Evidence map›Paper›PMID 42523512›Full record

ArticlebioRxiv : the preprint server for biology2026

Amplicon/Protein Bead Display enables quantitative

Daria R Passow, Anvita Gupta, Samuel Thompson, Anshul Kundaje, Polly M Fordyce

Abstract readPreprint
PubMed Full text at PMC Publisher
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Daria R PassowBiophysics Program, Stanford University, Stanford, CA 94305, USA.ORCID 0000-0002-0830-5330
Anvita GuptaDepartment of Computer Science, Stanford University, Stanford, CA 94305, USA.
Samuel ThompsonDepartment of Bioengineering, Stanford University, Stanford, CA 94305, USA.ORCID 0000-0001-6468-9538
Anshul KundajeDepartment of Computer Science, Stanford University, Stanford, CA 94305, USA.
Polly M FordyceDepartment of Bioengineering, Stanford University, Stanford, CA 94305, USA.

Funding

Using microfluidics to realize patient-specific anti-cancer immunotherapiesDP1CA290563 · NCI · STANFORD UNIVERSITY · PI Polly Morrell Fordyce · 2023 to 2026
$5.4M
Molecular Biophysics Training Program at StanfordT32GM136568 · NIGMS · STANFORD UNIVERSITY · PI Zev Bryant, KERWYN C. HUANG · 2021 to 2026
$3.7M
Four Laser, 18 Color Cell Sorter in the SSFFS10RR025518 · NCRR · STANFORD UNIVERSITY · PI HERZENBERG, LEONARD A · 2009 to 2009
$500k
BD Canto II RUO CytometerS10RR027431 · NCRR · STANFORD UNIVERSITY · PI NOLAN, GARRY P · 2010 to 2010
$236k
NCI NIH HHS DP1 CA290563NCRR NIH HHS S10 RR025518NCRR NIH HHS S10 RR027431NIGMS NIH HHS T32 GM136568
6 · The paper itself

Abstract

Scalable methods for producing and characterizing protein libraries are essential for generating standardized datasets needed to train models linking sequence to function. Here, we present Amplicon/Protein Bead Display (APB-Display), which expresses and purifies >100,000 protein variants

Identifiers

PMID42523512
PMCPMC13405579

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.