Evidence map›Paper›PMID 41093274›Full record

ArticleMolecular & cellular proteomics : MCP2025

Sequencing of Polyclonal Antibodies by Integrating Intact Mass, Middle-Down, and De Novo Bottom-Up Mass Spectrometry.

Lei Xin, Wenting Li, Shuyang Zhang, Ngoc Hieu Tran, Zheng Chen, Jun Ma, Chao Peng, Ailee Aihemaiti, Kyle Hoffman, Xiyue Zhang and 5 more

Abstract read
In one paragraph

Article in Molecular & cellular proteomics : MCP, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

15 authors.

Lei XinBioinformatics Solutions Inc., Waterloo, Ontario, Canada.
Wenting LiBioinformatics Solutions Inc., Waterloo, Ontario, Canada; BaizhenBio Inc., Wuhan, China.
Shuyang ZhangBioinformatics Solutions Inc., Waterloo, Ontario, Canada.
Ngoc Hieu TranCentral China Institute of Artificial Intelligence, Zhengzhou, China; Bioinformatics Solutions Inc., Waterloo, Ontario, Canada.
Zheng ChenBioinformatics Solutions Inc., Waterloo, Ontario, Canada.
Jun MaBaizhenBio Inc., Wuhan, China.
Chao PengBaizhenBio Inc., Wuhan, China.
Ailee AihemaitiBioinformatics Solutions Inc., Waterloo, Ontario, Canada.
Kyle HoffmanBioinformatics Solutions Inc., Waterloo, Ontario, Canada.
Xiyue ZhangBioinformatics Solutions Inc., Waterloo, Ontario, Canada.
Weiping SunBioinformatics Solutions Inc., Waterloo, Ontario, Canada.
Linting LiBioinformatics Solutions Inc., Waterloo, Ontario, Canada.
Zihao WangBioinformatics Solutions Inc., Waterloo, Ontario, Canada.
Ming LiCentral China Institute of Artificial Intelligence, Zhengzhou, China; David R. Cheriton School of Computer Science, University of Waterloo, Ontario, Canada. Electronic address: mli@uwaterloo.ca.
Baozhen ShanBioinformatics Solutions Inc., Waterloo, Ontario, Canada. Electronic address: bshan@bioinfor.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Polyclonal antibodies (pAbs) represent nature's approach to robust immunity, targeting multiple sites on pathogens, but their complex mixtures have remained largely unsequenceable, limiting their therapeutic potential. While monoclonal antibodies (mAbs) dominate therapeutics because of their reproducibility, pAbs offer superior resilience against viral mutations and broader target recognition. Current pAb sequencing attempts have shown limitations, requiring germline databases or B-cell sequencing. Due to the highly variable nature of antibodies, as well as the possibility of unavailable B cells, there is a need for a purely mass spectrometry- and de novo sequencing-based solution. Here, we present PolySeq.AI, an automated de novo workflow that combines bottom-up, middle-down, and intact mass analysis, to accurately sequence pAb samples without relying on external databases. PolySeq.AI achieved >99% sequencing accuracy across all tested samples, including an mAb mixture from the HB-95 cell line and a mixture of four mAbs, with complete bottom-up coverage and strong middle-down fragment support. Importantly, recombinant antibodies produced from our de novo sequences of HB-95 antibodies retained full binding capabilities to human leukocyte antigen-I complexes, confirming the accuracy and efficacy of our pAb de novo sequencing workflow.

Indexed as

AntibodiesMass SpectrometrySequence Analysis, ProteinAntibodies, MonoclonalHumansAntibodiesAntibodies, Monoclonalbottom–upde novo sequencingintact massmiddle–downpolyclonal antibody sequencing

Identifiers

PMID41093274
PMCPMC12639833

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.