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Temporal molecular remodeling of T cells informs their possible adaptation in 4T1 tumors

  • Md. Iftehimul
  • , Robert H Newman
  • , Scott H. Harrison
  • , Roshonda B. Jones
  • , Perpetua M. Muganda
  • , Bryan L. Holloman
  • , Muhammad T. Hossain
  • , Checo J. Rorie
  • , Misty D. Thomas
  • , Joseph L. Graves
  • , Howard L. Kaufman
  • , Dipongkor Saha
  • Bangladesh Agricultural University
  • North Carolina Agricultural and Technical State University
  • Massachusetts Eye and Ear

Research output: Contribution to journalArticlepeer-review

Abstract

Background: The triple-negative breast cancer (TNBC) microenvironment undergoes progressive reprogramming, transitioning from an early immune-active state to a late immune-suppressed state. While tumor cell plasticity has been extensively studied, the temporal molecular remodeling of T cells in vivo remains poorly defined. Results: Transcriptional analysis of T cells within 4T1 TNBC tumors, harvested at one-, three-, and six-weeks post-tumor implantation in the mammary fat pads of BALB/c mice, revealed a decline in transcriptomic signatures associated with T cells from 194 at one week to 156 at six weeks, with a significant late-stage loss or reduction of transcripts related to T cell receptors (TCR), natural killer T, and gamma delta T cells. Furthermore, changes in various temporal signature genes specific to T cell cytokines and transcription factors reflected temporal T cell polarization to CD4+ type 1 T helper and type 1 CD8+ cytotoxic T cell responses at one week, CD8+ cytotoxic follicular T cell skewing at three weeks, and interleukin 17/22 producing CD8+ T cell transition at six weeks. The antigen-presenting cell (APC) transcripts deteriorated at six weeks, characterized by reduced expression of co-stimulatory and APC genes. Despite an early dominance of M1-like macrophage genes (e.g., IL-12α/β), persistent expression of arginase 1 (ARG1) and other M2-associated genes indicated a stable tolerogenic niche. Conclusions: The temporally coordinated immune shifts, such as progressive decline in transcripts associated with T cell functions, TCRs, APCs, and sustained macrophage-driven immunosuppression, suggest tumor-driven adaptation toward immune evasion and identify potential windows for stage-specific immunotherapeutic intervention.
Original languageEnglish
Pages (from-to)169-178
Number of pages10
JournalComputational and Structural Biotechnology Journal
Volume31
DOIs
StatePublished - Jan 1 2026

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

Keywords

  • 4T1
  • Adaptation
  • T cells
  • Temporal remodeling
  • Triple-negative breast cancer (TNBC)
  • Tumor acclimation

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