Apr 1, 2019 · 40m · a16z

a16z Podcast | What's in the Water at the George Church Lab?

George Church · 30m spoken Jorge Conde · 6m spoken
0:00 / 0:00
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In this episode of the a16z Podcast, geneticist George Church and Andreessen Horowitz partner Jorge Conde discuss the ethics and technology of CRISPR gene editing, the future of preventive genomics and data privacy, and the unique organizational philosophy driving breakthroughs at the Church Lab.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. How this is scored →

The host as informed peer 4.5 Guest teaching 3.8 Guest disagreement 1.7 The host pushing back 2.3
05100:0015:0030:000:48–4:33 · The host as informed peer 5/10 Analyzing the Chinese CRISPR Baby Experiment Host Conde demonstrates solid domain knowledge by citing CCR5 and double-null genetics. Church reframes the narrative that the experiment was a solo rogue effort by citing author lists and state oversight.4:33–8:21 · The host as informed peer 6/10 CRISPR Safety, Genetic Vandalism, and Mosaicism Host directly challenges Church using Church's own quote describing CRISPR as genetic vandalism to question its germline application. Church clarifies that gene destruction is precisely what is required to disable CCR5.8:21–11:03 · The host as informed peer 6/10 Evaluating Target Diseases for Germline Editing Conde distinguishes between restoring function and gene knockout in germline targets. Church points out that critics' preferred Mendelian targets can be avoided through simple embryo selection without editing.11:03–14:14 · The host as informed peer 5/10 Ethical Frameworks, Regulation, and Moratoriums Host highlights regulatory momentum in cell and gene therapies to guide the discussion. Church explains how historical moratoriums counterintuitively accelerated research infrastructure rather than stopping progress.14:14–18:37 · The host as informed peer 4/10 Preventive Genomics and Genetic Matchmaking Host attempts to summarize genetic matchmaking as 23andMe meets Tinder, which Church directly rejects. Church explains how full genome sequencing combined with privacy-preserving matchmaking avoids severe genetic diseases.18:37–22:58 · The host as informed peer 5/10 Overcoming Obstacles to Ubiquitous Genome Sequencing Host draws on shared startup history to probe why full genome sequencing adoption remains low. Church outlines the three true obstacles: zero-dollar target pricing, encrypted privacy, and public health framing.22:58–29:02 · The host as informed peer 6/10 Data Privacy, Forensics, and the Personal Genome Project Host challenges genomic privacy by pointing out that physical DNA left on a chair makes privacy impossible. Church reframes the risk between surreptitious gathering and self-exposure, detailing counter-hacks like methylation dating.29:02–32:24 · The host as informed peer 3/10 Personal Health Insights and Scientist-Subject Research Ethics Host asks Church what personal insights he uncovered from his own sequenced genome. Church shares personal medical realizations and notes how self-testing exposed painful skin biopsy protocol flaws.32:24–36:40 · The host as informed peer 3/10 Building the Church Lab Culture and Philosophy Host asks about Church Lab culture using vivid metaphors like Willy Wonka's factory. Church explains that recruitment filters for nice people over pure geniuses to maintain a non-competitive culture.36:40–38:50 · The host as informed peer 2/10 The 'Fail Fast' Paradigm and Multidisciplinary Teams Host asks about ideas Church turned down for being too crazy, but Church flips the premise by explaining he pitches the crazy ideas. Church details banning the word impossible and building multidisciplinary teams.38:50–40:05 · The host as informed peer 4/10 Future Frontiers in Spatial Omics and Multiplex Editing Host frames the shift from reading and writing DNA to future frontiers. Church details 3D spatial omics and achieving 10,000 multiplex edits in a single cell.0:48–4:33 · Guest teaching 4/10 Analyzing the Chinese CRISPR Baby Experiment Host Conde demonstrates solid domain knowledge by citing CCR5 and double-null genetics. Church reframes the narrative that the experiment was a solo rogue effort by citing author lists and state oversight.4:33–8:21 · Guest teaching 4/10 CRISPR Safety, Genetic Vandalism, and Mosaicism Host directly challenges Church using Church's own quote describing CRISPR as genetic vandalism to question its germline application. Church clarifies that gene destruction is precisely what is required to disable CCR5.8:21–11:03 · Guest teaching 5/10 Evaluating Target Diseases for Germline Editing Conde distinguishes between restoring function and gene knockout in germline targets. Church points out that critics' preferred Mendelian targets can be avoided through simple embryo selection without editing.11:03–14:14 · Guest teaching 4/10 Ethical Frameworks, Regulation, and Moratoriums Host highlights regulatory momentum in cell and gene therapies to guide the discussion. Church explains how historical moratoriums counterintuitively accelerated research infrastructure rather than stopping progress.14:14–18:37 · Guest teaching 6/10 Preventive Genomics and Genetic Matchmaking Host attempts to summarize genetic matchmaking as 23andMe meets Tinder, which Church directly rejects. Church explains how full genome sequencing combined with privacy-preserving matchmaking avoids severe genetic diseases.18:37–22:58 · Guest teaching 3/10 Overcoming Obstacles to Ubiquitous Genome Sequencing Host draws on shared startup history to probe why full genome sequencing adoption remains low. Church outlines the three true obstacles: zero-dollar target pricing, encrypted privacy, and public health framing.22:58–29:02 · Guest teaching 4/10 Data Privacy, Forensics, and the Personal Genome Project Host challenges genomic privacy by pointing out that physical DNA left on a chair makes privacy impossible. Church reframes the risk between surreptitious gathering and self-exposure, detailing counter-hacks like methylation dating.29:02–32:24 · Guest teaching 3/10 Personal Health Insights and Scientist-Subject Research Ethics Host asks Church what personal insights he uncovered from his own sequenced genome. Church shares personal medical realizations and notes how self-testing exposed painful skin biopsy protocol flaws.32:24–36:40 · Guest teaching 2/10 Building the Church Lab Culture and Philosophy Host asks about Church Lab culture using vivid metaphors like Willy Wonka's factory. Church explains that recruitment filters for nice people over pure geniuses to maintain a non-competitive culture.36:40–38:50 · Guest teaching 4/10 The 'Fail Fast' Paradigm and Multidisciplinary Teams Host asks about ideas Church turned down for being too crazy, but Church flips the premise by explaining he pitches the crazy ideas. Church details banning the word impossible and building multidisciplinary teams.38:50–40:05 · Guest teaching 3/10 Future Frontiers in Spatial Omics and Multiplex Editing Host frames the shift from reading and writing DNA to future frontiers. Church details 3D spatial omics and achieving 10,000 multiplex edits in a single cell.0:48–4:33 · Guest disagreement 2/10 Analyzing the Chinese CRISPR Baby Experiment Host Conde demonstrates solid domain knowledge by citing CCR5 and double-null genetics. Church reframes the narrative that the experiment was a solo rogue effort by citing author lists and state oversight.4:33–8:21 · Guest disagreement 2/10 CRISPR Safety, Genetic Vandalism, and Mosaicism Host directly challenges Church using Church's own quote describing CRISPR as genetic vandalism to question its germline application. Church clarifies that gene destruction is precisely what is required to disable CCR5.8:21–11:03 · Guest disagreement 3/10 Evaluating Target Diseases for Germline Editing Conde distinguishes between restoring function and gene knockout in germline targets. Church points out that critics' preferred Mendelian targets can be avoided through simple embryo selection without editing.11:03–14:14 · Guest disagreement 1/10 Ethical Frameworks, Regulation, and Moratoriums Host highlights regulatory momentum in cell and gene therapies to guide the discussion. Church explains how historical moratoriums counterintuitively accelerated research infrastructure rather than stopping progress.14:14–18:37 · Guest disagreement 3/10 Preventive Genomics and Genetic Matchmaking Host attempts to summarize genetic matchmaking as 23andMe meets Tinder, which Church directly rejects. Church explains how full genome sequencing combined with privacy-preserving matchmaking avoids severe genetic diseases.18:37–22:58 · Guest disagreement 1/10 Overcoming Obstacles to Ubiquitous Genome Sequencing Host draws on shared startup history to probe why full genome sequencing adoption remains low. Church outlines the three true obstacles: zero-dollar target pricing, encrypted privacy, and public health framing.22:58–29:02 · Guest disagreement 2/10 Data Privacy, Forensics, and the Personal Genome Project Host challenges genomic privacy by pointing out that physical DNA left on a chair makes privacy impossible. Church reframes the risk between surreptitious gathering and self-exposure, detailing counter-hacks like methylation dating.29:02–32:24 · Guest disagreement 1/10 Personal Health Insights and Scientist-Subject Research Ethics Host asks Church what personal insights he uncovered from his own sequenced genome. Church shares personal medical realizations and notes how self-testing exposed painful skin biopsy protocol flaws.32:24–36:40 · Guest disagreement 1/10 Building the Church Lab Culture and Philosophy Host asks about Church Lab culture using vivid metaphors like Willy Wonka's factory. Church explains that recruitment filters for nice people over pure geniuses to maintain a non-competitive culture.36:40–38:50 · Guest disagreement 2/10 The 'Fail Fast' Paradigm and Multidisciplinary Teams Host asks about ideas Church turned down for being too crazy, but Church flips the premise by explaining he pitches the crazy ideas. Church details banning the word impossible and building multidisciplinary teams.38:50–40:05 · Guest disagreement 1/10 Future Frontiers in Spatial Omics and Multiplex Editing Host frames the shift from reading and writing DNA to future frontiers. Church details 3D spatial omics and achieving 10,000 multiplex edits in a single cell.0:48–4:33 · The host pushing back 2/10 Analyzing the Chinese CRISPR Baby Experiment Host Conde demonstrates solid domain knowledge by citing CCR5 and double-null genetics. Church reframes the narrative that the experiment was a solo rogue effort by citing author lists and state oversight.4:33–8:21 · The host pushing back 5/10 CRISPR Safety, Genetic Vandalism, and Mosaicism Host directly challenges Church using Church's own quote describing CRISPR as genetic vandalism to question its germline application. Church clarifies that gene destruction is precisely what is required to disable CCR5.8:21–11:03 · The host pushing back 3/10 Evaluating Target Diseases for Germline Editing Conde distinguishes between restoring function and gene knockout in germline targets. Church points out that critics' preferred Mendelian targets can be avoided through simple embryo selection without editing.11:03–14:14 · The host pushing back 2/10 Ethical Frameworks, Regulation, and Moratoriums Host highlights regulatory momentum in cell and gene therapies to guide the discussion. Church explains how historical moratoriums counterintuitively accelerated research infrastructure rather than stopping progress.14:14–18:37 · The host pushing back 2/10 Preventive Genomics and Genetic Matchmaking Host attempts to summarize genetic matchmaking as 23andMe meets Tinder, which Church directly rejects. Church explains how full genome sequencing combined with privacy-preserving matchmaking avoids severe genetic diseases.18:37–22:58 · The host pushing back 2/10 Overcoming Obstacles to Ubiquitous Genome Sequencing Host draws on shared startup history to probe why full genome sequencing adoption remains low. Church outlines the three true obstacles: zero-dollar target pricing, encrypted privacy, and public health framing.22:58–29:02 · The host pushing back 5/10 Data Privacy, Forensics, and the Personal Genome Project Host challenges genomic privacy by pointing out that physical DNA left on a chair makes privacy impossible. Church reframes the risk between surreptitious gathering and self-exposure, detailing counter-hacks like methylation dating.29:02–32:24 · The host pushing back 1/10 Personal Health Insights and Scientist-Subject Research Ethics Host asks Church what personal insights he uncovered from his own sequenced genome. Church shares personal medical realizations and notes how self-testing exposed painful skin biopsy protocol flaws.32:24–36:40 · The host pushing back 1/10 Building the Church Lab Culture and Philosophy Host asks about Church Lab culture using vivid metaphors like Willy Wonka's factory. Church explains that recruitment filters for nice people over pure geniuses to maintain a non-competitive culture.36:40–38:50 · The host pushing back 1/10 The 'Fail Fast' Paradigm and Multidisciplinary Teams Host asks about ideas Church turned down for being too crazy, but Church flips the premise by explaining he pitches the crazy ideas. Church details banning the word impossible and building multidisciplinary teams.38:50–40:05 · The host pushing back 1/10 Future Frontiers in Spatial Omics and Multiplex Editing Host frames the shift from reading and writing DNA to future frontiers. Church details 3D spatial omics and achieving 10,000 multiplex edits in a single cell.

speaking balance: gold is the host, purple is the guest (3 minute bins)

0:00 · the host 0% · guest 100%0:00 · the host 0% · guest 100%3:00 · the host 0% · guest 100%3:00 · the host 0% · guest 100%6:00 · the host 0% · guest 100%6:00 · the host 0% · guest 100%9:00 · the host 0% · guest 100%9:00 · the host 0% · guest 100%12:00 · the host 0% · guest 100%12:00 · the host 0% · guest 100%15:00 · the host 0% · guest 100%15:00 · the host 0% · guest 100%18:00 · the host 0% · guest 100%18:00 · the host 0% · guest 100%21:00 · the host 0% · guest 100%21:00 · the host 0% · guest 100%24:00 · the host 0% · guest 100%24:00 · the host 0% · guest 100%27:00 · the host 0% · guest 100%27:00 · the host 0% · guest 100%30:00 · the host 0% · guest 100%30:00 · the host 0% · guest 100%33:00 · the host 0% · guest 100%33:00 · the host 0% · guest 100%36:00 · the host 0% · guest 100%36:00 · the host 0% · guest 100%39:00 · the host 0% · guest 100%39:00 · the host 0% · guest 100%
Sharpest disagreement ▶ 16:44 Rejection of host's Tinder analogy

Church firmly shuts down Conde's attempt to summarize genetic matchmaking as '23andMe meets Tinder', flatly stating 'No, I am not actually' to insist on full genomic rigor.

Hardest push from the host ▶ 4:55 Host challenges germline editing via guest's own words

Conde holds Church accountable to his past quote describing CRISPR as 'genetic vandalism', questioning whether such an invasive mechanism is acceptable for germline editing.

Biggest teaching moment ▶ 9:19 Church dismantles critics' Mendelian editing thesis

Church educates the host on why critics miss the mark when advocating germline editing for Mendelian diseases, noting that embryo selection via PGD already solves these conditions without gene editing.

The host holds their own ▶ 4:33 Host demonstrates deep knowledge of CCR5 risks

Conde demonstrates host expertise by bringing up specific medical tradeoffs, pointing out that CCR5 double nulls carry an increased susceptibility to West Nile virus.

the scores for every segment, with the reasoning behind each
ChapterTopicThe host as informed peerGuest teachingGuest disagreementThe host pushing backWhy
Analyzing the Chinese CRISPR Baby Experiment 5422 Host Conde demonstrates solid domain knowledge by citing CCR5 and double-null genetics. Church reframes the narrative that the experiment was a solo rogue effort by citing author lists and state oversight.
CRISPR Safety, Genetic Vandalism, and Mosaicism 6425 Host directly challenges Church using Church's own quote describing CRISPR as genetic vandalism to question its germline application. Church clarifies that gene destruction is precisely what is required to disable CCR5.
Evaluating Target Diseases for Germline Editing 6533 Conde distinguishes between restoring function and gene knockout in germline targets. Church points out that critics' preferred Mendelian targets can be avoided through simple embryo selection without editing.
Ethical Frameworks, Regulation, and Moratoriums 5412 Host highlights regulatory momentum in cell and gene therapies to guide the discussion. Church explains how historical moratoriums counterintuitively accelerated research infrastructure rather than stopping progress.
Preventive Genomics and Genetic Matchmaking 4632 Host attempts to summarize genetic matchmaking as 23andMe meets Tinder, which Church directly rejects. Church explains how full genome sequencing combined with privacy-preserving matchmaking avoids severe genetic diseases.
Overcoming Obstacles to Ubiquitous Genome Sequencing 5312 Host draws on shared startup history to probe why full genome sequencing adoption remains low. Church outlines the three true obstacles: zero-dollar target pricing, encrypted privacy, and public health framing.
Data Privacy, Forensics, and the Personal Genome Project 6425 Host challenges genomic privacy by pointing out that physical DNA left on a chair makes privacy impossible. Church reframes the risk between surreptitious gathering and self-exposure, detailing counter-hacks like methylation dating.
Personal Health Insights and Scientist-Subject Research Ethics 3311 Host asks Church what personal insights he uncovered from his own sequenced genome. Church shares personal medical realizations and notes how self-testing exposed painful skin biopsy protocol flaws.
Building the Church Lab Culture and Philosophy 3211 Host asks about Church Lab culture using vivid metaphors like Willy Wonka's factory. Church explains that recruitment filters for nice people over pure geniuses to maintain a non-competitive culture.
The 'Fail Fast' Paradigm and Multidisciplinary Teams 2421 Host asks about ideas Church turned down for being too crazy, but Church flips the premise by explaining he pitches the crazy ideas. Church details banning the word impossible and building multidisciplinary teams.
Future Frontiers in Spatial Omics and Multiplex Editing 4311 Host frames the shift from reading and writing DNA to future frontiers. Church details 3D spatial omics and achieving 10,000 multiplex edits in a single cell.

Statements from this episode (25)

Assertion Partly supported
Church: Chinese government likely knew about CRISPR baby experiment
“I wouldn't characterize it as a solo effort. I've seen the author list. It's quite long, and I also find it unlikely that a government as technically astute and as engaged in observation would be unaware of such an important thing.”
George Church Apr 1, 2019 ▶ 1:30
Insight
Church: CRISPR is gene damaging rather than precision editing
“So what CRISPR does well, it's often described as editing. It really is damaging, is what it is. It's not really that good at precision editing.”
George Church Apr 1, 2019 ▶ 3:16
Assertion Supported
Church: Double-null CCR5 mutations increase susceptibility to West Nile virus
“That is correct. So there's a risk for almost every preventative and therapy, and this is the risk in this case, in most populations that's considered a smaller medical risk.”
George Church Apr 1, 2019 ▶ 4:39
Assertion Partly supported
Church: 20% CRISPR T-cell edit efficiency is sufficient in adult HIV trials
“So first of all, in the approved clinical trials on adults that have HIV AIDS, there is a lot of mosaicism. It's considered part of the clinical trial, and maybe as little as 20% are properly edited, meaning double nulls. That's enough though, because all the …”
George Church Apr 1, 2019 ▶ 6:04
Assertion Supported
Church: Off-target edits appear low in first two CRISPR babies
“So the amount of off-target and mosaicism so far for these two babies seems to be low, but time will tell.”
George Church Apr 1, 2019 ▶ 7:37
Assertion Supported
Church: Embryo selection avoids Mendelian diseases without CRISPR editing
“Ignoring the fact that if you're in an IVF, PGD clinic anyway. To do your CRISPR editing of your Mendelian disease, you could just do selection for most of these things.”
George Church Apr 1, 2019 ▶ 9:16
Opinion
Church: Targeting HIV via CRISPR is more justifiable than Mendelian diseases
“Yeah, I think that we want an example of a disease that is very common, and most of the gene therapies are rare, whether they're editing or not, and we want something that's very serious, and certainly HIV falls in that category, So it struck me as a plausibly…”
George Church Apr 1, 2019 ▶ 9:54
Prediction Not checkable as stated
Church: Gene editing moratoriums will accelerate research rather than halt it
“Well, there probably will be something that looks like a pause, but it will probably be an acceleration.”
George Church Apr 1, 2019 ▶ 12:20
Opinion
Church: Regulatory agencies smooth technological progress out rather than slowing it
“They are not agents of slowing things down. They're actually agents of smoothing things out.”
George Church Apr 1, 2019 ▶ 13:22
Insight
Church: Regulators favor breakthrough therapeutic platforms over incremental updates
“To some extent, I think they like new technologies more than they like the old ones. The old ones tend to fail because they're so incremental that they're no longer compared to the placebo, they're compared to whatever they're in increment over, whatever thera…”
George Church Apr 1, 2019 ▶ 13:39
Assertion Partly supported
Church: NIH and NCI allocate only 1-5% of budgets to prevention
“If you look at the pie charts for a number of government agencies, including the NCI, NIH in general, is preventative is sort of in the one to five percent of the pie chart, but its payback is enormous.”
George Church Apr 1, 2019 ▶ 14:58
Insight
Church: Genetic testing less than whole genome sequencing gives false assurance
“Which is not, there are a very small number of companies that provide whole genome sequencing because everything else, anything less than whole genome sequencing is not medically powerful enough. Anything less than that misses, gives you false assurance.”
George Church Apr 1, 2019 ▶ 16:51
Assertion Supported
Church: Dor Yeshorim has eliminated Tay-Sachs via genetic matchmaking
“And this actually works. So, Dorya Shurim has eliminated significant meningitis disease like Tay-Sachs by practicing a version of this that probably isn't perfectly generalizable, but there are versions of this that could keep a great deal of privacy.”
George Church Apr 1, 2019 ▶ 17:41
Opinion
Church: Genome sequencing must cost zero dollars for mass adoption
“The cost should probably be zero dollars.”
George Church Apr 1, 2019 ▶ 20:17
Assertion Supported
Church: Only 1% to 4% face severe Mendelian genetic risks
“It's this strange thing where one to four percent of the population will have a very big impact on their life. And the bottom line for their care providers, millions of dollars, huge impact on the whole family, if you're one of the unlucky four percent.”
George Church Apr 1, 2019 ▶ 21:59
Insight
Church: Strong encryption lets individuals refuse genomic subpoenas
“And if it's encrypted so that even you can't hack it, then you can just say, sorry, it's out of my hands. I don't have my genome. If you want my genome, you're going to have to steal it from me. Right? And I think that's where we are today, finally.”
George Church Apr 1, 2019 ▶ 24:25
Opinion
Church: Most medical data sharing for research is an inaccessible silo
“What a lot of people call sharing, even to this day, you know, 13 years later, they call sharing medical data for research is really a silo that's hard to get into. Unfortunately, it's not impossible to get into. It's not really encrypted the way you would wan…”
George Church Apr 1, 2019 ▶ 28:07
Insight
Church: Lead researchers should sometimes serve as test subjects in studies
“Sometimes it's important for the top researcher to also be a guinea pig in the study.”
George Church Apr 1, 2019 ▶ 32:10
Insight
Church: The Church Lab prioritizes niceness over genius when recruiting researchers
“So then the biggest filter for me, and I tell this in the first interview, the first conversation I have, is we're looking for people that are nice. We're not necessarily looking for geniuses. We got plenty of geniuses. We're looking for people that are nice.”
George Church Apr 1, 2019 ▶ 34:03
Insight
Church: Labs should avoid competition by collaborating or leaving crowded fields
“You try not to compete with other labs if you can avoid it. Sometimes it's unavoidable, but you can avoid it by inviting them to work with them. Leaving alone fields where there's plenty of momentum and a lack of interest in collaboration.”
George Church Apr 1, 2019 ▶ 34:35
Assertion Supported
Church: Genetic recoding can render any organism resistant to all viruses
“Biocontainment using recoding is a way that we can make any organism resistant to all viruses and horizontal transfer. Most of these things now work.”
George Church Apr 1, 2019 ▶ 37:12
Insight
Church: Multidisciplinary teams require hiring people who are already multidisciplinary
“I mainly recruit people who are multilingual, multidisciplinary, because I found it's hard to build a multidisciplinary team From disciplinarians. You have to have a lot of people who already have done two things, and even if you get two people who have done t…”
George Church Apr 1, 2019 ▶ 38:21
Assertion Supported
Church: Lab developed 3D super-resolution mapping for DNA, RNA, and proteins
“We now have tools for doing DNA, RNA, and protein in three-D at super-resolution, finally.”
George Church Apr 1, 2019 ▶ 39:11
Assertion Supported
Church: Lab achieved 10,000 gene edits in a single cell
“So we set the record of 62 edits in the pigs, and we now have edits, so we have 10,000 edits in a single cell.”
George Church Apr 1, 2019 ▶ 39:30
Insight
Church: Mammoth project aims for ecological hybrids, not true de-extinction
“But for the mammoth, there are lots of reasons. Both for the environment and for enriching the diversity of a living endangered species. So this is not about de-extinction. This is about making hybrids, and many of the species are already hybrids of multiple s…”
George Church Apr 1, 2019 ▶ 40:23
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