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You are here: Home / Wellness / The Unseen Architects of Cancer: Non-Cancerous Cell Influence
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The Unseen Architects of Cancer: Non-Cancerous Cell Influence

March 14, 2025 · In: basic science, cancer, Wellness

How healthy cells surrounding tumors influence cancer cell behavior.

Today’s topic? The unseen architects of cancer: Non-cancerous cell influence.

As a radiation oncologist, I’ve dedicated my career to understanding and combating cancer.

While we’ve made significant strides in studying cancer cells, a groundbreaking new perspective is emerging: the powerful influence of their non-cancerous neighbors.

It’s becoming increasingly clear that a tumor isn’t just a mass of cancerous cells; it’s a complex ecosystem.

What do you think is the dominant cell type in a tumor? If you guessed cancer cells, guess again.

Photo by ThisisEngineering on Unsplash

There is a supporting cast of non-cancerous cells that significantly impact a tumor’s behavior.

Today, I will discuss this intricate interplay between cancer and non-cancerous cells.

Allow me to nerd out.

Colocatome: Mapping Cells Within a Tumor

I have always wondered whether we are thinking too narrowly when we focus on cancer cells.

Surely, the surrounding microenvironment influences cancer behavior.

After all, cancer needs a blood supply, oxygen, nutrition, and more.

Stanford researchers aimed to understand this intricate interplay better.

The scientists developed a novel framework (a “colocatome”) to map the locations and interactions of all cell types within a tumor.

A Detailed Tumor Inventory

This approach allows for a detailed inventory of a tumor’s cellular composition, including the identities of the cells surrounding the cancer cells.

Electron micrograph view of cancer cells.
Photo by National Cancer Institute on Unsplash

The team recently published their findings in Nature Communications.

Breaking Down This Complex Research

Imagine you’re trying to build tiny, realistic models of human diseases in a lab.

Think of it as building miniature cities, but you use cells instead of buildings.

Scientists increasingly use this approach to studying diseases because it allows them to do so without always needing animals or directly testing on patients.

These models, like “organoids” (mini-organs) or “tumor spheroids” (mini-tumors), are great, but they’re not perfect.

They don’t capture every single detail of a real human body.

However, they’re easier to work with, cheaper, and allow for things like gene editing, which helps researchers understand how diseases work.

Does the Lab Model Represent Human Tissue?

But how do you know if your lab model represents human tissue well?

How do you compare the arrangement of cells in your lab model to the arrangement of cells in a real patient’s tumor?

Cancer cells in an extreme close-up view.
Photo by National Cancer Institute on Unsplash

Enter “colocatome analysis.”

This special tool helps scientists compare the “neighborhoods” in their mini-cities to the “neighborhoods” in real cities.

How it works

Let’s look at how colocatome analysis works.

  • Colocalization means looking at which cells are hanging out close together. Are the “good guys” (healthy cells) next to the “bad guys” (cancer cells)? Are certain types of cancer cells clustering?
  • The colocation quotient (CLQ) is a score that tells how often certain cells are found together. A high score means they’re frequently close. A low score means they’re usually far apart.
  • Spatial permutation is like shuffling the cells around randomly to see if the original arrangement was just a coincidence. It helps scientists determine whether the cell groupings they see are meaningful.
  • Normalization is like adjusting the scores to compare mini-cities and real cities fairly. It ensures you compare apples to apples, even if the cities were built differently.

What Did the Researchers Do?

  • They used it to compare lab-grown models of lung cancer with real lung cancer tumors from patients.
  • They examined how cancer and supporting cells (like fibroblasts) interacted in different tumor parts.
Photo by National Cancer Institute on Unsplash
  • They even used it to study how cancer cells change when they become resistant to drugs.
  • They found cell pairings in their lab-grown models in real patient samples.

The big takeaway is that this “colocatome analysis” gives scientists a way to:

  • Quantitatively compare lab models to real patient samples.
  • Identify important spatial patterns in diseases.
  • Potentially predict how patients will respond to treatments.

In simpler terms, it’s a way to ensure that the mini-cities scientists build in the lab are useful for understanding and fighting real diseases.

Photo by David Pupăză on Unsplash

My Final Thoughts – The Unseen Architects of Cancer: Non-Cancerous Cell Influence

Stanford researchers are gathering tons of information about how cancer cells arrange themselves.

They look forward to using artificial intelligence to find patterns in these arrangements, like creating a library of “cancer cell maps” for different types of cancer.

By comparing these maps, they hope to see if different cancers, even from different body parts, share similar patterns.

If they do, it could mean there are common rules that all tumors follow.

This finding would be a huge breakthrough because it could lead to treatments that work against many different types of cancer, not just one.

Thank you for letting me nerd out on this exciting new development.

Why Cancer Spreads

If you want to read more pieces like “The Unseen Architects of Cancer: Non-Cancerous Cell Influence,” please consider signing up to follow me. Thanks.

By: Dr. Michael Hunter · In: basic science, cancer, Wellness · Tagged: cancer, health, science

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Your go-to source for all things wellness. I am Michael Hunter. I practice radiation oncology in the Seattle area and have a particular interest in health. I am delighted that you have joined me here. Thank you.

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