惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

AI
AI
博客园 - 叶小钗
Blog — PlanetScale
Blog — PlanetScale
Microsoft Azure Blog
Microsoft Azure Blog
Vercel News
Vercel News
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
MyScale Blog
MyScale Blog
大猫的无限游戏
大猫的无限游戏
A
About on SuperTechFans
量子位
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
博客园 - 【当耐特】
Martin Fowler
Martin Fowler
阮一峰的网络日志
阮一峰的网络日志
D
Docker
Jina AI
Jina AI
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
The Register - Security
The Register - Security
J
Java Code Geeks
S
SegmentFault 最新的问题
月光博客
月光博客
G
Google Developers Blog
美团技术团队
Last Week in AI
Last Week in AI
L
LangChain Blog
Apple Machine Learning Research
Apple Machine Learning Research
T
The Blog of Author Tim Ferriss
腾讯CDC
Recent Announcements
Recent Announcements
Recorded Future
Recorded Future
The Cloudflare Blog
有赞技术团队
有赞技术团队
博客园_首页
博客园 - 聂微东
人人都是产品经理
人人都是产品经理
B
Blog
I
InfoQ
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
F
Fortinet All Blogs
B
Blog RSS Feed
Engineering at Meta
Engineering at Meta
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
Microsoft Security Blog
Microsoft Security Blog
MongoDB | Blog
MongoDB | Blog
爱范儿
爱范儿
D
DataBreaches.Net
F
Full Disclosure
M
MIT News - Artificial intelligence
博客园 - 司徒正美
H
Help Net Security

Y Combinator Blog

Christopher Golda and Grey Baker Join YC as General Partners | Y Combinator Diana Hu Is YC's Newest Managing Partner | Y Combinator Harshita Arora Joins YC as General Partner | Y Combinator Adding Canada Back to Our List of Accepted Countries of Incorporation | Y Combinator Congratulations to EquipmentShare on Going Public | Y Combinator Announcing the YC AI Stack | Y Combinator 2026 Demo Day Dates | Y Combinator Meesho Goes Public | Y Combinator Congratulations to Groww | Y Combinator Meet YC's Newest Visiting Partners | Y Combinator YC x Coinbase RFS: Build Onchain | Y Combinator Ankit Gupta Joins YC as General Partner, Bringing Deep ML Expertise | Y Combinator Dalton Caldwell’s Move to Partner Emeritus | Y Combinator Welcoming Jon Xu and Andrew Miklas as YC’s Newest General Partners | Y Combinator Tyler Bosmeny built Clever into a $500M company–now he’s helping YC founders do the same as General Partner | Y Combinator Michael Seibel's Legacy Continues at YC: Transition to Partner Emeritus | Y Combinator
BillionToOne Goes Public — The Startup That Made Genetic Testing Universal | Y Combinator
2025-11-06 · via Y Combinator Blog

Today, BillionToOne goes public, becoming YC's fourth publicly traded biotech company. More importantly, they have built one of the most important genetic tests in the U.S. Today, 1 in 11 babies born in the US are tested with BillionToOne's fetal genetic test.

When we met Oguzhan and David, they were still PhD students. Oguzhan was taking CS183C, a course we were teaching at Stanford, and they decided to apply to YC even though, in 2017, YC did not yet have a track record of funding successful biotech companies.

Here's what they looked like in their YC application video.

BillionToOne founders David Tsao and Oguzhan Atay (2017)

While details of the business model have changed, the core idea for BillionToOne is the same as when they applied to YC. They believed it should be possible to create a prenatal genetic test that works by sequencing fragments of fetal DNA that naturally exist in the mother’s blood, and that this would someday be universally adopted. Before BillionToOne, most genetic abnormalities could only be detected via amniocentesis - an invasive procedure that is only used in high-risk pregnancies.

The idea is a fusion of biotech expertise with machine learning, which is required to make sense of the noisy data from sequencing free-floating fragments.

When they applied to YC, this was just an idea. But within 6 months, on only a very modest amount of funding, they had developed the actual test and proven its accuracy on test samples.

The reputation of biotech companies is that they are expensive, slow, and unpredictable. Somehow, BillionToOne has violated all of those stereotypes.

They went from starting the YC S17 batch to launching an approved, commercial genetic test in less than two years. And they did it on just a seed round's worth of capital.

Because biotech companies are doing novel and difficult scientific research, they understandably tend to run overtime and over budget. Not BillionToOne. From the day they launched the commercial test, they've grown revenue rapidly and predictably. We watched, amazed, as they consistently exceeded their revenue targets month after month after month.

There's a chapter in the BillionToOne story that shows a lot about the character and the execution skills of Oguzhan and David. When Covid struck, there was briefly a desperate shortage of diagnostic capacity to diagnose Covid cases. BillionToOne saw that they had the opportunity to help. In a flash, they repurposed their existing infrastructure and created one of the first FDA-cleared Covid tests. And somehow, they did all that on the side without ever missing their growth targets for their core business.

Today, BillionToOne is not just a prenatal genetic test. The same core technology for detecting free-floating DNA also works for detecting cancer via a blood test, known as a liquid biopsy. They launched an early version of this cancer test commercially in 2023, proving their ability to execute in two markets simultaneously.

Liquid biopsy tech is still in its infancy, though. It holds the promise of a blood test we all take regularly that will detect cancer early when it's most treatable. At scale, such a test could save millions of lives, and that is what BillionToOne is working towards.

BillionToOne shows what can happen when you combine an original scientific idea, a highly technical founding team, and exceptional execution. We're very proud to have been the first investor in the company and to support Oguzhan and David's deeply impactful work.

Author

Jared Friedman

Jared is Managing Director, Software and Group Partner at YC. He was cofounder of Scribd, which was funded by Y Combinator in 2006 and grew to be one of the top 100 sites on the web.