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1
GWAS (genome-wide association study)
Scans SNPs across the genome in many people to find variants correlated with a trait; points to regions where causal genes may lie. Shows association, not causation.
2
SNP
Single-nucleotide polymorphism: a one-letter DNA difference between people. Used in GWAS because SNPs are the most abundant variation and cheap/easy to genotype (chips read 500k to 5M).
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Linkage disequilibrium (LD)
Statistical correlation between alleles at different loci, usually because they sit close together and are rarely split by crossing over in meiosis.
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Why can a SNP be a GWAS hit without affecting the trait?
Linkage disequilibrium: it is inherited together with a nearby causal variant, so it acts as a marker.
5
Manhattan plot: x-axis vs. y-axis
X = position in the genome by chromosome. Y = -log10(p), strength of association; higher = less likely due to chance. One dot = one SNP.
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GWAS hit
A SNP above the genome-wide significance line (p = 5 x 10^-8): a statistically significant association with the trait. Not proof of causation.
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Case-control logic in GWAS
Compare allele frequency in affected (cases) vs. unaffected (controls). E.g., B allele 50% in cases vs. 20% in controls = associated.
8
Odds ratio
How many times more likely you are to have a trait if you carry a variant. OR of 3 = 3x as likely. Common GWAS variants have OR near 1.
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Main limitations of GWAS
Correlation is not causation; hits may be LD neighbors of the real cause; misses rare alleles with large effects; results depend on sample size.
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Eye color GWAS example
About 195,000 people; 50 new loci (e.g., OCA2/HERC2, TYR, IRF4). Shows GWAS on a physical trait.
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Heritability
The share of variation in a trait within a population explained by genetic differences. Says nothing about whether the trait can change.
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Missing heritability
The gap between high heritability from twin studies and the much lower variation explained by GWAS hits (e.g., height ~0.80 vs ~0.10).
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Usual explanation for missing heritability
GWAS fails to detect rare alleles and genes of very small effect. Likely true.
14
Instructor's view on missing heritability
"Kind of has to be both": GWAS underestimates, AND twin studies overestimate (identical twins share environments more). Be skeptical of twin heritability.
15
Three ways to estimate heritability
Pedigree/twin design, GWAS hits only, and population design (genetic similarity among unrelated people).
16
Schizophrenia GWAS (2014) result
~37,000 cases, ~113,000 controls; 108 loci, 83 new. Later (2022) study found 287 loci.
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What do hundreds of schizophrenia loci mean?
No single 'schizophrenia gene'; broad variation across nearly the whole genome contributes small effects.
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GRIN2A
Schizophrenia gene that sits under a GWAS peak AND carries rare protein-truncating mutations. Shows combining methods homes in on causal genes (synapse regulation).
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Common vs. rare variants: effect sizes
Common variants have small effects; rare variants have large effects. Consistent with selection keeping harmful large-effect variants rare.
20
Schizophrenia treatment problem
All treatments block the type 2 dopamine receptor; no new drug pathways in 50+ years. GWAS offers new targets.
21
Ganna et al. 2019 (same-sex sexual behavior)
~0.5 million genomes; ~5 significant loci; genetics explains 8-25% of variation; genes linked to olfaction and sex hormones; cannot predict an individual's sexuality.
22
Most accurate headline for the same-sex behavior GWAS (practice Q4)
"Genomes reveal some genetic basis for heterosexuality": the study could equally describe heterosexual behavior, avoiding a disease framing.
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'Gay gene' app
Built in a weekend from the Ganna study even though the study said genes cannot predict sexuality. Example of misuse of DTC genetic data.
24
'Genes for ___' headlines
A cottage industry (left-handedness, crime, risk-taking, fidelity, picky eating, God gene). Usually overstate tiny associations.
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Educational attainment GWAS (Lee et al. 2018)
1.1 million people; 1,271 significant SNPs; explains ~12% of variation. Has a history of racial misuse.
26
The Bell Curve (1994) / Jensen (1969) 'logic'
IQ is genetic; IQ predicts success; so social programs are pointless; less-educated have more kids; variation falls along racial lines. Discredited pseudoscience revived in policy circles.
27
Heritability vs. modifiability
High heritability does NOT mean a trait can't change. Height is 80-90% heritable, yet Japanese boys grew 5+ inches in 50 years.
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Flynn effect
Rise in average IQ over time: US +18 points from 1948 to 2002. The Black-white gap is about half that historical change.
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Adoption and IQ
Adoption from a poor into a better-off family is linked to IQ gains of 12-18 points.
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Vox article bottom line (Turkheimer, Harden, Nisbett 2017)
IQ is real and heritable, but there is no evidence that group IQ differences are genetic; US racial categories are a poor proxy for ancestry.
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Heritability of IQ in poverty
Lower among children raised in poverty, likely because poor environments keep genetic potential from being expressed.
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Turkheimer's key claim
The most important difference between the races is racism, rooted in slavery; you can oppose determinism without denying heritability.
33
Kathryn Paige Harden, The Genetic Lottery
Genetics explains differences WITHIN groups, not BETWEEN them; explicitly anti-racist; genetics doesn't excuse policymakers. Critics say the genetic basis is less clear.
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Genotype x environment (GxE) interaction
The same genes can have different effects in different environments; reaction-norm lines can diverge or cross.
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GxE thought experiment on systemic racism
In a racist society, any genetic difference between dominant and minoritized groups will correlate with educational attainment and show up as a GWAS hit, reflecting environment, not ability.
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Our closest living relatives
Chimpanzees and bonobos. We share a recent common ancestor; we did not descend from chimps.
37
Out of Africa
Humans originated in Africa; all non-African lineages branch from within African lineages (mtDNA). Left Africa ~55,000-75,000 years ago.
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Why is genetic diversity lower outside Africa? (practice Q5)
Migrants carried only a subset of African alleles (founder effect), so non-African diversity is a subset of African diversity.
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Molecular clock
DNA changes at roughly predictable rates, so sequence differences can date when lineages split.
40
Within- vs. between-group variation
Far more genetic variation within groups than between them; groups share nearly the same alleles. So human races are not genetically distinct.
41
Neanderthal interbreeding pattern (practice Q6)
Mating happened after humans left Africa, so Europeans and Asians carry more Neanderthal DNA (~1.5-2.1%) than Africans.
42
Svante Paabo
Led sequencing of the Neanderthal (2010) and Denisovan genomes from ancient DNA.
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Denisovans
Archaic human lineage identified from DNA in a single finger/toe bone in Denisova Cave, Siberia. Contributed DNA to Asians and Oceanians (3-6% in Oceania).
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Neanderthal DNA in Africans
~0.3%, introduced by humans migrating back into Africa (Chen et al. 2020).
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Neanderthal Y chromosome
Replaced by an H. sapiens Y chromosome after interbreeding (Petr et al. 2020).
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Neanderthal alleles and modern traits (practice Q8)
Contribute to relevant variation: depression and psychiatric risk, severe COVID-19 risk, being a morning person.
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Neanderthal COVID-19 risk haplotype
Chromosome 3 haplotype inherited from Neanderthals raises risk of severe COVID; common in South Asia, rare in Africa (Zeberg & Paabo 2020).
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EPAS1 (HIF-2a) in Tibetans (practice Q7)
Variant that helps Tibetans live at high altitude (low oxygen); inherited from Denisovans; rare in Han Chinese, rose to high frequency after Tibet was settled.
49
Take-home on racial purity
Human history is a mix of lineages (Neanderthal, Denisovan, unknown hominins), so racial purity is a myth.
50
Jefferson-Hemings DNA study (2026)
Ancient DNA from Jefferson's hair confirmed he fathered Sally Hemings's children; raises privacy questions for living descendants.
51
Skin color genetics (Crawford/Tishkoff 2017)
Continuous trait tracking UV; genes include SLC24A5, MFSD12, HERC2/OCA2, DDB1. Alleles common outside Africa are also found inside Africa.
52
Lactase persistence (LP)
Keeping the ability to digest lactose (milk sugar) as an adult; most humans lose it after childhood.
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-13910*T allele
Main European LP allele; regulatory variant in MCM6 controlling the nearby LCT (lactase) gene; rare in Africa.
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Why did the European LP allele spread? (practice Q9)
Natural selection following the domestication of cattle (Neolithic Linear Pottery culture).
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Convergent evolution of LP
Different mutations near LCT arose separately in Europe and Africa (East African herders), so LP is not a 'European' trait.
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Why white supremacists chug milk
They treat LP as proof Europeans are more evolved. Wrong: LP evolved repeatedly (often in Africa) and is only useful in dairy cultures.
57
'Race realism'
Coded white nationalist term claiming science hides biological racial differences.
58
John Novembre
University of Chicago geneticist who warns colleagues about racist misuse of findings (uses the milk example in talks).
59
Eugenics
Improving the human race by selective breeding ("well born"); also framed as a social science to fix inequality. Intertwined with racism.
60
Francis Galton
Coined 'eugenics'; invented regression and correlation; pioneered twin studies; estimated heritability of intelligence from pedigrees (1869).
61
Charles Davenport
Chicken breeder who founded the Eugenics Record Office at Cold Spring Harbor, NY (1910).
62
US forced sterilization scale
About 30 states passed laws; about 60,000 Americans sterilized; continued into the 1970s.
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Immigration Act of 1924
Restricted immigration from southern/eastern Europe and Asia on eugenic, racist grounds; not reversed until the 1960s.
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US eugenics and Nazi Germany (practice Q11)
US sterilization laws were used as models for Nazi laws (1933: ~400,000 sterilized), which escalated to euthanasia and the Holocaust.
65
Nuremberg Code (1947)
Came from the Nazi doctors' trials; requires informed consent and subject welfare; basis of modern IRB oversight.
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Why eugenics doesn't work
Reducing allele frequencies (especially rare ones) takes many generations; breeding exposes hidden alleles; a global multi-generation program is fantasy.
67
Two ethical prongs of eugenics
(1) Selecting some variants over others is discriminatory; (2) methods were forced. Gene editing may remove (2), so (1) must be confronted.
68
Buck v. Bell (1927) (practice Q10)
8-1 Supreme Court ruling that forced sterilization is constitutional; Holmes: "three generations of imbeciles are enough." Never overturned.
69
Carrie Buck
Charlottesville woman labeled 'feebleminded' after giving birth following rape; institutionalized and sterilized; her mother and baby daughter were also labeled.
70
Eugenics as a 'permission structure' at UVA
Gave old racist views a modern scientific look; leaders like Alderman, Jordan, Lewis, Barringer promoted it.
71
H. Ernest Jordan
UVA dean of medicine and national eugenics leader; worked with Davenport; pushed forced sterilization. Jordan Hall renamed Pinn Hall.
72
Ivey Lewis
UVA biology chair/dean who supplied eugenic rationale and blocked faculty who disagreed. Mountain Lake lab renamed for Ruth Patrick.
73
Edwin Alderman
Influential UVA president; ardent eugenicist who hired eugenicists and backed segregated schooling. Library renamed for Edgar Shannon.
74
Paul Barringer
Modernized UVA medicine; promoted hereditary racial differences and anti-miscegenation views. Wing renamed for Francis Collins.
75
Germline vs. somatic editing (practice Q14)
Germline (egg, sperm, embryo) edits every cell and passes to future generations; somatic edits only treated tissue and is not inherited.
76
What CRISPR is in nature (practice Q15)
Repeated DNA in bacteria storing snippets of past viral (phage) DNA between spacers; part of a bacterial immune system.
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CRISPR acronym
Clustered Regularly Interspaced Short Palindromic Repeats.
78
Three stages of CRISPR immunity
1) Store viral DNA in the CRISPR locus; 2) transcribe and process into crRNA; 3) crRNA + Cas9 find and cut viral DNA.
79
Cas9 and guide RNA as an editing tool
Guide RNA base-pairs with the target DNA; Cas9 cuts both strands; the cell repairs, making a deletion or copying in a template.
80
Who won the 2020 Nobel for CRISPR?
Emmanuelle Charpentier and Jennifer Doudna (Chemistry).
81
Why CRISPR beat older methods
Old way (construct into stem cells, select, inject, breed chimeras) was inefficient and imprecise; CRISPR is specific, simple, works in many species.
82
CRISPR technical problems
Off-target mutations, deletions, and mosaicism (only some cells edited).
83
Why CRISPR is hard to regulate
It's easy and cheap: DIY kits (~\$179), biohackers injecting themselves.
84
Why germline editing resembles eugenics (practice Q12)
It selectively perpetuates certain variants over others.
85
He Jiankui (2018)
Announced the first gene-edited babies, twins Lulu and Nana (a third baby later); published no data; jailed 3 years; now back in the lab on DMD.
86
CCR5 (practice Q16)
Receptor on white blood cells that some HIV strains use to enter T-cells; He Jiankui disabled it in the twins. Its other functions aren't fully understood.
87
Ethical violations in the CRISPR babies case
No medical need (HIV transmission preventable otherwise); unknown risks; faked ethics approval; questionable informed consent; misled staff; secrecy; business interests.
88
Rebrikov (2019)
Russian scientist who planned to edit embryos for inherited deafness; stopped after the WHO objected.
89
Status of heritable genome editing
No country permits it (2020 study); US ban restored 2019; WHO recommends strict limits. In 2026 startups push to legalize therapeutic embryo editing.
90
George Church vs. Francis Collins
Church: bans drive editing underground; parents, doctors, society decide. Collins: hubris; who decides what is an improvement?
91
Asilomar Conference (1975) (practice Q17)
Scientists set rules for recombinant DNA: containment, ban on cloning dangerous pathogens, public openness. Lesson: science should bring expertise into policy.
92
Casgevy
First FDA-approved CRISPR therapy (2023), for sickle cell disease; somatic (edits blood stem cells). Expanded to kids as young as 2 in 2026.
93
T-cell (CAR-T) immunotherapy
Engineer a patient's T-cells to recognize tumor surface proteins, then infuse them back to kill cancer. 9 FDA-approved therapies.
94
In vivo CRISPR delivery (2021)
CRISPR delivered as mRNA + guide RNA by injection (like mRNA COVID vaccines) to edit liver cells for transthyretin disease; no cell removal needed.
95
Future of CRISPR (practice Q18)
More precise editors (CRISPR 2.0), targeted delivery (e.g., lungs for cystic fibrosis), fewer side-effect worries, MORE ethical debate about whether to edit.
96
Ancestor of domestic dogs
The gray wolf. Domesticated ~15,000-40,000 years ago; dogs have coevolved with humans (practice Q19).
97
Black coat color in wolves (practice Q20)
K^B mutation entered North American gray wolves from domestic dogs by hybridization; parallels EPAS1 from Denisovans.
98
Modern dog breeds and ancestral diversity
Most breeds are a small subset of ancestral Asian dog diversity (e.g., Akitas, Shar-peis).
99
De-extinction technologies (practice Q21)
Cloning/cell reprogramming, ancient DNA sequencing, and genome editing of living relatives.
100
Conservation objections to de-extinction (practice Q22)
Diverts resources from living species; restoration is huge and uncertain; ignores habitat destruction, the main cause of extinction.
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