Evidence map›Paper›PMID 39208795›Full record

ArticleCell genomics2024

Isotype-aware inference of B cell clonal lineage trees from single-cell sequencing data.

Leah L Weber, Derek Reiman, Mrinmoy S Roddur, Yuanyuan Qi, Mohammed El-Kebir, Aly A Khan

Abstract read
In one paragraph

Article in Cell genomics, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

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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

3 citing papers in PubMed.

  1. Article
  2. Review
  3. AI-Driven BCR Modeling for Precision Immunology.International journal of molecular sciences · 2026
    Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors.

Leah L WeberDepartment of Computer Science, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.
Derek ReimanToyota Technological Institute at Chicago, Chicago, IL 60637, USA.
Mrinmoy S RoddurDepartment of Computer Science, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.
Yuanyuan QiDepartment of Computer Science, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.
Mohammed El-KebirDepartment of Computer Science, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA. Electronic address: melkebir@illinois.edu.
Aly A KhanToyota Technological Institute at Chicago, Chicago, IL 60637, USA; Department of Pathology, University of Chicago, Chicago, IL 60637, USA; Chan Zuckerberg Biohub Chicago, Chicago, IL 60642, USA. Electronic address: aakhan@uchicago.edu.

Funding

Unraveling the functional diversity of B cells in health and diseaseDP2AI177884 · NIAID · UNIVERSITY OF CHICAGO · PI Aly Azeem Khan · 2023 to 2026
$1.9M
NIAID NIH HHS DP2 AI177884
6 · The paper itself

Abstract

Single-cell RNA sequencing (scRNA-seq) enables comprehensive characterization of the micro-evolutionary processes of B cells during an adaptive immune response, capturing features of somatic hypermutation (SHM) and class switch recombination (CSR). Existing phylogenetic approaches for reconstructing B cell evolution have primarily focused on the SHM process alone. Here, we present tree inference of B cell clonal lineages (TRIBAL), an algorithm designed to optimally reconstruct the evolutionary history of B cell clonal lineages undergoing both SHM and CSR from scRNA-seq data. Through simulations, we demonstrate that TRIBAL produces more comprehensive and accurate B cell lineage trees compared to existing methods. Using real-world datasets, TRIBAL successfully recapitulates expected biological trends in a model affinity maturation system while reconstructing evolutionary histories with more parsimonious class switching than state-of-the-art methods. Thus, TRIBAL significantly improves B cell lineage tracing, useful for modeling vaccine responses, disease progression, and the identification of therapeutic antibodies.

Indexed as

AlgorithmsB-LymphocytesCell LineageSingle-Cell AnalysisHumansImmunoglobulin Class SwitchingPhylogenySequence Analysis, RNASomatic Hypermutation, ImmunoglobulinB cell lineage treeBCRclass switch recombinationimmunogenomicssingle cell RNA-seqsomatic hypermutation

Identifiers

PMID39208795
PMCPMC11480863

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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.