AI-guided S100A4-targeting peptides suppress pancreatic cancer metastasis by blocking collective invasion
Background
Pancreatic ductal adenocarcinoma (PDAC) is an exceptionally lethal malignancy, characterized by aggressive biology and a severe lack of effective therapeutic options. A critical aspect of its progression is collective invasion, where tumor cells invade surrounding tissues as multicellular units, maintaining cell-cell interactions. Current treatments often fail due to early metastasis and the complex tumor microenvironment. The S100-family proteins, previously identified as upregulated in the PDAC secretome, are implicated in these processes, but their specific roles in collective invasion and metastasis remained to be fully elucidated. This study investigates S100A4's contribution to these mechanisms.
Study Design
Researchers established a 3D collective invasion model using co-culture spheroids of PDAC cells and pancreatic stellate cells (PSCs). They manipulated S100A4 expression via knockdown and overexpression to assess its impact on collective invasion, trans-endothelial migration, and cancer cell adhesion. An orthotopic pancreatic tumor model was used to evaluate histological tumor aggressiveness and metastasis after S100A4 depletion. Finally, de novo S100A4-targeting inhibitory peptides were developed using AI-guided structure modeling, with their inhibitory effects on collective invasion confirmed in the 3D spheroid model.
Results
S100A4 was identified as a key mediator of collective invasion, specifically by facilitating interactions between PDAC cells and PSCs. > S100A4 knockdown significantly inhibited collective invasion, while its overexpression actively promoted this aggressive cellular behavior in the 3D co-culture model. Furthermore, depletion of S100A4 in PDAC cells reduced trans-endothelial migration and decreased cancer cell adhesion to endothelial cells, both critical steps in the metastatic cascade. Mechanistically, extracellular S100A4 derived from PDAC cells was found to promote LAMB3 expression in PSCs, highlighting a novel signaling pathway in the tumor microenvironment. In the orthotopic pancreatic tumor model, S100A4 depletion significantly reduced histological tumor aggressiveness and inhibited metastasis, underscoring its crucial role in vivo. The AI-guided de novo S100A4-targeting inhibitory peptides successfully demonstrated inhibitory effects on collective invasion in vitro, validating their therapeutic potential. No specific percentages or p-values were provided in the abstract.
Key Findings
- S100A4 drives collective invasion in pancreatic ductal adenocarcinoma (PDAC) by mediating PDAC cell-PSC interactions.
- S100A4 knockdown inhibits collective invasion, while its overexpression promotes it in 3D co-culture spheroids.
- S100A4 depletion in PDAC cells reduces trans-endothelial migration and cancer cell adhesion.
- Extracellular S100A4 promotes
LAMB3expression in pancreatic stellate cells (PSCs). - S100A4 depletion significantly reduces histological tumor aggressiveness and inhibits metastasis in an orthotopic model.
Why It Matters
Targeting S100A4 offers a promising new therapeutic avenue for combating the highly aggressive and metastatic nature of pancreatic ductal adenocarcinoma (PDAC). Given the severe limitations of current PDAC treatments, an intervention that specifically disrupts collective invasion and metastasis could significantly improve patient outcomes. The successful development of AI-guided S100A4-targeting inhibitory peptides represents a crucial step towards clinical translation, demonstrating the feasibility of designing novel compounds against this target. This approach could lead to new drug candidates that, either alone or in combination with existing therapies, could suppress tumor spread and enhance survival in PDAC patients, potentially altering current treatment protocols.
s100a4
pancreatic-cancer
pdac
metastasis
collective-invasion
ai-guided-design