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The Programmable Biology Group

We develop generative algorithms and experimental platforms 

for the design of next-generation biologics.

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Our Research

Home: Research

Generative Algorithms for Sequence Design

We are developing new theoretical frameworks for generative design of biologics, with the goal of enabling design directly from sequence. PepTune and MOG-DFM introduce multi-objective-guided discrete generation to design therapeutic peptides optimized across key properties like binding, half-life, membrane permeability, and non-toxicity. P2 redefines how discrete diffusion models sample sequences through planner-guided unmasking; Gumbel-Softmax brings flow matching into the categorical space for smooth generation of DNA, peptides, and proteins; finally, BranchSBM models functional perturbations as branching Schrödinger bridges, capturing how interventions induce divergent cell state transitions from a common starting point. Together, these tools expand generative modeling for next-generation therapeutic design.

Home: Our Team

Our Team

We program biology to do what we want.

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Assistant Professor of Bioengineering

Assistant Professor of Computer and Information Science

University of Pennsylvania

MIT (SB '16, SM '18, PhD '20)

Co-Founder of Gameto, Inc.

Co-Founder of UbiquiTx, Inc.

Co-Founder of AtomBioworks, Inc.

pranam@seas.upenn.edu

Postdoctoral Fellows

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PhD (Fudan '20)

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PhD (Cornell '23)

PhD Students

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BS (Georgia Tech '22)

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BS (SUNY Binghamton '20)

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BS (Duke '23)

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BS (UNC '24)

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BS (UC Davis '20)

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BS (Fudan '25)

Masters Students

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BS (Emory '24)

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BS (Fudan '25)

Undergraduates

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Penn '27

Duke '27

Duke '27

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Princeton '27

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Yale '26

Our Alumni
 

Graduate Students

Research Associates

  • Rio Watson, MS (KyotoU '23) → PhD Student at NTU Singapore

Undergraduate Students​

High School Students

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Our Publications
 

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Check out our publications here!

Our News and Highlights

Thomas Wagner, not a scientist or doctor (just a dad to Max), suggested that we can use SaLT&PepPr, PepPrCLIP, and PepMLM, to design peptides to bind and degrade GFAP, the driver of AxD. With the support of Thomas and the EndAxD Foundation, that's exactly what we've been doing. 

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Contact Us!

Center for Precision Engineering for Health

University of Pennsylvania

One uCity Square, 10th Floor
25 North 38th Street

Philadelphia, PA 19104

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