ISMB 2026 — 34th Conference on Intelligent Systems for Molecular Biology, Washington DC, July 12–16

Industry Workshop

AI/ML is rewriting
the life sciences.

Three candid panels with leaders from top pharma, biotech, and venture capital — on real-world AI applications, what they look for when hiring, and how early-career scientists can build a career with impact.

Tuesday, July 14, 2026 2:20 – 4:00 pm Washington Hilton, DC

Built for graduate students, postdocs & early-career researchers in computational biology, bioinformatics, and data science.

A close look at the AI-driven life sciences industry — from the people building it.

This industry workshop runs three back-to-back expert panels on how AI/ML is reshaping biopharma drug discovery, genomic medicine, and life-sciences investment. Leaders from top pharma, biotech, and VC firms share candid perspectives on what AI actually changes day-to-day, what separates a great hire from a good one, and how to position yourself for impact in industry.

  • 330-minute expert panels
  • 12industry leaders & facilitators
  • 100minutes, one focused session
01 — Open

Brief introductions

Each panel opens with short panelist intros — who they are and what they build.

02 — Discuss

Interactive discussion

The bulk of every panel is open conversation around real, suggested questions.

03 — Apply

Career focused

Hiring signals, career paths, and entrepreneurship — concrete advice for early-career scientists.

Three panels. Three vantage points on AI in the life sciences.

Panel 1

Biopharma — AI/ML in Drug Discovery & R&D

How AI is changing target identification, lead optimization, and translational science inside large pharma and biotech.

Facilitator
Shirley Liu

Shirley Liu

Founder & CEO

GV20 Therapeutics

Profile ↗
Panelist
Zhongwu Lai

Zhongwu Lai

Executive Director

AstraZeneca

Profile ↗
Panelist
Ziv Bar-Joseph

Ziv Bar-Joseph

VP, Head of R&D Data & Computational Sciences

Sanofi · Co-founder & CSO, GenBio AI

Profile ↗
Panelist
Lihua Yu

Lihua Yu

Former Chief Data Officer

LifeMine & FogPharma

Profile ↗

Suggested discussion

  • What does your day-to-day AI/ML workflow actually look like — and where does it still fall short?
  • Which AI/ML advances have most changed how you approach drug R&D — target identification, lead optimization, or translational science?
  • When you hire computational scientists, what separates a great candidate from a good one — beyond technical skills?
  • What career paths exist for computational biologists in big pharma, and how do they differ from biotherapeutics startups?
  • What should a PhD student or postdoc do now to be competitive for roles like yours in 5 years?
Panel 2

Biotech & Genomics / Bioinformatics — AI-Driven Innovation

What AI/ML makes newly possible in genomics and multi-omics — and how bioinformatics teams interface with wet-lab science.

Facilitator
Tommy Tang

Tommy Tang

Director of Bioinformatics

AstraZeneca

Profile ↗
Panelist
Abhishek Jha

Abhishek Jha

CEO & Co-founder

Elucidata

Profile ↗
Panelist
Nigel Delaney

Nigel Delaney

VP, Computational Biology

10x Genomics

Profile ↗
Panelist
Jing Huang

Jing Huang

Chief Data & AI Officer

CareDx

Profile ↗

Suggested discussion

  • How has AI/ML changed what's possible in genomics and multi-omics — what problems can you solve now that you couldn't before?
  • What does the bioinformatics function look like inside your organization, and how does it interface with wet-lab science?
  • What are the most common gaps you see in candidates coming out of academic training programs?
  • For someone weighing industry vs. academia, what are the honest trade-offs from your vantage point?
  • What does an exciting early-career project look like on your team — what would a new hire actually work on?
Panel 3

Healthcare Venture Capital — Investing in AI-Driven Life Sciences

How investors evaluate AI/ML platforms, what founding teams they back, and how to navigate the funding environment for AI biotech.

Facilitator
Arnav Mehta

Arnav Mehta

Venture Partner

The Column Group

Profile ↗
Panelist
Nessan Bermingham

Nessan Bermingham

Partner

Khosla Ventures

Profile ↗
Panelist
Anthony Philippakis

Anthony Philippakis

General Partner

Google Ventures

Profile ↗
Panelist
John Keilty

John Keilty

Venture Partner

Third Rock Ventures

Profile ↗

Suggested discussion

  • How do you evaluate whether a company's AI/ML platform is genuinely differentiated vs. incremental?
  • What does the founding-team profile look like for the AI biotech companies you're most excited to back?
  • For a computational biologist thinking about starting a company — what do you wish they understood about what VCs really want?
  • Which areas in AI-driven life sciences are underhyped right now, where you'd love to see more founders?
  • What's your honest view of the funding environment for early-stage AI biotech — and how should founders navigate it?

Tuesday, July 14 · 2:20 – 4:00 pm

  1. 2:20

    Welcome & overview

    Opening remarks from the workshop organizers, Shirley Liu & Tommy Tang.

  2. 2:25
    Panel 1

    Biopharma — AI/ML in Drug Discovery & R&D

    Facilitated by Shirley Liu, GV20 Therapeutics.

  3. 2:55
    Panel 2

    Biotech & Genomics / Bioinformatics — AI-Driven Innovation

    Facilitated by Tommy Tang, AstraZeneca.

  4. 3:25
    Panel 3

    Healthcare Venture Capital — Investing in AI-Driven Life Sciences

    Facilitated by Arnav Mehta, The Column Group.

  5. 4:00

    Close

    Continue the conversation with panelists and attendees.

Panel start times are approximate — each panel runs roughly 30 minutes within the session window.

Find us at ISMB 2026 in Washington, DC.

Washington Hilton

1919 Connecticut Ave NW
Washington, DC 20009

ISMB 2026 runs July 12–16. This industry workshop is on Tuesday, July 14. Check the official program for the assigned room.

“Computational biology has grown from a fledgling discipline in 1993 into a cornerstone of modern science.”

— ISMB, returning to where the first conference was held over three decades ago.

Organized by

Shirley Liu

Shirley Liu

Founder & CEO, GV20 Therapeutics

Co-organizer · facilitates Panel 1 on Biopharma.

Profile ↗
Tommy Tang

Tommy Tang

Director of Bioinformatics, AstraZeneca

Co-organizer · facilitates Panel 2 on Biotech & Genomics.

Profile ↗