Skip to main content
impact
impact
open science
subheadline
careers and opportunities
subheadline
people & teams
people & teams
subheadline
allenites
subheadline
allen institute advisors
subheadline
board of directors
subheadline
shanahan foundation fellowship
subheadline
next generation leaders
subheadline
research
overview
our approach
subheadline
publications
subheadline
open science
subheadline
accelerator
brain science
subheadline
cell science
subheadline
neural dynamics
subheadline
immunology
subheadline
synthetic biology
subheadline
education
education
science education
subheadline
education resources
subheadline
field trips
subheadline
open science
subheadline
open science quest
subheadline
news
news
stories
subheadline
podcast
subheadline
sign up for our newsletter
subheadline
events
events
all events
subheadline
conferences
subheadline
event code of conduct
subheadline
events
open science quest
subheadline
summer workshop on the dynamic brain
subheadline
open science week
subheadline
brain fest
subheadline
science resources
science resources
allencell.org
subheadline
allenimmunology.org
subheadline
allenneuraldynamics.org
subheadline
brain-bican.org
subheadline
brain-map.org
subheadline
microns-explorer.org
subheadline
impact
back to menu
impact
open science
subheading
careers and opportunities
subheading
people & teams
people & teams
subheading
allen institute advisors
subheading
board of directors
subheading
shanahan foundation fellowship
subheading
next generation leaders
subheading
research
back to menu
impact
Label
subheading
Label
subheading
people & teams
education
back to menu
research
Label
subheading
Label
subheading
Heading
news
back to menu
research
Label
subheading
Label
subheading
Heading
events
back to menu
research
Label
subheading
Label
subheading
Heading
science resources
back to menu
science resources
allencell.org
subheading
allenimmunology.org
subheading
allenneuraldynamics.org
subheading
brain-bican.org
subheading
brain-map.org
subheading
microns-explorer.org
subheading
search
stories
news

The interior design of our cells

Database of 200,000 cell images yields new mathematical framework to understand our cellular building blocks

January 4, 2023
 min read
share/
This seminal study provides a roadmap for biologists to understand organization of different kinds of cells in a measurable, quantitative way
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.

in this article

table of contents will display on published page only
set h2 to populate the table of contents here

Scientists have just debuted a new way to see how cells organize themselves. Working with hundreds of thousands of high-resolution images, the team at the Allen Institute for Cell Science, a division of the Allen Institute, put numbers on the internal organization of human cells — a biological concept that has to date proven exceptionally difficult to quantify.

Through that work, the scientists also captured details about the rich variation in cell shape even among genetically identical cells grown under identical conditions. The team described their work in a paper published in the journal Nature today.

3D colorful voxel model of an oval stone or rock with rainbow pixelated sections
Understanding the average locations of cellular structures, as well as their variation from that average, will help scientists better understand structural changes that could signal disease or state changes in individual cells.

“The way cells are organized tells us something about their behavior and identity,” said Susanne Rafelski, Ph.D., Deputy Director of the Allen Institute for Cell Science, who led the study along with Senior Scientist Matheus Viana, Ph.D. “What’s been missing from the field, as we all try to understand how cells change in health and disease, is a rigorous way to deal with this kind of organization. We haven’t yet tapped into that information.”

This study provides a roadmap for biologists to understand organization of different kinds of cells in a measurable, quantitative way, Rafelski said. It also reveals some key organizational principles of the cells the Allen Institute team studies, which are known as human induced pluripotent stem cells.

Understanding how cells organize themselves under healthy conditions — and the full range of variability contained within “normal” — can help scientists better understand what goes wrong in disease. The image dataset, genetically engineered stem cells, and code that went into this study are all publicly available for other scientists in the community to use.

“Part of what makes cell biology seem intractable is the fact that every cell looks different, even when they are the same type of cell. This study from the Allen Institute shows that this same variability that has long plagued the field is, in fact, an opportunity to study the rules by which a cell is put together,” said Wallace Marshall, Ph.D., Professor of Biochemistry and Biophysics at the University of California, San Francisco, and a member of the Allen Institute for Cell Science’s Scientific Advisory Board. “This approach is generalizable to virtually any cell, and I expect that many others will adopt the same methodology.”

Thousands of multicolored iridescent particles or cells scattered randomly on black background
A composite image showing several gene-edited cells with fluorescent tags that light up different internal structures

Computing the pear-ness of our cells

In a body of work launched more than seven years ago, the Allen Institute team first built a collection of stem cells genetically engineered to light up different internal structures under a fluorescent microscope. With cell lines in hand that label 25 individual structures, the scientists then captured high-resolution, 3D images of more than 200,000 different cells.

All this to ask one seemingly straightforward question: How do our cells organize their interiors?

Getting to the answer, it turned out, is really complex. Imagine setting up your office with hundreds of different pieces of furniture, all of which need to be readily accessed, and many of which need to move freely or interact depending on their task. Now imagine your office is a sac of liquid surrounded by a thin membrane, and many of those hundreds of pieces of furniture are even smaller bags of liquid. Talk about an interior design nightmare.

The scientists wanted to know: How do all those tiny cellular structures arrange themselves compared to each other? Is “structure A” always in the same place, or is it random?

Eight shape modes shown in top, side view 1, and side view 2 demonstrating particle morphologies.
A graphic showing the changes that make up eight different dimensions of cellular “shape space,” a computational metric the researchers developed to capture the variability of cell shape.

The team ran into a challenge comparing the same structure between two different cells. Even though the cells under study were genetically identical and reared in the same laboratory environment, their shapes varied substantially. The scientists realized that it would be impossible to compare the position of structure A in two different cells if one cell was short and blobby and the other was long and pear-shaped. So they put numbers on those stubby blobs and elongated pears.

Using computational analyses, the team developed what they call a “shape space” that objectively describes each stem cell’s external shape. That shape space includes eight different dimensions of shape variation, things like height, volume, elongation, and the aptly described “pear-ness” and “bean-ness.” The scientists could then compare apples to apples (or beans to beans), looking at organization of cellular structures inside all similarly shaped cells.

“We know that in biology, shape and function are interrelated, and understanding cell shape is important to understand how the cells function,” Viana said. “We’ve come up with a framework that allows us to measure a cell’s shape, and the moment you do that you can find cells that are similar shapes, and for those cells you can then look inside and see how everything is arranged.”

Strict organization

When they looked at the position of the 25 highlighted structures, comparing those structures in groups of cells with similar shapes, they found that all the cells set up shop in remarkably similar ways. Despite the massive variations in cell shape, their internal organization was strikingly consistent.

If you’re looking at how thousands of white-collar workers arrange their furniture in a high-rise office building, it’s as if every worker put their desk smack in the middle of their office and their filing cabinet precisely in the far-left corner, no matter the size or shape of the office. Now say you found one office with a filing cabinet thrown on the floor and papers strewn everywhere — that might tell you something about the state of that particular office and its occupant.

The same goes for cells. Finding deviations from the normal state of affairs could give scientists important information about how cells change when they transition from stationary to mobile, are getting ready to divide, or about what goes wrong at the microscopic level in disease. The researchers looked at two variations in their dataset — cells at the edges of colonies of cells, and cells that were undergoing division to create new daughter cells, a process known as mitosis. In these two states, the scientists were able to find changes in internal organization correlating to the cells’ different environments or activities.

“This study brings together everything we’ve been doing at the Allen Institute for Cell Science since the institute was launched,” said Ru Gunawardane, Ph.D., Executive Director of the Allen Institute for Cell Science. “We built all of this from scratch, including the metrics to measure and compare different aspects of how cells are organized. What I’m truly excited about is how we and others in the community can now build on this and ask questions about cell biology that we could never ask before.”

Citations
No items found.

about the allen institute

The Allen Institute is an independent, 501(c)(3) nonprofit research organization founded by philanthropist and visionary, the late Paul G. Allen. The Allen Institute is dedicated to answering some of the biggest questions in bioscience and accelerating research worldwide. The Institute is a recognized leader in large-scale research with a commitment to an open science model. For more information, visit alleninstitute.org.

explore related stories

explore more stories
No articles for the category
we acceleratedevelopcatalyzeimpact

science done differently. shared with the world.

explore our accelerators

brain science

Mapping every cell, connection, and circuit in the brain—openly shared with the world.

cell science

Decoding how cells become tissues, then programming that knowledge into powerful new research tools.

neural dynamics

Revealing the brain's hidden algorithms that transform neural activity into real-world behavior.

immunology

Creating the deepest open reference for the healthy human immune system ever built.

synthetic biology

Engineering cells to record their own histories, transforming how we understand disease over time.

research

Big questions, open answers, and science built to be shared.

education

Inspiring the next generation of scientists through open science resources.

impact

Our science is empowering researchers and advancing health worldwide.
advancing science through open, collaborative research
Get the allen institute newsletter
Stay informed on the latest breakthroughs in neuroscience, bioscience, and AI-driven research.
allen institute
impactpeople & teamscareers & opportunitiesalumnihistory & founder
science resources
allencell.orgallenimmunology.orgallenneuraldynamics.orgbrain-bican.orgbrain-map.orgmicrons-explorer.org
research
brain sciencecell scienceneural dynamicsimmunologysynthetic biologypublications
education
science educationfield tripsprofessional developmenteducation resources
quick links
newseventsopen sciencepodcastscience resourceshuman brain donationvisit uscontact
follow us/

allen institute, 615 Westlake Ave North, Seattle, WA 98109 +12065487055

© 0000 allen institute. all rights reserved.
privacy policyterms of usecitation policyemployee portalpolicy & compliance