • AND NEW WORLD OVER HERE IN YELLOW. SO THESE POPULATIONS DO TEND TO GROUP TOGETHER

  • ACCORDING TO THEIR GEOGRAPHIC LOCATION. NOW ADDED THE HDGP SAMPLES.

  • ANOTHER 40 POPULATIONS WE SEE AGAIN THE SAME PATTERN.

  • IT'S REALLY QUITE ROBUST. THIS IS ANOTHER ANALYSIS PUBLISHED IN "NATURE"

  • A COUPLE YEARS AGO BY ANOTHER GROUP, SOMEWHAT DIFFERENT SAMPLE OF POPULATIONS LOOKING BOTH

  • AT CNBS AND SNPS AND WE SEE THE SAME PATTERNS, WE ASSURING LEVEL OF CONSISTENCY ACROSS STUDIES.

  • IF WE PLOT HAPLOTIGHT HETEROZYGOCITY. WE'RE SAYING, HOW MUCH VARIATION IN HAPPEN

  • LAY TIGHT IS THERE ACROSS THE -- HAPLOTIGHT ACROSS THE WORLD AS IT RELATES IN DISANSWER

  • FROM EAST AFRICA. WHAT WE AUTO IS A HAPLOTIGHT DIVERSITY STEADY

  • DECLINES AS WE GO FURTHER AWAY FROM.

  • FIRST AROSE IN AFRICA THAT IS AN TOPICALLY MODERN HUMAN, PEOPLE THAT LOOK LIKE US AROSE

  • ROUGHLY 200,000 YEARS AGO STAYED IN AFRICA AT LEAST 100O YEARS, DEVELOPED -- 100,000

  • YEARS, DEVELOPED VARIATION THEN SMALL SUBSET WENT OUT TO COLONIZE THE REST OF THE WORLD.

  • AS A RESULT OF THAT VARIATION IN THE REST OF THE WORLD TENDS TO BE LESS THAN IN AFRICA

  • TENDS TO BE SUBSET OF WHAT WE SEE IN AFRICA. ALL VERY CONSISTENT WITH THE RECENT AFRICAN

  • ORIGIN OF OUR SPECIES AND A COMMON ORIGIN OF OUR SPECIES.

  • THIS IS A DIFFERENT TAKE ON HUMAN ORIGINS. I WAS IN THE SUPERMARKET A FEW YEARS AGO AND

  • MY EYES WERE CAUGHT BY THIS HEADLINE "ADAM AND EVE SKELETON HAD BEEN STOLEN" I WASN'T

  • AWARE THEY HAD BEEN STOLEN, BECAUSE I WAS PROMISED MORE AMAZING PHOTOS INSIDE, I HAD

  • TO BUY IT. WHAT I DISCOVERED, ALL THAT'S LEFT IS EVE'S

  • LEGS AND THE IDENTITY OF THE PERPETRATOR MAY HAVE BEEN ESTABLISHED.

  • INEVITABLY IF WE'RE TALKING ABOUT DIFFERENCES AMONG POPULATIONS, AMONG INDIVIDUALS, THE

  • ISSUE OF RACE COMES UP. WHAT DOES GENETICS NOW TELL US ABOUT TRADITIONAL

  • CONCEPTS OF HUMAN RACE. I THINK WHAT YOU'LL SEE IS THAT OUR VIEW OF

  • RACE MUCH MORE COMPLEX AS WE BEGIN TO LOOK AT GENETIC DATA.

  • FIRST WE CAN ASK THE QUESTION, WHY DOES RACE EVEN MATTER?

  • WHY DOES IT KEEP COMING UP IN OUR DISCUSSION? WELL, CERTAINLY THE PREVALENCE OF MANY DISEASES

  • IS KNOWN TO VARY BY POPULATION AND ALONG LINES THAT CORRESPOND TO TRADITIONAL RACIAL DESIGNATIONS,

  • THINGS LIKE PROSTATE CANCER, HYPERTENSION. WE KNOW THAT SOME RELATIVELY COMMON DISEASE

  • PREDISPOSING VARIANTS VARY AMONG POPULATIONS. THINGS LIKE CLOTTING FACTOR V L,IDEN VARIANT.

  • SUBSTANTIALLY MORE COMMON AMONG EUROPEANS THAN AMONG OTHER INDIVIDUALS.

  • THERE'S EVIDENCE RESPONSE TO SOME DRUGS MAY VARY AMONG POPULATION.

  • AFRICAN-AMERICANS MAY ON AVERAGE BE LESS RESPONSE SIEVE TO ACE INHIBITORS, BETA BLOCKERS AND

  • I EMPHASIZE "MAYBE" BECAUSE WE COME BACK TO THAT POINT AND WHAT THAT MEANS.

  • IN THE FORENSIC DATABASES THAT ARE COMMONLY USED BY THE FIB AND BY CRIME LABS THEY ARE

  • GROUPED ALONG TRADITIONAL, QUOTE, RACIAL, LINES.

  • THESE

  • DESIGNATIONS ARE USED COMMONLY IN MANY WAYS. THE QUESTION IS, WHAT CAN GENETICS TELL US

  • ABOUT THEIR VALIDITY. IT'S INTERESTING TO LOOK AT SOME COMMENTS

  • OVER THE LAST DECADE ON RACE. THERE WAS EDITORIAL IN THE "NEW ENGLAND JOURNAL"

  • THAT ASSERTED THAT RACE IS BIOLOGICALLY MEANINGLESS. IN A RESPONSE TO THE "NEW YORK TIMES" A PSYCHIATRIST

  • DR. SATEL RESPONDED "I AM A RACIALLY PROFILING DOCTOR."

  • DELIBERATELY PROVOCATIVE COMMENT, POINT WAS THAT SHE USES POPULATION AFFILIATION TO HELP

  • DECIDE DOSAGE AND DRUGS FOR HER PATIENTS. THE STATEMENT A FEW YEARS FROM THE AMERICAN

  • ANTHROPOLOGIC ASSOCIATION THAT "ANY TWO INDIVIDUALS WITHIN A PARTICULAR POPULATION ARE AS DIFFERENT

  • GENETICALLY AS ANY TWO PEOPLE SELECTED FROM ANY TWO POPULATIONS IN THE WORLD."

  • WE'LL SEE WHAT THE GENETIC DATA ACTUALLY DO TELL US.

  • WHEN THERE ARE SO MANY DIVERGENT OPINIONS ON AN ISSUE IT'S TIME TO LOOK AT DATA.

  • THE COVER OF "SCIENTIFIC AMERICAN" A FEW YEARS AGO ASKED, DOES RACE EXIST?

  • AND THIS IS THE PART THAT CAUGHT MY ATTENTION. SCIENCE HAS THE ANSWER.

  • ANY TIME AS A SCIENTIST I THINK WHEN WE SEE THAT "SCIENCE HAS THE ANSWER" WE GET SKEPTICAL.

  • LET'S LOOK AT THE DATA. WE TABULATE DNA SEQUENCES AMONG INDIVIDUALS.

  • NOW INSTEAD OF LOOKING AT POPULATION WE LOOK AT INDIVIDUALS.

  • WE CAN PICK A FEW INDIVIDUALS WHOSE DNA SEQUENCE WE HAVE HYPOTHETICALLY OBTAINED.

  • WE'RE LUBING AT GEORGE BUSH, JOHN MCCAIN, HILLARY CLINTON I COULDN'T RESIST PUTTING

  • IN JOHN EDWARDS. I'M NOT SURE IF ANYONE WANTS TO SHARE DNA

  • WITH JOHN EDWARDS THESE DAYS BUT WE CAN COMPARE THEIR SEQUENCES.

  • SO AS WE'RE MAKING THESE DNA NETWORKS WHAT WE'RE INTERESTED IN IS SEQUENCE DIFFERENCE

  • AMONG OUR PAIRS OF INDIVIDUALS. IF WE COMPARE BUSH AND MCCAIN, WE SEE THAT

  • THERE ARE TWO SEQUENCE DIFFERENCES. WE PUT A TWO IN OUR MATRIX BETWEEN BUSH AND

  • MCCAIN F. WE COMPARE BUSH AND CLINTON WE SEE THAT THERE ARE FIVE DIFFERENCES.

  • WE PUT A FIVE HERE. BUSH AND EDWARDS, SIX.

  • EDWARDS AND MCCAIN, FOUR. SO FORTH.

  • WE MAKE A MATRIX OF DNA DIFFERENCES AMONG OUR PAIRS OF INDIVIDUALS.

  • FROM THAT WE CAN MAKE A DIAGRAM OR TREE THAT SHOWS HOW SIMILAR THEY ARE.

  • THIS IS HYPOTHETICAL. IT GIVES YOU DISPLAY THEN OF DISTANCES --

  • DIFFERENCES AMONG OUR PAIRS OF INDIVIDUALS. IF WE'RE LOOKING AT JUST A FEW PEOPLE WE CAN

  • EASILY LOOK AT THE MATRIX ITSELF AND SEE THE PATTERN.

  • BUT IMAGINE LOOKING AT HUNDREDS OR EVEN THOUSANDS OF INDIVIDUALS THEN IT BECOMES MUCH MORE DIFFERENT

  • BY LOOKING AT THE MATRIX OF A THOUSAND BY A THOUSAND.

  • THESE DISPLAYS HELP US TO SEE THE PATTERN VERY EASILY.

  • STEVE WHO WORKS WITH US FEW YEARS AGO SAW THIS MATRIX IN THE "NEW YORK TIMES," MATRIX

  • OF PERCENT DISAGREEMENT AMONG THE NINE SUPREME COURT JUSTICES.

  • HE WAS LEARNING POPULATION GENETICS AT THIS TIME HE THOUGHT THIS WAS GOOD EX ARE SIGHS.

  • IF YOU LOOK AT THIS MATRIX YOU CAN SEE SOME PATTERNS, YOU CAN SEE FOR EXAMPLE THAT JUSTICES

  • THOMAS AND SCALIA HAVE ONLY 9% DISAGREEMENT. PRETTY SIMILAR.

  • BUT STILL IT'S NOT SO EASY TO DEDUCE THE WHOLE PATTERN UNTIL YOU MAKE A DIAGRAM.

  • A TREE THEN YOU CAN SEE THE PATTERN VERY EASILY. WE HAVE THE CONSERVATIVE WING OF THE COURTS

  • HERE. THE OTHER WING OF THE COURT OVER HERE SHOWING

  • UP VERY NICELY ON THIS DISPLAY. IF WE DO THE SAME THING AT AT DNA, WE'RE LOOKING

  • A THE ANGIOTENSINOGEN GENE. WE LOOKED AT 14BK, HOW SIMILAR BE THE MEMBERS

  • OF THESE CONTINENTAL POPULATIONS, ASIAN, EUROPEANS AND AFRICANS.

  • WHAT WE'VE SEEN IS THAT SOMETIMES AN INDIVIDUAL FROM AFRICA IS ACTUALLY MORE SIMILAR TO PEOPLE

  • FROM ASIA OR PEOPLE FROM EUROPE THAN TO OTHERS FROM AFRICA.

  • WHEN WE'RE LOOKING AT THIS SINGLE GENE. LOOKING AT 14KB OF SEQUENCE.

  • WHAT THAT IS REFLECTING IS THE MIXED ANCESTRY OF INDIVIDUALS WITH REGARD TO SPECIFIC GENES.

  • OUR COMPLEX HISTORY OF MIGRATION AND MIXED, WE SEE WITHIN WE LOOK AT HUMANS, WE SEE GENES

  • FROM EUROPE AND AFRICA. WE SEE GENES FROM ASIA AND EUROPE.

  • WE HUMANS DO HAVE A MIXED AND VERY COMPLEX HISTORY OF MIGRATION THERE.

  • IS NO SUCH THING AS A QUOTE, PURE, HUMAN POPULATION. GENETIC DATA TELLS US THAT VERY CLEARLY.

  • CARL DARWIN SAID THAT IT MAY BE DOUBTED WHETHER ANY CHARACTER CAN BE NAMED WHICH IS DISTINCTIVE

  • OF A RACE AND IS CONSTANT. SO, DARWIN WAS WELL AWARE OF IT.

  • THAT CHARACTERS THAT HE WAS LOOKING AT TENDED TO VARY IN FREQUENCY AMONG POPULATION BUT

  • SELDOM COULD YOU DEFINE POPULATION BASED ON ANY GIVEN CHARACTERISTIC.

  • NOW, HERE IS WHAT WE DID A FEW YEARS AGO WAS TO LOOK AT LARGER NUMBER OF VARIANTS, IN THIS

  • CASE, ALU, STR AND RESTRICTION SITE POLYMORPHISMS, CLOSE TO 200 POLYMORPHISMS ASKED THE SAME

  • QUESTION. HOW SIMILAR ARE THESE INDIVIDUALS IF NOW INSTEAD

  • OF LOOKING AT SEQUENCE FROM ONE GENE WE'RE LOOKING AT 190 INDEPENDENT VARIANTS.

  • NOW WE SEE THAT THERE IS SOME PATTERN HERE WHERE OUR SAMPLES FROM ASIA TEND TO GROUP

  • TOGETHER FROM, EUROPE GROUP TOGETHER, AFRICA, GROUP TOGETHER, WE'RE USING A LOT MORE INFORMATION

  • WE'RE PICK UP MORE ABOUT THE ANCESTRIES OF -- ANCESTRYS OF THESE INDIVIDUALS NOTICE

  • THAT THESE BRANCHES MOST OF THE BRANCH LENGTH IS SEEN WITHIN POPULATION.

  • THIS IS CONSISTENT WITH THE FST STATISTICS THAT SAID MOST OF THE VARIATION WE SEE, WE

  • SEE WITHIN MAJOR POPULATIONS. BUT THERE IS ENOUGH VARIATION JUST ENOUGH

  • BETWEEN POPULATIONS SO THAT IF WE'RE LOOKING AT A LOT OF CHARACTERS WE CAN BEGIN TO SEE

  • A REFLECTION OF PARTIAL ISOLATION OF THESE POPULATIONS THROUGH THEIR HISTORY.

  • THE ANALOGY I LIKE TO USE IS LET'S SAY HEIGHT F. WE ONLY LOOK AT HEIGHT, WE'RE GOING TO

  • SEE QUITE A LOT OF OVERLAP BETWEEN OUR MALE AND FEMALE POPULATION.

  • IF WE ADD ANOTHER CHARACTERISTICS, LET'S SAY WAIST/HIP RATIO NOW WE HAVE MORE INFORMATION

  • THAT ALLOWS US TO DISCERN MALES VERSUS FEMALES. AND SO THERE'S LESS OVERLAP BETWEEN THEM.

  • THAT'S WHAT WE'RE DOING AS WE LOOK AT MORE GENETIC CHARACTERS WE'RE LEARNING MORE ABOUT

  • ANCESTRYS OF THESE INDIVIDUALS, STARTING TO SEE MORE OF THE NONOVERLAPPING PART OF THOSE

  • CIRCLES I SHOWED YOU. IF WE DO THIS WITH A LARGER NUMBER OF CHARACTERS,

  • WE ARE USING A SNP ARRAY WE START TO SEE A PATTERN IN THIS DIAGRAM OF INDIVIDUALS.

  • DON'T WORRY ABOUT READING THE LABELS, THEY CORRESPOND TO POPULATIONS SO THAT IF WE USE

  • LARGE NUMBER OF SNPS ACROSS THE HUMAN GENOME WE START TO SEE INDIVIDUALS SORTING ACCORDING

  • TO THEIR POPULATION OF ORIGIN. NOW, SHY POINT OUT THESE POPULATIONS ARE PRETTY

  • WELL SEPARATED FROM EACH OTHER GEOGRAPHICALLY. BUT WE DO SEE, FOR EXAMPLE, AFRICAN POPULATIONS

  • HERE, EUROPEAN POPULATION, SOUTH INDIAN POPULATION. SOUTH PACIFIC, NEW WORLD, ASIAN, SO FORTH.

  • IS THERE ORDER OF ANCESTRY IF WE LOOK AT LOTS OF INDEPENDENT DNA CHARACTERS.

  • RECENTLY MY COLLEAGUE IN MY DEPARTMENT LOOKED AT THE WHOLE GENOME SEQUENCE DATA, NOW PUBLICLY

  • AVAILABLE FOR TEN INDIVIDUALS. IF WE LOOK AT WHOLE SEQUENCE DATA WE SEE THAT

  • AGAIN INDIVIDUALS TEND TO SORT OUT ACCORDING TO CONTINENT OF ORIGIN.

  • WHICH IS NOT TOO SURPRISING IF WE DOCK THIS WITH 10K -- 10,000 SNPS WE EXPECT IF WE LOOK

  • AT WHOLE SEQUENCE DATA WE'RE GOING TO SEE A SIMILAR PATTERN.

  • NOW, ANOTHER THING THAT MARK FOUND THAT I THINK IS PRETTY INTERESTING IS THAT THERE

  • IS SOME VARIATION DEPENDING ON THE SEQUENCING PLATFORM THAT IS USED.

  • THESE ARE THE SAME AFRICAN SAMPLE BUT LOOK DIFFERENT DEPENDING WHERE -- THERE WERE 557,000

  • DIFFERENCES BETWEEN THEM GENERATED BY DIFFERENCES IN PLATFORMS.

  • ALTHOUGH THERE IS CONSISTENCY HERE WITH ANCESTORS, THERE IS ALSO PLATFORM VARIATION THAT WE SEE

  • IN OUR DIAGRAM. YOU MIGHT SAY, WELL, WHAT IS WHOLE GENOME

  • SEQUENCE TELLING US THAT WE CAN'T GET WITH JUST A SAMPLE OF SNP.

  • THIS IS VERY NEW STUDY, JUST CAME OUT WHERE WE WERE ABLE, ONE OF MY POST DOCS WAS ABLE

  • TO USE THE PRESENCE OF ALU INSERTIONS IN WHOLE SEQUENCE DATA TO MARK REGIONS OF THE GENOME

  • THAT ARE ANCIENT. HE COMPARED THE PUBLISHED NIH SEQUENCE WITH

  • THE HUREF. THE IDEA HERE IS THAT IF WE LOOK AT WHOLE

  • SEQUENCE VARIATION, THE AVERAGE TIME FOR ANY GENOMIC REGION ACROSS THESE TWO GENOMES THEY

  • WOULD HAVE COMMON ANCESTOR ABOUT 460,000 YEARS AGO.

  • BUT, BECAUSE ALU INSERTIONS ARE RARE EVENTS, ONLY OCCUR IN ONE IN 20 BIRTHS, THEY ARE TEND

  • TO BE PRESERVED JUST IN VERY OLD REGIONS OF THE GENOME.

  • BECAUSE THEY ARE SO RARE, IN OTHER WORDS, BETWEEN MY BROTHER AND ME THERE'S VERY LITTLE

  • CHANCE THAT WE HAVE -- THAT I WOULD HAVE ALU INSERTION ON SPOT ON CHROMOSOME FIVE THAT

  • HE DOESN'T HAVE. BECAUSE THESE ARE RARE EVENTS THEY MARK ANCIENT

  • PARTS OF THE GENOME WHERE ACTUALLY THE AVERAGE COALESCENESS TIME IS ABOUT 900,000 YEARS.

  • FOR THESE REGIONS OF THE GENOME, REGIONS IN WHICH AN ALU HAS INSERTED THEY TEND TO BE

  • VERY OLD WE CAN LOOK AT SEQUENCE VARIATION IN THOSE REGIONS, TO PROBE VERY ANCIENT HISTORY

  • IN OUR SPECIES AND IN OUR ANCESTORS. WHAT CHAD WAS ABLE TO DO, THIS PAPER WAS JUST

  • PUBLISHED IN JANUARY, ACTUALLY THEY ESTIMATE THE EFFECTIVE POPULATION SIZE OF HUMAN ANCESTORS,

  • 1.2 MILLION YEARS AGO. WHAT'S INTERESTING IS THAT THAT ESTIMATE IS

  • ONLY ABOUT 18,000. WE AT THAT TIME OUR ANCESTORS PREHUMAN ANCESTORS

  • HAD VERY SMALL POPULATION. EFFECTIVE SIZE OF ANATOMICALLY MODERN HUMANS

  • IS QUITE SMALL BUT THAT SUGGESTS THAT OUR ANCESTORS WERE FAIRLY CLOSE TO EXTINCTION

  • AT ONE POINT IN THEIR HISTORY. WHAT I FIND REMARKABLE IS THAT WE CAN LEARN

  • THIS, LEARN IT WITH QUITE A LOT OF PRECISION FROM JUST TWO HUMAN DNA SEQUENCES.

  • BECAUSE WITH WHOLE GENOME SEQUENCE WE HAVE A LOT OF INFORMATION.

  • WE CAN MAKE ESTIMATES LIKE THIS THAT WOULD BE IMPOSSIBLE WITHOUT THAT MUCH INFORMATION,

  • WITHOUT THAT MUCH VARIATION IS LOOK AT. SO, LOT OF INTERESTING THINGS THAT WE DOCK

  • WITH THESE WHOLE GENOME SEQUENCES AND WE'RE VERY HAPPY THAT THEY ARE PUBLICLY AVAILABLE

  • SO THAT WE CAN ALL LOOK AT THEM AND THINK OF INTERESTING THINGS TO DO WITH THEM.

  • HERE IS ANOTHER WAY OF LOOKING AT GENETIC DISTANCES AMONG POPULATIONS AT SIMILARITIES

  • AND DIFFERENCES. THIS IS CALLED A PRINCIPLE COMPONENT ANALYSIS.

  • USED VERY COMMONLY IN POPULATION GENETICS. I WON'T GO IN TO DETAILS ABUT THIS, BUT BASICALLY

  • WHAT IT DOES IS DISPLAYS DIFFERENCES AMONG OUR INDIVIDUALS, IN THIS CASE IN THREE DIMENSION.

  • THEN THIRD ONE THIS IS KIND OF THE THIRD DIMENSION -- THE POINT SHEER THAT IF WE LOOK AT ONLY

  • TEN SNPS, WE LOOK AT SMALL COLLECTION OF VARIATION ACROSS THE GEE NO, MA'AM WE CAN'T REALLY SEE

  • -- GENOME, WE CAN'T SEE MUCH OF A PATTERN, WOE DON'T HAVE VERY MANY CHARACTERS, THERE'S

  • A LOT OF OVERLAP. IF WE LOOK AT 100 SNPS IN THE SAME INDIVIDUALS

  • THIS SAME KIND OF DISPLAY WE SEE A PATTERN BUT STILL GREAT DEAL OF OVERLAP NOT REALLY

  • A DISCERNIBLE PATTERN HERE IN THREE DIMENSIONS. IF WE LOOK AT A THOUSAND SNPS WE START TO

  • SEE SOME DISCERNIBLE PATTERN. IN FACT THESE GROUPS CORRESPOND TO THE MAJOR

  • CONTINENTAL POPULATION. 23 WE LOOK AT 250,000 SNPS THERE'S EVEN MORE

  • OF A PATTERN. WE CAN BEGIN TO SEE INDIVIDUALS SORTING IN

  • TO POPULATIONS, FROM INDIA HERE, ASIAN POPULATIONS, EUROPEAN, AFRICAN POPULATIONS.

  • AGAIN WITH LOTS OF INFORMATION WE CAN START SEE INDIVIDUALS SORTING IN TO POPULATIONS

  • OF ORIGIN. THE HAPMAP FITS WHERE WE WOULD EXPECT THEM

  • TO. IF YOU TRANSLATE THESE DIMENSIONS THE FIRST

  • ONE IS SORT OF AFRICA VERSUS NON-AFRICA, SO THIS IS SORT OF THE OUT OF AFRICA DIMENSION

  • OF THIS PLOT. THE SECOND ONE IS PRETTY MUCH EAST-WEST ACROSS

  • THE OLD WORLD AND THIRD ONE IS NORTH-SOUTH ORIENTATION.

  • IT GIVES US THREE DIMENSIONS OF HUMAN GENETIC VARIATION.

  • THIS IS SIMILAR PLOT LOOKING AT 850 INDIVIDUALS IN TWO DIMENSIONS WE HAVE ESSENTIALLY GOING

  • FROM WEST TO EAST. AGAIN WE SEE INDIVIDUALS SORTING OUT BUT I

  • ALSO WANT TO POINT OUT THAT THERE IS OVERLAP. WE CAN'T, ESPECIALLY NOW THAT WE'RE SAMPLING

  • MORE BROADLY COULDN'T DRAW SHARP BOUNDARY AMONG THESE VARIOUS POPULATIONS.

  • THAT'S VERY IMPORTANT POINT. HERE WE'RE LOOKING AT EURASIA ALONE.

  • YOU START SEE A MAP OF THE WORLD AS YOU LOOK AT THESE POPULATIONS, AS YOU LOOK AT THEIR

  • GENETIC SIMILARITIES FOR 250,000 SNPS. IMPORTANT POINT SHEER THAT IF WE LOOK AT MULTIPLE

  • POLYMORPHISMS, WE LOOK AT 10,000 OR 100,000 OR A MILLION POLYMORPHISMS WE CAN WITH SOME

  • ACCURACY PREDICT POPULATION AFFILIATION BECAUSE THESE SNPS, IF THERE ARE MANY OF THEM, ARE

  • AS I SAID TELLING US ABOUT THESE NONOVERLAPPING PARTS OF THE CIRCLES.

  • BUT WHAT WE CAN'T DO, THIS IS A CRITICAL POINT, WE CAN'T GO THE OTHER WAY.

  • BECAUSE THESE SNPS VARY JUST IN FREQUENCY AMONG POPULATIONS.

  • WE CAN'T BY LOOKING AT A POPULATION AFFILIATION WE CAN'T INFER WHAT SOMEONE'S SNP ALLELE IS

  • GOING TO BE, OR CAN'T FROM A SINGLE SNP INFER POPULATION AFFILIATION.

  • THAT I THINK IS A CRITICAL POINT. WELLF WE HAVE ENOUGH GENETIC INFORMATION COULD

  • WE CLASSIFY EVERYBODY IN TO A POPULATION. LET'S LOOK AT THAT NETWORK THAT WE VIEWED

  • JUST A FEW MINUTES AGO, LET'S ADD AFRICAN-AMERICAN. SOME INDIVIDUALS GROUP IN TO THIS GROUP DOWN

  • HERE WITH PEOPLE FROM AFRICA. OTHERS DON'T REALLY FALL IN TO A GROUP.

  • IF WE LOOK AT PUERTO RICANS, ANOTHER GROUP WITH A COMPLEX HISTORY, SOME TEND TO FALL

  • IN WITH PEOPLE FROM SPAIN, OTHERS CLOSER TO PEOPLE FROM AFRICA.

  • THERE ARE MANY GROUPS, MANY HUMAN GROUPS THAT DON'T FALL NEATLY IN TO ANY OF THESE CATEGORIES.

  • AS WE SAMPLE THEM, AS WE LEARN MORE ABOUT THEM AS HUMAN MIGRATION CONTINUES TO INCREASE

  • WE'LL FIND THAT THERE ARE A LOT OF GROUPS, LOT OF INDIVIDUALS THAT DON'T FALL IN TO ANY

  • SPECIFIC GROUP. WE HAVE COMPLEX ANCESTORS.

  • THEN I THINK EMPHASIZES THE FALLACY OF THINKING TYPE LOGICALLY, THIS IS ONE OF THE REASONS

  • WHY I DON'T USE THE TERM "RACE" IN MY OWN PUBLICATIONS.

  • BECAUSE I THINK IT TENDS TO ENCOURAGE THINKING ALONG THE LINES OF TYPES AND TWPOLOGIES WHEN

  • IN FACT WE'VE SEEN MOST HUMAN GENETIC VARIATION IS SHARED AMONG POPULATIONS.

  • LET ME ASK YOU A QUESTION. WAYNE JOSEPH, GREW UP IN LOUISIANA IN A CREOLE

  • FAMILY. WHAT DO YOU THINK HIS ANCESTRY IS LOOKING

  • AT HIS APPEARANCE? ANY GUESSES?

  • FRENCH. YOU CAN TELL THIS IS A TRICK QUESTION, CAN'T

  • YOU? WELL, HE WAS RAISED AS AN AFRICAN-AMERICAN.

  • HE WAS HIGH SCHOOL PRINCIPAL IN CALIFORNIA, HE ISN'T HIS DNA OFF TO BE TESTED BY A COMPANY

  • TO FIND OUT ABOUT HIS ANCESTRY. NOW, I SHOULD SAY THIS WE HAVE TO I TAKE THESE

  • ANCESTRY ESTIMATES WITH A GRAIN OF SALT, A NUMBER OF ASSUMPTIONS INVOLVED BUT WHAT HE

  • GOT BACK WAS THAT HE WAS 57% EUROPEAN, 39% NATIVE AMERICAN, 4% EAST ASIAN APPARENTLY

  • NO AFRICAN GENES AT ALL. DESPITE HIS SELF REPORTED ANCESTRY.

  • HE RETAINED HIS CULTURE, OF COURSE. BUT IT'S INTERESTING TO SEE HOW ONE SELF REPORTED

  • ANCESTRY CAN DIFFER COMPLETELY FROM ONE DNA MEASURED ANCESTRY.

  • AT LEAST AS ACCURATE AS THAT IS. THIS POINTS OUT VERY IMPORTANT DIFFERENCE.

  • IN OUR DISCUSSION ABUT RACE THE DIFFERENT BETWEEN INDIVIDUAL ANCESTRY WHICH CAN BE VERY

  • COMPLEX AND RACE WHICH IS VERY BLUNT TOOL. AN INDIVIDUAL WITH 90ERS AFRICAN ANCESTRY,

  • 10% EUROPEAN ANCESTRY WOULD BE CONSIDERED AFRICAN AMERICAN IN THE UNITED STATES.

  • ALSO AN INDIVIDUAL WITH ONLY SAY 30 OR 40% AFRICAN ANCESTRY IN THE UNITED STATES WOULD

  • LIKELY SELF IDENTIFY AS AFRICAN AMERICAN. EVEN THOUGH THEIR GENETIC CONSTITUTION VERY

  • DIFFERENT. THAT'S WHY I THINK IT'S SO IMPORTANT TO UNDERSTAND

  • THIS DIFFERENCE BETWEEN INDIVIDUAL ANCESTRY AND WHAT WE REFER TO AS RACE.

  • A FEW AGO I SENT MY DNA IN TO A COMPANY TO LEARN SOMETHING ABOUT MY OWN ANCESTRY.

  • I WAS REALLY DISAPPOINTED, THIS IS ABOUT AS BORING A GENOME AS YOU CAN FIND, ACCORDING

  • TO THE COMPANY, AT LEAST. MY ANCESTRY WAS 100% EUROPEAN, WITH NO INTERESTING

  • VARIATION WHATSOEVER. I SHOULD SAY, ALL MY GRANDPARENTS CAME FROM

  • NORWAY BUT I WAS HOPING THERE MIGHT SOMEBODY SORT OF ROGUE GENES IN THERE SOMEWHERE.

  • YOU CAN COMPARE ME, THIS IS A WOMAN FROM THE BERBER POPULATION IN NORTH AFRICA.

  • A MUCH MORE INTERESTING GENOME. HERE WE SEE MOSTLY EUROPEAN ANCESTRY, I THINK

  • IT'S 86% BUT SOME SIGNIFICANT AFRICAN ANCESTRY, A LITTLE BIT OF ASIAN ANCESTRY AS ESTIMATED

  • BY THE MARKERS USED BY THIS COMPANY. THE IMPORTANT POINT HERE, THOUGH, IS THAT

  • SECTIONS OF THIS PERSON'S CHROMOSOME MIGHT BE OF EUROPEAN ORIGIN, THEY MIGHT BE OF AFRICAN

  • ORIGIN. BIOMEDICALLY SIGNIFICANT GENES IN THIS PERSON

  • MIGHT BE OF EUROPEAN ORIGIN, MIGHT BE OF AFRICAN ORIGIN.

  • ONCE AGAIN ANCESTRY GIVES US A MUCH MORE COMPLEX VIEW OF THIS PERSON'S GENETIC LEGACY THAN

  • DOES CATEGORY LIKE RACE. GOING BACK TO MY ANCESTRY, I ALSO DID GET

  • A REPORT BACK ON MY Y CHROMOSOME, THIS IS Y CHROMOSOME THAT IS PRETTY COMMON IN NORTHERN

  • EUROPEAN, NORTHERN EUROPE, I LEARNED THAT I SHARE IT WITH JIMMY BUFFET AND WARREN BUFFET.

  • HASN'T DONE ANYTHING FUR MY SINGING OR INVESTING BUT IT WAS INTERESTING FACTOID.

  • I DON'T HAVE GENGUS KHAN'S Y CHROMOSOME. I DON'T KNOW IF WE KNOW WHAT HIS REALLY WAS.

  • THIS IS HISTORICAL FROLICKING I THINK. IT IS INTERESTING TO DO THIS SORT OF RECREATIONAL

  • GENOMICS I ALSO GOT REPORT BACK ON MY MATERNAL HAPLO GROUP WHICH NOT SURPRISING IS ALSO COMMON

  • IN EUROPE. WHAT DID THESE KINDS OF FINDINGS IMPLY FOR

  • BIOMEDECIN? IF WE LOOK AT A LOT OF DNA POLYMORPHISMS WE

  • CAN LEARN SOMETHING ABOUT ANCESTRY AND POPULATION 'TIS OTHER REWITH IMPORTANT QUALIFICATIONS

  • THAT NOT EVERYONE FALLS IN TO GROUPS. AND THAT THERE ARE OF COURSE ASSUMPTIONS MADE

  • IN MAKING THESE INFERENCES. RESPONSES TO THERAPEUTIC DRUGS MAY INVOLVE

  • VARIATION IN FEW GENES AND ALSO GOING TO BE AFFECTED BY ENVIRONMENT.

  • WHAT THAT MEANS IS THAT THOSE GENETIC CLASSIFICATIONS DON'T NECESSARILY TELL US THAT MUCH ABOUT

  • BIOMED I CANNILY SIGNIFICANT PHENOTYPES. HERE IS A GREAT EXAMPLE.

  • WE TALKED EARLIER ABOUT THE AFFECTS OF ACE INHIBITORS IN AFRICAN AMERICANS VERSUS EUROPEAN

  • AMERICANS. THIS IS A METAANALYSIS PUBLISH ADD FEW YEARS

  • AGO LOOKING AT THE DECREASE IN BLOOD PRESSURE THAT OCCURRED AFTER ADMINISTRATION OF ACE

  • INHIBITORS IN THOUSANDS OF EUROPEAN HYPERTENSIVES AND AFRICAN AMERICAN HYPERTENSIVES WHAT WE

  • SEE IS THAT ON AVERAGE THERE IS ABOUT A FIVE MILLIMETER DIFFERENCE IN RESPONSE, THAT IS

  • AFRICAN AMERICANS ON AVERAGE DON'T RESPOND QUITE AS MUCH AS EUROPEAN AMERICANS.

  • TO ACE INHIBITORS IN TERMS OF LOWERING THEIR BLOOD PRESSURE.

  • BUT YOU CAN ALSO SEE THAT THERE'S A LOT OF OVERLAP BETWEEN THESE TWO CURVES.

  • A LOT OF AFRICAN AMERICANS WOULD ACTUALLY RESPOND BETTER THAN A LOT OF EUROPEAN AMERICANS

  • TO AN ACE INHIBITOR. ONCE AGAIN USING A CATEGORY LIKE RACE TO PREDICT

  • RESPONSE GIVES US SOME INFORMATION BUT IT CAN ALSO MISLEAD US.

  • HERE IS ANOTHER GOOD EXAMPLE. THE DRUG GEFITINIB, TREATS NON-SMALL CELL

  • LUNG CANCER. IT'S AN EGFR INHIBITOR.

  • IT IS EFFECTIVE AT LEAST FOR AWHILE IN IN ABOUT 10% OF EUROPEANS, ROUGHLY 30% OF ASIANS.

  • SO YOU MIGHT BE TEMPTED TO THINK, WELL WE COULD USE POPULATION AFFILIATION TO HELP PREDICT

  • WHO IS GOING TO RESPOND TO THIS DRUG. AFTER ALL THREEFOLD DIFFERENCE IN DIFFERENT

  • POPULATIONS. SOMATIC MUTATIONS IN EGFR ARE SEEN IN ABOUT

  • 10% OF EUROPEANS WHILE 30% OF JAPANESE PATIENTS, WHAT'S REALLY INTERESTING IS THAT, 80% OF

  • THOSE WHO HAVE THESE EGFR MUTATIONS RESPOND TO GEFITINIB AND 10% WITHOUT THE MUTATION.

  • WE CAN SEE WE GET MUCH BETTER PREDICTOR OF RESPONSE TO THE DRUG THAN IF WE LOOK AT POPULATION

  • AFFILIATION. I'M GLAD TO SEE MY ANTI-VIRUS IS WORKING.

  • THAT LEADS US TO A THEME THAT YOU'VE HEARD ABOUT AND HEAR MORE ABOUT IN THIS SERIES,

  • TALK ABOUT PERSONALIZED MEDICINE THE NOTION THAT NOW THAT WE CAN LOOK AT INDIVIDUAL VARIATION

  • THAT IS MUCH MORE APPROPRIATE TARGET AND MUCH MORE APPROPRIATE MEANS OF DECIDING THERAPY,

  • ONCE WE HAVE THE INFORMATION, WITHIN WE CAN MAKE THE PREDICTION THAN USING BROAD CATEGORIES

  • LIKE RACE OR POPULATION AFFILIATION. WHAT I HAVE TOLD YOU ABOUT WE DO SEE CORRELATION

  • BETWEEN GEOGRAPHIC LOCATION AND GENETIC VARIATION BUT THAT VARIATION IF WE SAMPLE ENOUGH OF

  • IT WE START TO SEE ESSENTIALLY CONTINUOUS NON-INTERRUPTED VARIATION ACROSS.

  • I THINK THAT OUR TRADITIONAL CONCEPTS OF RACE MAY NOT BE ACTUALLY BIOLOGICALLY MEANINGLESS

  • THAT MIGHT BE AN OVER STATEMENT. BUT IT'S BIOLOGICALLY VERY IMPRECISE, IT IS

  • A BLUNT TOOL, CONCEPTS LIKE ANCESTRY LOOKED AT AT THE INDIVIDUAL LEVEL ARE CERTAINLY GOING

  • TO BE MORE INFORMATIVE. WE HOPE THAT PERSONALIZED MEDICINE, WHEN IT

  • BECOMES A REALITY, WILL BE MEDICALLY A LOT MORE USEFUL THAN CATEGORY LIKE ETHNICITIES

  • OR RACE. I THINK FINALLY, THIS IS POINT THAT CAN'T

  • BE EMPHASIZED ENOUGH, THERE IS NOTHING IN GENETICS THAT SUPPORTS RACIST THINKING, THINKING

  • THAT WITHIN GROUP IS IN SOME WAY SUPERIOR TO ANOTHER.

  • AND IN FACT I THINK A LOT OF EVIDENCE THAT CONTRADICTS THAT KIND OF THINKING BECAUSE

  • WE CAN WITH GENETIC DATA ASCERTAIN HOW SIMILAR WE ALL FOR ONE ANOTHER.

  • HOW MUCH VARIATION WE DO SHARE. I THINK ACTUALLY GENETICS IS AN IMPORTANT

  • TOOL THAT CAN HELP TO COMBAT RACIST THINKING. WHAT I WOULD LIKE TO DO NOW BECAUSE I THINK

  • 90 MINUTES IS TOO LONG FOR HUMANS TO SIT DOWN IN ONE PLACE I'M GOING TO SHOW YOU A NICE

  • PRETTY PICTURE TAKEN FROM JUST A FEW MILES FROM MY HOUSE IN UTAH.

  • I'M GOING TO ASK TO YOU STAND UP FOR ABOUT A MINUTE OR SO AND JUST STRETCH.

  • WE'LL HAVE A LITTLE BREAK. WE'LL GO ON TO THE THIRD PART OF THE TALK.

  • >> OKAY, I THINK WE'LL GET STARTED AGAIN. HOPE YOU ENJOYED YOUR BREAK.

  • IN THE LAST PART OF MY TALK, WHAT I WOULD LIKE TO DISCUSS, YOU'LL BE DISCUSSING MORE

  • OF THIS AS THIS SERIES PROCEEDS, IS HOW OUR UNDERSTANDING OF POPULATION GENETICS AND EVOLUTIONARY

  • GENETICS HELPS US TO UNDERSTAND HAPLOTYPE DISTRIBUTIONS, THE CONTENTS AND HOW IT HELPS

  • US TO DESIGN MORE EFFECTIVE GENE MAPPING STUDIES. THIS IS REALLY A BRIDGE BETWEEN POPULATION

  • GENETICS AND EVOLUTIONARY GENETICS ON THE ONE HAND AND GENE MAPPING ON THE OTHER.

  • THE TWO HAVE BECOME I THINK REALLY INTER-TWINED OVER THE LAST DECADE OR SO.

  • SOMEBODY WITH INTEREST IN BOTH AREAS I'VE BEEN VERY GRATIFIED TO SEE MUTUAL INTEREST

  • IN BOTH POPULATION GENETICS AND GENE MAPPING AND LOCATION.

  • IF WE LOOK AT SNP FREQUENCIES ACROSS HUMAN POPULATIONS, WE FIND AT LEAST ROUGHLY THAT

  • A SNP WITH A MINOR ALLELE FREQUENCY GREATER THAN 1% OCCURS ABOUT ONE EVERY 300 BASE PAIRS

  • IN THE GENOME. THIS DEPENDS A LITTLE BIT ON POPULATION, BUT

  • ROUGHLY WE CAN SAY THAT THERE ARE AT LEAST TEN MILLION SNP IN THE GENOME WHERE THE MINOR

  • ALLELE FREQUENCY IS GREATER THAN 1%. THEY WOULD BE CONSIDERED UNDERATE ADDITIONAL

  • DEFINITION POLYMORPHISM. A COMMON SINGLE NUCLEOTIDE POLYMORPHISM, THAT

  • IS WITH THE MINOR ALLELE FREQUENCY GREATER THAN 5% WE HAVE ABOUT FIVE MILLION OR SO OF

  • THOSE. AT LEAST ROUGHLY.

  • THAT MEANS THAT AT EVEN RELATIVELY MODEST COST, LET'S SAY A TENTH OF A CENT PER SNP

  • IF WE HAD -- WANTED TO GENOTYPE ALL FIVE MILLION OF THOSE VARIANTS, IT WOULD COST $5,000 PER

  • PERSON. MAYBE TWO OR THREE THOUSAND BUT STILL A LOT

  • OF MONEY PER SAMPLE. IF WE WANT TO DO CASE CONTROL ASSOCIATION

  • STUDY COMPARING A THOUSAND CASES AND THOUSAND CONTROLS, THESE DAYS THIS IS PRETTY AFTERNOON

  • MINIMUM SAMPLE SIZE, IT WOULD COST $15 MILLION TO GENOTIME ALL FIVE MILLION OF THOSE SNPS.

  • SO, THIS WAS A REAL PROBLEM. DID WE REALLY NEED TO TEST ALL OF THESE SNP

  • IN ORDER TO ASSESS VARIATION IN DOING A CASE CONTROL STUDY?

  • WOULD THE SNP ASSOCIATION TEST REVEAL ANYTHING. I'LL START WITH COUPLE OF VERY SIMPLE DEFINITIONS

  • BECAUSE I KNOW WE HAVE A DIVERSE AUDIENCE HERE.

  • FIRST WE'LL DEFINE A HAPLOTYPE AS THE DNA SEQUENCE FOUND ON ONE MEMBER OF THE CHROMOSOME

  • PAIR. IN THIS WE SEE TWO SETS OF ALLELES, SO FORTH.

  • WE TRANSMIT THOSE HAPLOTYPES TO OUR OFFSPRING. NOW, AS YOU KNOW DURING MEIOSIS, CROSSOVERS

  • CAN OCCUR BETWEEN HOMOLOGOUS PAIRS OF CHROMOSOMES LIKE THIS, RESULTING IN RECOMBINATION OF ALLELES,

  • NOW THIS PARENT TRANSMITS THE NEW HAPLOTYPE. A HAPLOTYPE WITH A NEW COMBINATION OF ALLELES

  • TO HIS OFFSPRING. THESE VERY FUND FUND MENTAL CROSS OVER ALLOW

  • US TO ESTABLISH THE RELATIVE DIFFERENCES BETWEEN LOCI IN THE HUMAN GENOME.

  • WE CAN ASK HOW OFTEN DO THEY OCCUR? OVER TIME THEN WE EXPECT MORE CROSSOVERS BETWEEN

  • LOCI THAT ARE LOCATED FURTHER APART. A AND B ARE FURTHER APART.

  • WE OBSERVE MORE CROSSOVERS BETWEEN THAT PAIR OF LOCI THAN BETWEEN B AND C.

  • WHAT THAT MEANS IS THAT, AFTER MANY GENERATIONS WE'RE GOING TO FIND ALLELES B AND C, THAT

  • IS BIG B AND C, TOGETHER ON THE SAME COPY OF THE CHROMOSOME MORE OFTEN THAN WE WILL

  • FIND BIG A AND BIG B. BECAUSE THESE RECOMBINED TO GET LITTLE BIG

  • A, WITH LITTLE B. AND EVENTUALLY WE TEND TO REASSORT THESE ALLELES.

  • WHAT WE'RE SEEING IS THAT THERE IS MORE LINKAGE DISEQUILIBRIUM BETWEEN THESE PAIR OF LOCI

  • THAN BETWEEN THIS PAIR OF LOCI. THIS PAIR OF LOCI ARE FOUND TOGETHER MORE

  • FREQUENTLY THAN WE EXPECT BY CHANCE. THAT WHAT WE MEAN BY LINKAGE DISEQUILIBRIUM.

  • HERE IS A LITTLE DIAGRAM, AGAIN ILLUSTRATING THE IDEA.

  • THE LINKAGE, NONE RANDOM ASSOCIATION OF ALLELES AT LINKED LOCI.

  • AT EQUILIBRIUM. WE WOULD EXPECT TO SEE EVERY POSSIBLE COMBINATION

  • BIG A AND BIG B. LITTLE A AND LITTLE B AS WE LOOK AT COP PIECE

  • OF CHROMOSOMES IN OUR POPULATION. WE CAN ASSESS THE FREQUENCIES OF THOSE ALLELES,

  • BIG A AND LITTLE B. BY AN UNDER EQUILIBRIUM UNDER LINKAGE EQUILIBRIUM,

  • YOU HAVE BIG A AND B TOGETHER THAT SHOULD EQUAL THE FREQUENCIES OF THOSE ALLELES IN

  • THE POPULATION. THAT IS 60% "TIMES" 40%.

  • AND 06% TIMES 30% OR 18% OF THE TIME. SO FORTH.

  • IN OTHER WORDS, THESE LOCI, THEIR ALLELES ARE INDEPENDENT OF EACH OTHER THEY'RE AT EQUILIBRIUM.

  • WE WE CAN MULTIPLY THEIR RESPECTIVE FREQUENCIES TO GET HAPLOTYPE FREQUENCY F. WE SEE A SUBSTANTIAL

  • DEVIATION FROM THAT AS WE SEE IN THIS DIAGRAM WHERE BIG A AND BIG B ARE FOUND TOGETHER ON

  • THE SAME COPY OF A CHROMOSOME ON THE SAME HAPLOTYPE MORE FREQUENTLY THAN WE EXPECT BY

  • CHANCE, BIG A -- LITTLE A AND B ARE ALSO FOUND MORE FREQUENTLY THAN WE EXPECT BY CHANCE:

  • THEN WE HAVE LINKAGE DISEQUILIBRIUM. THERE HAVEN'T BEEN ENOUGH RECOMBINATIONS TO

  • RANDOMLY REASSORT THESE ALLELES IN OUR POPULATION. WHAT THAT SUGGESTS IS THAT A AND B ARE LIKELY

  • FAIRLY CLOSE TOGETHER. IMAGE HOW LINKAGE DISEQUILIBRIUM WOULD ARISE.

  • QUICK EQUILIBRIUM QUICK FOR A FEW GENERATIONS EVERY TIME WE SEE THE CF MUTATION WE'RE GOING

  • TO SEE THESE ALLELES NEARBY. THESE ALLELES, ALTERNATIVE SHOWN HERE ARE

  • NOT ASSOCIATED WITH THE MUTATION. THEY'RE GOING TO BREAK UP THE ASSOCIATIONS.

  • ON THIS CHROMOSOME COPY IN THE PRESENT DAY POPULATION, WE SEE OUR CF MUTATION CO-OCCURRING

  • NOT WITH BIG B BUT WITH LITTLE D. BUT WE STILL TEND TO SEE ASSOCIATIONS BETWEEN

  • OUR MUTATIONS AND SNPS THAT ARE VERY NEARBY. SO EVACUEE STILL SEE UPPER CASE G -- WE --

  • WHEN WE SEE OUR DISEASE CAUSING MUTATION BECAUSE IT'S VERY CLOSE.

  • SO CLOSE THAT REBY MAKES STILL HASN'T HAD TIME -- RECOMBINATION TO REASSORT OUR MUTATION

  • WITH THE ALTERNATIVE ALLELE, LITTLE G. THIS IS WHAT WE MEAN BY LINKAGE DISEQUILIBRIUM

  • TO PINPOINT THE CYSTIC FIBROSIS GENE BACK IN THE LATE 1980S.

  • IN FAMILIES WITH LINKAGE DISEQUILIBRIUM THIS IS SOMETHING THAT WE CAN ESTIMATE IN POPULATION.

  • WE HAVE OF COURSE MICROARRAY TECHNOLOGY NOW THAT ALLOWS US TO LOOK AT VERY DENSE ARRAYS

  • OF SNPS TO DO OUR GENOTYPING. THE REAL ADVANTAGE OF LINKAGE DISEQUILIBRIUM

  • IS THAT IT IN ESSENCE INCORPORATES MANY PAST GENERATIONS OF RECOMBINATION.

  • EVERY RECOMBINATION THAT HAS OCCURRED SINCE THE MUTATION TOOK PLACE.

  • I'D LIKE TO SHOW THIS IS AS CONTRAST. HERE IS A THREE GENERATION OF FAMILIES, COUNSELED

  • RECOMBINATIONS TO ESTIMATE THE DISTANCE BETWEEN LOCI.

  • WE'RE LIMITED TO THE NUMBER OF GENERATIONS THAT WE CAN ACTUALLY COLLECT.

  • BUT WITH LINKAGE DISEQUILIBRIUM WHAT WE'RE EFFECTIVELY DOING IS GOES GO BACK TO THE COMMON

  • ANCESTOR IN WHOM THIS DISEASE FIRST OCCURRED. OUR HOME IN THESE FAMILIES THEY ALL SHARE

  • THE SAME DISEASE CAUSING MUTATION DESCENDED FROM THE COMMON ANCESTOR WITH LINKAGE DISEQUILIBRIUM

  • WE'RE INCORPORATING THE EFFECTS OF THE RECOMBINATIONS OCCURRED OVER MANY GENERATIONS.

  • SINCE THE MUTATION FIRST OCCURRED. WHAT THAT MEANS IS THAT LINKAGE DISEQUILIBRIUM

  • CAN ALLOW US TO MORE FINALLY LOCALIZE THE DISEASE CAUSING MUTATION BECAUSE WE HAVE LOT

  • MORE RECOMBINATIONS EFFECTIVELY TO LOOK AT. BECAUSE POPULATIONS WITH REGARD TO ANY SPECIFIC

  • MUTATION ARE EE ISN'T SYSTEMLY ONE BIG PEDIGREE. ONE BY KATE PEDIGREE CHASING BACK -- THIS

  • LINKAGE DISEQUILIBRIUM HAS INTERESTING HISTORY, WHEN I FIRST BECAME INTERESTED IN IT, I HAVE

  • TO ADMIT IT WAS A LONG TIME AGO BACK ABOUT 1982 A GUY NAMED DAVID BARKER WHO WAS POST

  • DOC OF RAY WHITE CAME TO MY OFFICE HAD FOUR BRAND NEW RFLPS.

  • BACK IN THOSE DAYS FOUR NEW POLYMORPHISMS WAS A BIG DEAL HE GOT THE LEAD ARTICLE IN

  • THE AMERICAN JOURNAL OF HUMAN GENETICS THAT ISSUE.

  • WE WERE LOOKING AT LINKING A DISEQUILIBRIUM PATTERNS THAT'S WHEN I GOT INTERESTED IN THAT

  • PHENOMENON OF LINKAGE DISEQUILIBRIUM. I HAS INTERESTING PROPERTIES IN POPULATION

  • GENETICS. BUT IF YOU LOOK BACK AT THAT TIME, ONLY ABOUT

  • 20 ARTICLES PER YEAR WERE PUBLISHED ON LINKAGE DISEQUILIBRIUM.

  • COULD READ A PAPER KNOW EVERYTHING THERE WAS ABUT THIS TOPIC.

  • NOW WE'RE CLOSE TO 2,000 PAPERS. YOU'D HAVE TO READ 30 OR 40 PAPERS A WEEK

  • TO KEEP UP THAT WITH LITERATURE. NOT THAT ALL ARE WORTH READING.

  • THIS INDICATES HOW MUCH INTEREST THERE IS IS IN THE TOPIC NOW OF LINKAGE DISEQUILIBRIUM.

  • RELATIVE TO SAY 25 YEARS AGO. THE QUESTION IS, IS THERE A SIMPLE, UNIFORM

  • RELATIONSHIP BETWEEN INTER-LOCUS PHYSICAL DISTANCE IN THE GENOME AND LINKAGE DISEQUILIBRIUM.

  • IN OTHER WORDSF WE KNOW THE AMOUNT OF LINKAGE DISEQUILIBRIUM, THE AMOUNT OF NONRANDOM ASSOCIATION

  • BETWEEN TWO LOCI, HOW WELL CAN WE PREDICT HOW FAR APART THEY ACTUALLY ARE.

  • THIS IS THE RELATIONSHIP THAT WE WOULD EXPECT THAT HAS DISTANCE BETWEEN LOCI INCREASES,

  • LINKAGE DISEQUILIBRIUM DECREASES. IT GOES EVENTUALLY TO ZERO.

  • IT'S OFTEN MEASURED WITH R, CORRELATION COEFFICIENT SO THAT IN COMPLETE DISEQUILIBRIUM, THAT IS

  • WHEN WE CAN PERFECTLY PREDICT THE ALLELE AT ONE LOCUS IF WE KNOW THE ALLELE STATUS AT

  • NEARBY LOCUS THEN RAILROAD IS EQUAL TO ONE. IF THERE'S NO RELATIONSHIP UNDER EQUILIBRIUM

  • R IS EQUAL TO ZERO NO CORRELATION. THIS IS THE RELATIONSHIP THAT WE EXPECT.

  • SOME YEARS AGO WE LOOKED AT A NUMBER OF RFLPS NEAR THE GENE.

  • WE WERE INTERESTED IN THE DISTANCE, EACH OF THESE POINTS REPRESENTS A PAIR OF POLYMORPHISMS

  • AND THE QUESTION WAS, DOES DISEQUILIBRIUM BETWEEN PAIRS OF POLYMORPHISMS DECREASE AS

  • WE LOOK AT POLYMORPHISMS THAT ARE FURTHER APART.

  • HERE WE LOOKED ACROSS ABOUT 600KB. INDEED WE DID FIND SIGNIFICANT NEGATIVE RELATIONSHIP

  • BETWEEN DISEQUILIBRIUM AND DISTANCE BETWEEN THESE POLYMORPHIC MARKERS.

  • THAT WAS EARLY INDICATION THAT LINKAGE DISEQUILIBRIUM POTENTIALLY COULD BE USED TO FINALLY LOCALIZE

  • GENES ON CHROMOSOMES. HERE IS ANOTHER EXAMPLE OF THIS PLOT WHICH

  • IVORY DUESED TO SMALL SIZE HAS SERIES OF POINTS HERE, THEN SERIES OF POINTS THAT DOESN'T CORRESPOND

  • TO OUR RELATIONSHIP AT ALL. IT'S NOT THE DECREASE, MONOTONIC DECREASE

  • IN DISEQUILIBRIUM WITH DISTANCE THAT WE WOULD EXPECT.

  • THIS WAS AN ANALYSIS WE DID IN THE NEUROFIBROMITOSIS TYPE ONE REGION.

  • WHAT WE FOUND FOR ALL OF THESE MARKERS, ALL PAIRS WERE IN SUBSTANTIAL DISEQUILIBRIUM WITH

  • AN R FALL VIEW GREATER THAN .82 BUT THERE WAS ANOTHER ONE JUST 68KB AWAY FROM ITS NEAREST

  • NEIGHBOR WHERE THERE WAS NO DISEQUILIBRIUM BETWEEN IT AND ALL OF THE OTHER MARKERS.

  • WE HAD LOT OF HYPOTHESES AT THE TIME TO ACCOUNT FOR THIS.

  • IT WAS A GC-RICH REGION, RECOMBINATION IS SOMEWHAT ASSOCIATED WITH GC CONTENT.

  • BUT WHAT ULTIMATELY WE LEARNED FROM THE HAPMAP DATA IS THAT THERE IS A RECOMBINATION HOT

  • SPOT RIGHT IN THIS AREA. SO THE RECOMBINATION HOT SPOT LOCATED RIGHT

  • HERE EXPLAINS WHY THIS POLYMORPHISM IS NOT IN EQUILIBRIUM -- NOT IN DISEQUILIBRIUM, EVEN

  • WITH ONE THAT IS ONLY 70KB AWAY. WE DON'T ALWAYS SEE THE UNIFORM RELATIONSHIP

  • THAT WE MIGHT EXPECT BETWEEN DISTANCE, THAT IS PHYSICAL DISTANCE BETWEEN POLYMORPHISMS

  • AND LINKAGE DISEQUILIBRIUM BETWEEN THEM. BECAUSE AMONG OTHER THINGS WE HAVE HOT SPOTS

  • THROUGHOUT THE HUMAN GENOME. THERE ARE NUMBER OF FACTORS THAT CAN AFFECT

  • LINKAGE DISEQUILIBRIUM PATTERNS. CHROMOSOME LOCATION, RECOMBINATION MORE COMMON

  • WITH TELOMERES THAN ELSEWHERE. DNA SEQUENCE PATTERNS, GC CONTENT WE FOUND

  • THAT ALU ELEMENTS INFLUENCE RECOMBINATION AND INCREASE RECOMBINATION BY A FEW PERCENT.

  • THERE ARE A LOT OF ALU ELEMENTS THROUGHOUT THE GENOME.

  • THERE ARE RECOMBINATION HOT SPOTS EVERY 50 TO 100KB, WHAT I THINK IS ESPECIALLY INTERESTING

  • IS THAT EVOLUTIONARY FACTORS INFLUENCE PATTERNS OF LINKAGE DISEQUILIBRIUM IN THE HUMAN GENOME.

  • THINGS LIKE NATURAL SELECTION, GENE FLOW, GENE CONVERSION, GENETIC DRIFT.

  • ALL OF THE FACTORS THAT PEOPLE LIKE TO THINK ABOUT INFLUENCE PATTERNS OF LINKAGE DISEQUILIBRIUM

  • BECAUSE DISEQUILIBRIUM REFLECTS THE HISTORIES OF POPULATIONS.

  • THE FACTORS IN POPULATIONS THAT HAVE AFFECTED GENETIC VARIATION.

  • THERE ARE SOME INTERESTING IMPLICATIONS OF OUR POPULATION GENETIC STUDIES FOR DISEQUILIBRIUM

  • PATTERNS. WE'VE SEEN THAT THERE IS CONDITION VARIATION,

  • EVEN VARIATION WITHIN MAJOR CONTINENTS THAT IS GOING TO AFFECT STRATIFICATION PATTERNS

  • SHOULD BE TAKEN IN TO ACCOUNT WHEN WE'RE DESIGNING CASE CONTROL ASSOCIATION STUDIES.

  • THE FACT THAT THE AFRICAN POPULATIONS WERE FOUNDED FURTHER AGO IN TIME, IN OTHER WORDS,

  • THEY HAVE -- WE CAN SAY A GREATER AGE IMPLIES THAT WE SHOULD SEE LESS LINKAGE DISEQUILIBRIUM

  • IN THOSE POPULATIONS. THAT IS THERE HAS BEEN MORE TIME FOR RECOMBINATIONS

  • TO OCCUR IN THOSE POPULATIONS, WE'RE GOING TO SEE LINKAGE DISEQUILIBRIUM PERSISTING OVER

  • SHORTER DISTANCES BECAUSE OF MORE RECOMBINATIONS. WE'VE SEEN GREATER DIVERGENCE OF AFRICAN POPULATIONS,

  • WHAT THAT IMPLIES IS THAT WHAT WE SOMETIMES CALLED ADMIXTURE LINKAGE DISEQUILIBRIUM, REFLECTS

  • MIX TOURS OF AFRICAN AND NON-AFRICAN POPULATIONS WE DON'T HAVE TIME HERE TO TALK ABOUT AD MIXTURE

  • DISEQUILIBRIUM, BUT IT'S STARTING TO BE APPLIED WITH SOME LEVEL OF SUCCESS.

  • HERE IS WAY IN WHICH POPULATION GENETICISTS ARE UNDERSTANDING HAPPEN LAY TYPE STRUCTURE

  • AND GENE MAPPING. IF WE THINK OF POPULATIONS THAT WERE FOUNDED

  • A LONG TIME AGO THERE HAVE BEEN MANY GENERATIONS OR RECOMBINATIONS TO OCCUR AS WE SEE HERE.

  • THAT MEANS THAT WE'RE GOING TO SEE RELATIVELY SHORT GROUPS OF LAP LOW TYPES, OR HAPLOTYPE

  • BLOCK, IS THAT THEY'RE CALLED. A POPULATION THAT WAS FOUNDED RELATIVELY RECENTLY

  • EXAMPLE MIGHT BE POPULATION OF FINLAND, OF MOST OF WHICH WAS FOUNDED JUST COUPLE THOUSAND

  • YEARS AGO. THERE HASN'T BEEN AS MUCH TIME TO RECOMBINATIONS

  • TO OCCUR IN THOSE -- IN POPULATION LIKE THAT. SO WE HAVE FEWER HAPLOTYPES IN LARGER BLOCKS.

  • THERE'S MORE DISEQUILIBRIUM, LESS HAPLOTYPE DIVERSITY.

  • SO IF WE THINK ABOUT MUTATION, THAT MAY HAVE OCCURRED IN THAT POPULATION, COUPLE THOUSAND

  • YEARS AGO, IT'S GOING TO BE IN DISEQUILIBRIUM WITH A LARGE NUMBER OF SNPS.

  • HASN'T BEEN MUCH TIME FOR RECOMBINATION TO CAUSE THOSE TO DECAY.

  • IN CONTRAST MUTATION THAT OCCURRED IN AN AFRICAN POPULATION WILL HAVE HAD MORE TIME TO DURING

  • WHICH CAN REDUCE ASSOCIATION WITH NEARBY SNPS. WE FIND THAT MUTATION IN ASSOCIATION WITH

  • SMALLER NUMBER OF SNPS. IN OTHER WORDS WE'RE GOING TO NEED MORE SNPS

  • IN THIS POPULATION TO FIND ASSOCIATION THAN IN THIS POPULATION.

  • CONVERSELY IN THIS POPULATION, WE CAN MORE FINALLY MAP THE LOCATION OF A MUTATION BECAUSE

  • IT'S IN ASSOCIATION WITH JUST A FEW NEARBY SNPS.

  • SOME IMPORTANT ATTRIBUTES OF HISTORY THAT HELP TO INFORM US ABOUT THE DESIGN OF ASSOCIATION

  • STUDIES. IF WE LOOK AT SOME REAL DATA, THIS IS KIND

  • OF DISPLAY THAT WE GET FROM THE PROGRAM HAPLOVIEW. LET ME EXPLAIN WHAT WE'RE LOOKING AT HERE

  • BECAUSE WE SEE THESE ALL THE TIME IN THE ASSOCIATION STUDY LITERATURE.

  • THIS IS A MAP OF LINKAGE DISEQUILIBRIUM. EACH OF THESE LITTLE COLUMNS HERE REPRESENTS

  • A SNP. THEY ARE ARRAYED ACCORDING TO THEIR PHYSICAL

  • LOCATION ACROSS THE CHROMOSOME, AND THEN EACH OF THESE SQUARES LIKE THIS RED SQUARE HERE,

  • INDICATES THE LINKAGE DISEQUILIBRIUM BETWEEN A PAIR OF SNPS.

  • FOR THIS ADJACENT PAIR OF SNPS RIGHT HERE, WE HAVE RED, WE HAVE HIGH DISEQUILIBRIUM,

  • OR THIS PAIR, THAT IS THIS ONE AND THIS ONE, WE HAVE LITTLE DISEQUILIBRIUM.

  • AN ANALOGY WOULD BE THE MILEAGE CHARTS THAT SOME OF US HAVE USED WHERE WE CAN TAKE ANY

  • PAIR OF CITIES, LET'S SAY NEW YORK AND SAN FRANCISCO AND WE CAN SAY, WHAT'S THE DISTANCE

  • BETWEEN THEM. FOR A PAIR OF SNPS WHAT IS THE DISEQUILIBRIUM.

  • THERE'S A LOT MORE DISEQUILIBRIUM IN THIS EURASIAN SAMPLE THAN THE AFRICAN SAMPLE CONSISTENT

  • WE SEE SNIPS OCCURRING IN MUCH LARGER -- SNPS IN HAPLOTYPE BLOCKS IN THESE POPULATIONS

  • THAN IN THESE. THAT HAS IMPORTANT IMPLICATIONS FOR STUDY

  • DESIGN. I'VE SHOWED YOU EXAMPLES, NOW GENERAL ARE

  • THESE PATTERNS? IF WE LOOK ACROSS THE GENOME, WHAT KINDS OF

  • PATTERNS DO WE SEE? BACK ABOUT TEN YEARS AGO OUR KNOWLEDGE OF

  • THE HUMAN GENOME, OF LINKAGE DISEQUILIBRIUM ACROSS THE HUMAN GENOME WAS LOT LIKE THIS

  • MAP OF THE WORLD FROM 1544. WE REALLY DIDN'T KNOW MUCH ABOUT PATTERNS

  • OF DISEQUILIBRIUM OR HAPLOTYPE STRUCTURE ACROSS THE GENOME.

  • AND IF YOU LOOK AT THIS MAP WE HAVE FAIRLY GOOD REPRESENTATION OF EUROPE, SOME OF AFRICA

  • AND ASIA, YOU SEE NORTH AMERICA IS COMPLETELY ABSENT IN 1544.

  • THAT'S HOW OUR KNOWLEDGE OF HAPLOTYPE STRUCTURE ACROSS THE GENOME WAS ROUGHLY 10 OR 12 YEARS

  • AGO. THAT'S WHAT LED TO THE HAPMAP PROJECT.

  • I WANT TO MENTION THIS YOU'LL HEAR MORE ABOUT IT OTHER LECTURES AS WELL.

  • THE ORIGINAL IDEA WAS TO LOOK AT LARGE COLLECTION OF SNPS, 6700,000 EVENTUALLY WENT TO A MILLION

  • THEN MORE AFTER THAT. IN INDIVIDUALS FROM THREE MAJOR POPULATIONS.

  • 906 THEM IN 30TRIOSER FROM THE UTAH CEPH COLLECTION. THIS REPRESENTED NORTHERN EUROPE.

  • 90 YORUBAN AND 90 EAST ASIAN INDIVIDUALS. LOOK AT PATTERN OF LINKAGE DISEQUILIBRIUM

  • IN THESE DIFFERENT POPULATIONS AND TO LOOK AT HAPLOTYPE STRUCTURE TO SEE TO WHAT EXTENT

  • THESE VARIED AMONG POPULATIONS AND ACROSS THE GENOME.

  • THERE WERE SOME INTERESTING ISSUES THAT CAME UP IN THE EARLY DISCUSSIONS OF THE HAPMAP.

  • I WAS LUCKY ENOUGH TO BE PART OF THOSE DISCUSSIONS, ONE OF THE ISSUES WAS HOW BEST TO SAMPLE HUMAN

  • DIVERSITY IF YOU CAN ONLY SAMPLE FEW POPULATION. DECISION WAS TO TRY TO LOOK AT FAIRLY BROAD

  • SAMPLING BUT BY NO MEANS COMPLETE SAMPLING OF HUMAN DIVERSITY.

  • OF COURSE SAMPLE SIZE ISSUES, ISSUES INVOLVING SNP ASCERTAINMENT AND DENSITY THEN ALSO NUMBER

  • OF ETHICAL, LEGAL, SOCIAL ISSUES, THINGS LIKE INFORMED CONSENT.

  • EVEN SOME DISCUSSION OF WHETHER WE SHOULD NAME THE POPULATIONS OR NOT OR WHETHER THE

  • THREE POPULATIONS SHOULD NOT BE IDENTIFIED BECAUSE OF CONCERNS ABOUT POTENTIAL STIGMATIZATION.

  • THE POPULATION GENETICISTS FELT BECAUSE WE KNOW POPULATION HISTORY AFFECTS HOP LOW TYPE

  • STRUCTURE AND DISGIBB WE DON'T NAME THE -- WE DON'T KNOW THEIR HISTORY THAT WOULD BE

  • SEVERE LIABILITY. FOR THAT REASON WE DECIDED TO NAME THE POPULATION

  • AND I THINK THAT IS ADDED A LOT OF USEFULNESS IN INFORMATION TO THE HAPMAP SAMPLES.

  • SUBSEQUENT TO THAT I THINK OUR MAP OF THE WORLD IMPROVED.

  • YOU CAN SEE CALIFORNIA FOR SOME REASON STILL MISSING FROM THIS MAP.

  • BUT BY AND LARGE OUR KNOWLEDGE OF THE HUMAN GENOME IMPROVED -- OUR KNOWLEDGE OF DISEQUILIBRIUM

  • IN THE GENOME IMPROVED A GREAT DEAL. THERE HAVE BEEN A NUMBER OF INTERESTING APPLICATIONS

  • OF THE HAPMAP. FIRST OF ALL UNDERSTANDING WORLDWIDE GENOME

  • WIDE PATTERNS OF HAPLOTYPE DIVERSITY, DETECTING RECOMBINATION HOT SPOTS THROUGHOUT THE GENOME,

  • DETECTION OF GENES THAT HAVE EXPERIENCED NATURAL SELECTION THEN OF COURSE DETECTION OF DISEASE

  • CAUSING MUTATIONS. HERE IS AN EXAMPLE LOOKING AT THE DECAY OF

  • DISEQUILIBRIUM ACROSS GENOMIC REGIONS, IN THE HAPMAP POPULATION, THE ASIAN, EUROPEAN,

  • AFRICAN POPULATIONS, YOU CAN SEE THAT AS WE WOULD EXPECT WITH MORE RECOMBINATIONS DISEQUILIBRIUM

  • DECAYS MORE QUICKLY WITH PHYSICAL DISTANCE IN THE AFRICAN POPULATION.

  • IN THE YOURURBA,N AND MORE RECENTLY FOUNDED WE SEE THAT DISEQUILIBRIUM DOESN'T DECAY QUITE

  • AS RAPIDLY. AGAIN MORE RECENT HISTORY, FEWER RECOMBINATIONS,

  • MORE LINKAGE DISEQUILIBRIUM. WOULD GET PICTURES WITH THESE DATA.

  • ONE OF THE REALLY IMPORTANT CONSEQUENCES OF HAPMAP IS THAT WE'VE LEARNED THAT BECAUSE

  • OF THE PATTERN OF DISEQUILIBRIUM ACROSS THE GENOME A LOT OF SNPS ARE EFFECTIVELY REDUNDANT.

  • IF WE KNOW THAT THIS PERSON HAS A C AT THIS POSITION, THEY HAVE T AT ANOTHER POSITION,

  • AN A AT ANOTHER POSITION, BECAUSE OF LINKAGE DISEQUILIBRIUM.

  • WHERE AS PERSON B HERE HAS AN A AT THIS POSITION, G HERE, AND A C HERE, WHAT THAT TELLS US IS

  • THAT WE ONLY NEED TO TYPE THIS ONE IN ORDER TO KNOW THE GENOTYPES OF THESE.

  • IN OTHER WORDS, WE DON'T HAVE TO TYPE ALL FIVE MILLION COMMON SNPS.

  • WE CAN TYPE A SUBSET OF THEM WHAT WE CALL TAGGING SNPS AND GET PRETTY GOOD PICTURE OF

  • THE DIVERSITY ACROSS THE GENOME BY LOOKING AT THAT SUBSET OF VARIATION IS THAT IN ITSELF

  • IS A HUGE SAVING OF MONEY. THE TACT THAT WE CAN TYPE MAYBE A MILLION

  • SNPS IN NON-AFRICAN POPULATIONS AND ESSENTIALLY GET THE HAPLOTYPE DIVERSITY ACROSS THE GENOME

  • INSTEAD OF TYPING ALL FIVE MILLION IS A HUGE SAVINGS.

  • WE FIND NUMBER OF STUDIES LOOKED AT THE PORTABILITY OF THE HAPMAP TAGGING SNPS ACROSS POPULATIONS.

  • WE FIND THAT IN GENERAL THEY ARE PRETTY PORTABLE. THAT IS YOU CAN INFER PATTERNS OF DISEQUILIBRIUM

  • FROM ONE MAJOR POPULATION WITHIN A CONTINENT TO ANOTHER AND MOST OF THE TIME GET IT RIGHT.

  • AND FINDING HOT SPOTS WHERE DISEQUILIBRIUM SUDDENLY DECLINES.

  • WE DEFINE A REBY NATION HOT SPOT WHERE RECOMBINATION IS ELEVATED TENFOLD.

  • IT'S BEEN QUITE INTERESTING TO DISCOVER THAT THERE ARE TENS OF THOUSANDS OF HOT SPOTS IN

  • THE HUMAN GENOME. ROUGHLY ONE EVERY 50 TO 100KB.

  • WE RECENTLY LOOKED AT FAMILY, TWO PARENTS TWO, OFFSPRING LOOKED THEIR WHOLE GENOME SEQUENCE

  • FOUND 155 RECOMBINATIONS, 92 OF THEM WERE IN RECOMBINATION HOT SPOTS.

  • IN GENERAL THE DATA TELLS US THAT MOST CROSSOVERS AT LEAST 60% OCCUR IN ONLY ABOUT 10% OF THE

  • GENOME. HOT SPOTS REALLY ARE SIGNIFICANT IN TERMS

  • OF ACCOUNTING FOR MOST CROSSOVERS. ANOTHER REALLY INTERESTING FINDING FROM THESE

  • STUDIES OF RECOMBINATION IS THAT THEY'RE NOT AT ALL CONGRUENT IN HUMAN AND CHIMP.

  • EVEN THOUGH OUR DNA SEQUENCE IS 99% THE SAME, OUR HOT SPOTS ARE VERY, VERY DIFFERENT.

  • SUGGESTING THAT THESE EVOLVE VERY RAPIDLY, THEY MAY NOT BE SEQUENCE DEPENDENT THEY MAY

  • INVOLVE EPIGENETIC MECHANISMS. SO ALL KINDS OF INTERESTING QUESTIONS THAT

  • CAN BE ADDRESSED WITH DATA SUCH AS THOSE OF THE HAPMAP.

  • , WE CAN DETECT NATURAL SELECTION IN THE GENOME. THIS SLIDE SKETCHES OUT HOW WE DO THAT.

  • IMAGINE THAT A VARIANT OF THE INTEREST HAS OCCURRED, AND AS WE SAW IT OCCURS ON A SPECIFIC

  • CHROMOSOME BACKGROUND SO WE WILL SEE IT AT FIRST IN ASSOCIATION WITH NEARBY SNPS.

  • BUT OF COURSE WHEN IT FIRST OCCURS IT'S ALLELE FREQUENCY OVER HERE IS VERY LOW.

  • IF IT'S A NEUTRAL VARIANT IT MAY RISE IN FREQUENCY THROUGH TIME AS A RESULT OF GENETIC DRIFT.

  • BUT THAT INCREASES IN FREQUENCY IS GOING TO BE VERY SLOW.

  • WHAT HAPPENS AS THIS VARIANT, THE RED STAR, INCREASES IN FREQUENCY THROUGH TIME IS THAT

  • BECAUSE OF RECOMBINATION IT IS ASSOCIATED WITH FEWER AND FEWER NEARBY SNPS THROUGH TIME.

  • WE'RE GOING TO SEE VERY LITTLE DISEQUILIBRIUM BETWEEN THIS VARIANT AND LET'S SAY THIS SNP,

  • ONCE THE VARIANT GETS TO LET'S SAY 10% IN FREQUENCY.

  • BUT IF IT'S UNDER SELECTION, IF THERE HAS BEEN RECENT POSITIVE SELECTION FOR THAT VARIANT,

  • LET'S SAY CONFER SOME SORT OF ADAPTIVE ADVANTAGE, IT WILL RISE QUICKLY TO HIGH FREQUENCY, LET'S

  • SAY 10 OR 12%. AND BECAUSE OF SELECTION, BECAUSE SELECTION

  • HAS CAUSED IT TO RISE IN FREQUENCY VERY QUICKLY, IT WILL STILL BE IN DISEQUILIBRIUM WITH MANY

  • NEARBY SNPS. WE'LL HAVE VERY LONG RANGE OF LINKAGE DISEQUILIBRIUM

  • AROUND THAT VARIANT. WE'LL SEE THAT WHEN WE LOOK AT GENOMIC DATA

  • WE'LL SEE A REGION IN WHICH THERE IS HIGH DISEQUILIBRIUM OVER UNEXPECTEDLY LARGE DISTANCE.

  • THIS IS A SIGNATURE OF STRONG POSITIVE SELECTION ON THIS VARIANT.

  • THAT IS THAT THE VARIANT HAS RISEN TO HIGH FREQUENCY AND IS IN LARGE LINKAGE DISEQUILIBRIUM

  • BLOCK. THIS APPROACH HAS BEEN USED TO DETECT NATURAL

  • SELECTION INVOLVING A NUMBER OF PHENOTYPES. MALARIA RESISTANT, HEMOCHROMATOSIS, LACK TAKES

  • PERSISTENT, SKIN PIGMENTATION, SO FORTH. ANOTHER INTERESTING APPLICATION OF THESE DATA

  • BINDING REGIONS THAT HAVE BEEN STRONGLY AFFECT BY POSITIVE SELECTION IN HUMAN POPULATION.

  • HAS HAD SOME REAL SUCCESSES IN LOCALIZING SINGLE GENE DISORDERS.

  • THAT IS WHERE THEY WERE LOCI WERE FIRST MAPPED ROUGHLY BY USING LINKAGE ANALYSIS THEN DISEASE

  • CAUSING GENE WAS FOUND USING LINKAGE DISEQUILIBRIUM ANALYSIS.

  • TO PINPOINT THE ACTION GENE. MY DISPLAY HAS JUST FROZEN.

  • THESE KINDS OF STUDIES ARE VERY SUCCESSFUL IF WE -- IF MOST CASES OF THE DISEASE ARE

  • CAUSED BY SINGLE MUTATION. THAT MAKES SENSE.

  • IF THIS MUTATION IS ONLY ONE OR THE PRINCIPLE ONE THAT CAUSES DISEASE, THEN WE'RE GOING

  • TO BE ABLE TO EASILY DETECT 'SOAKS S QUAKES EVER DISEASE PHENOTYPE AND NEARBY SNPS.

  • IMAGINE IF WE HAVE MULTIPLE DISEASE CAUSING MUTATIONS.

  • THEN SOMETIMES WE'RE GOING TO SEE THE DISEASE WHEN WE SEE ONE GENOTYPE OR OTHER, WHEN THERE

  • ARE MULTIPLE DISEASE CAUSING MUTATIONS, WHEN THERE IS SUBSTANTIAL ALLELIC HETEROGENEITY

  • THAT PRESENTS REAL CHALLENGES IN DOING CASE CONTROL ASSOCIATION STUDIES.

  • SO, ONE OF OUR ISSUES IS HOW CAN WE REDUCE THAT HETEROGENEITY AND ENHANCE THE GENETIC

  • SIGNAL. WELL, CLEARLY, CONSISTENT TRAIT DEFINITION,

  • USE OF INTERMEDIATE PHENOTYPES WHO HELP TO DECREASE HETEROGENEITY.

  • WE CAN IDENTIFY SUBTYPES, THOSE WITH EARLY ONSET, SEVERE EXPRESSION, THIS IS WHERE CLINICIANS

  • CAN BE ESPECIALLY HELPFUL BECAUSE TYPICALLY CLINICIANS UNDERSTAND THOSE SUBTYPES AND CAN

  • INFORM GENETICIST AS TO WHICH GROUP OF CASES SHOULD USED IN AN OWE SAYS QUAKES STUDY.

  • USE OUR KNOWLEDGE OF EVOLUTIONARY HISTORY. TO DEFINE POPULATION IN VERY STRICT AND NARROW

  • FASHION SO THAT WE HAVE AS UNIFORM AN EVOLUTIONARY HISTORY AS POSSIBLE.

  • THERE MAY BE SITUATIONS IN WHICH POPULATION ISLETS WILL BE SPECIAL UTILITY.

  • SO THE BOTTOM LINE IS SOME OF YOU HAVE SEEN THESE DISPLAYS BEFORE WE CAN NOW POINT TO

  • QUITE A FEW GENOME WIDE ASSOCIATION STUDIES THAT HAVE BEEN SUCCESSFUL IN UNCOVERING VARIANTS

  • FOR COMMON COMPLEX DISEASE. THERE'S STILL A LOT LEFT TO BE DISCOVERED.

  • BECAUSE I THINK INTELLIGENT STUDY DESIGN, MUCH OF IT INFORMED BY OUR KNOWLEDGE OF POPULATION

  • GENETICS, THESE KINDS OF STUDIES HAVE BEEN MUCH, MUCH MORE SUCCESSFUL OVER THE LAST COUPLE

  • OF YEARS THAN PREVIOUSLY. THIS IS SOMETHING ELSE THAT YOU WILL HEAR

  • ABOUT, I THINK KAREN MULKEY WILL TALK ABOUT THIS LATER IN THIS SERIES.

  • SO, TO SUMMARIZE, WHAT I'VE TOLD YOU THIS MORNING, WE SEE THAT GENETIC VARIATION, WE

  • LOOK AT SNP MICROARRAYS ARE LOOKING AT WHOLE GENOME SEQUENCE, IT DOES CONTAIN USEFUL INFORMATION

  • ABOUT OUR POPULATION HISTORY, OUR ANCESTRY. I THINK THAT OUR STUDIES OF GENETIC VARIATION

  • GIVES US MORE INFORMED, MORE NUANCED VIEW OF THE CONCEPT OF RACE AND TELL US MUCH MORE

  • ABOUT MEDICAL RELEVANCE THAN IF WE USE THESE BROAD CATEGORIES LIKE POPULATION AFFILIATION

  • OR RACE, AND POPULATION GENETIC ANALYSIS ESPECIALLY IN THE CONTEXT OF LINKING A DISEQUILIBRIUM

  • HAS PLAYED A CENTRAL ROLE IN UNDERSTANDING LINKAGE DISEQUILIBRIUM AND HOW IT IS 'PLOWED

  • TO MAPPING AND LOCALIZING DISEASE CAUSING MEANS.

  • FINALLY I HOPE YOU'VE GOTTEN SOME SENSE OF SOMETHING THAT NOT EVERYONE APPRECIATES, POPULATION

  • GENETICS CAN BE FUN. IT CAN TELL US INTERESTING THINGS, FUN THINGS

  • ABOUT OURSELVES, OUR POPULATIONS, AND EVEN ABOUT OUR PHENOTYPES IN GENERAL.

  • FINALLY I WANT TO ACKNOWLEDGE A NUMBER OF MY COLLEAGUES AT THE UNIVERSITY OF UTAH.

  • PEOPLE IN MY LAB AND OTHERS WHO HAVE CONTRIBUTED TO THE WORK I'VE TOLD YOU ABOUT.

  • MOBILE ELEMENT WORK

  • THAT I TOUCHED ON JUST A LITTLE BIT I'VE DONE IN COLLABORATION OVER MANY YEARS NOW WITH

  • MY COLLEAGUE AT LS, MARK BATZER. SOME WERE GATHERED BY THE MOLECULAR GYNECOLOGY

  • FOUNDATION. I WANT TO THANK ALL OF THESE PEOPLE FOR THEIR

  • CONTRIBUTIONS TO OUR RESEARCH I'D LIKE TO THANK ALL OF YOU FOR YOUR ATTENTION.

  • [APPLAUSE] I THINK WE HAVE A COUPLE OF MINUTES FOR QUESTIONS.

  • I'M JUST TOLD THAT USUALLY WE DON'T HAVE QUESTIONS. >> I'LL ASK ONE.

  • THIS FIELD OF ANALYZING LINKAGE DISEQUILIBRIUM, DOES IT WORK FOR VERY, VERY RARE MUTATIONS?

  • I WOULD CONCEIVE THAT IT WOULD HAVE TO BE PRETTY COMMON TO WORK.

  • >> IT COULD WORK FOR A RARE MUTATION THE PROBLEM IS THAT YOU NEED FAIRLY LARGE SAMPLE SIZE

  • AFFECTED INDIVIDUALS WHO ARE UNRELATED, AT LEAST NOT CLOSELY RELATED.

  • IF YOU GOT REALLY RARE MUTATION IT MIGHT BE VERY DIFFICULT TO GET LARGE ENOUGH SAMPLE

  • SAY 50 TO 100 CASES, THAT IS WHERE IT WOULD BE A CHALLENGE.

  • >> ALSO A LOT OF DISEASE CLASSES THAT ARE CAUSED BY MULTIPLE DIFFERENT TYPES OF MUTATIONS

  • LIKE CARDIOMYOPATHYS FOR ONE, IT WOULDN'T BE DIFFICULT TO USE LINKAGE DISEQUILIBRIUM

  • IN SUCH A CASE? >> YEAH.

  • IF THERE IS SUBSTANTIAL ALLELIC HETEROGENEITY. LOOK AT BRCA 1 WHERE THERE ARE HUNDREDS OF

  • DIFFERENT MUTATIONS, EACH OF THOSE OCCURS ON A DIFFERENT HAPLOTYPE BACKGROUND YOU'RE

  • NOT GOING TO SEE A CONSISTENT PATTERN ASSOCIATION. IF THERE'S STRONG ALLELIC HETEROGENEITY LINKAGE

  • DISEQUILIBRIUM BECOMES -- IT ISN'T ALWAYS VERY USEFUL.

  • >> THANKS. >> HAS ANYONE APPLIED PHYLOGENETICS TO SNPS?

  • >> YES. >> ARE THE RESULTS MEANINGFUL OR --

  • >> THE RESULTS THAT WE SEE, ARE YOU TALKING ABOUT PHYLOGENETICS ACROSS SPECIES?

  • OR WITHIN SPECIES? >> WITHIN SPECIES.

  • >> WE LOOK AT PATTERNS IN HUMANS, THEY'RE VERY CONSISTENT WITH WHAT WE'VE SEEN WITH

  • OTHER MARKERS, WHAT WE'VE SEEN IN WHOLE SEQUENCE, EVERY KIND OF POLYMORPHISM WE LOOK AT AUTOSOMAL

  • POLYMORPHISM GIVES US A PATTERN PHYLOGENETICALLY.

GOOD MORNING, EVERYONE. GREETINGS OF THOSE JOINING US THREW THE LIVE

字幕與單字

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B1 中級

人口遺傳學導論(2010年) (Introduction to Population Genetics (2010))

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    Morris Du 發佈於 2021 年 01 月 14 日
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