method

medical imaging oncology

Using imaging techniques like CT and PET scans to detect and characterize cancerous tumors and metastases.
42 related articles

Description

Medical imaging in oncology uses techniques like computed tomography (CT) and positron emission tomography (PET) to detect, characterize, and monitor cancerous tumors and metastases. These methods allow clinicians to visualize the location, size, and metabolic activity of tumors without invasive procedures. The field has evolved from simple anatomical imaging to functional and molecular imaging, enabling earlier detection and more precise treatment planning.

History

The concept of using imaging for cancer detection dates to the early 20th century with X-rays, but modern CT emerged in the 1970s (Hounsfield and Cormack), and PET was developed in the 1950s–1970s. The fusion of PET and CT became standard in the 2000s.

How it works

CT scans use X-rays to create detailed cross-sectional images of the body, revealing tumor size and shape. PET scans inject a radioactive tracer, often fluorodeoxyglucose (FDG), which accumulates in metabolically active cells like cancer cells; the emitted positrons are detected to map metabolic activity. Combining both (PET/CT) overlays functional and anatomical data, helping distinguish benign from malignant lesions and track treatment response.

In practice

Used routinely in oncology for staging, treatment planning, and assessing response to therapy, such as in lung, breast, and prostate cancers.

Fun fact

PET scans can detect tumors as small as a few millimeters, but the resolution is limited by the physics of positron annihilation, not just the scanner.

Concept graph →

Related articles · 42

Electron Microscope Leaves the Vacuum: Seeing Hot and Wet
The electron beam of a microscope usually flies through emptiness, like a courier on an empty highway. Any air molecule is a bump that makes it bounce and lose direction. So before, to examine a sample, you had to freeze it, dry it, or coat it with metal—and still you could only look in a vacuum.
A Pinhole That Sees Chemistry: 3D Element Maps in a Single Shot
In a dark room, a sunbeam passes through a pinprick in cardboard, and an upside-down image of the street appears on the wall. A pinhole camera needs no lenses: the tiny hole itself selects the rays coming from each point of the scene. Scientists at the ESRF applied this principle not to light but to X-rays, and made the camera see not shape but chemical composition.
q-bio.TO2026-08-282 minarXiv:2608.90034
The Clock That Ticks Inside Cells
A forensic examiner arrives at a crime scene and lifts fingerprints. Epigenetic clocks work the same way: from chemical marks on DNA they determine how much a cell has aged. A tumor leaves its own "fingerprints," and almost always they point to decrepitude. The researchers took 5528 samples from the TCGA database, which holds DNA methylation data for eight cancer types.
q-bio.QM2026-08-284 minarXiv:2608.90075
The interpreter who stopped getting distracted: how to make amyloid PET more accurate
An interpreter sits in a room where an important meeting is taking place, but street noise keeps him from catching half the words. He conveys the meaning with errors, and the longer the conversation goes on, the more distortion accumulates.
q-bio.TO2026-08-253 minarXiv:2608.90014
A Sniper for Aging Cells: How Nanoparticles Restore Immunity
In a fibrotic liver, as in a city after a long siege, neighborhoods appear where life has stalled: working cells are replaced by scar tissue, and hiding inside it are senescent macrophages. These cells have stopped dividing but have not retired. They release substances that push their neighbors to build even more scar and drive off immune patrols.
Materials2026-08-201 minarXiv:2608.20199express
Oxygen Impurities in Superconductors: Seeing the Unseen
A superconductor is a material that conducts electricity without loss, like water flowing through a perfectly smooth pipe. In copper-based superconductors, tiny oxygen additions act like a volume knob: a bit more and the material starts superconducting; a bit less and it stops. But the oxygen atoms themselves are so small that seeing them directly was impossible.
Seeing Through Shipping Containers
A shipping container is a steel safe the size of a room, packed with goods. X-rays struggle to see through it: thick walls and dense cargo block the rays. Enter muons — particles born high in the sky that constantly rain down on Earth. They can pass through even lead, but they veer slightly off course when they encounter something heavy.
Medical Physics2026-08-121 minarXiv:2608.12200express
Ultrasound 'cooks' tumors with pinpoint precision
High-frequency sound focused on a single point acts like an invisible lens gathering sunlight. Inside a tumor, such a lens can raise the temperature to about 72°C in a second, like hot water from a tap, but inside living tissue. Meanwhile, surrounding healthy cells remain almost untouched.
Medical Physics2026-08-091 minarXiv:2608.08919express
How a Low-Dose X-Ray Becomes a Sharp Image
A low-dose X-ray image looks like a view through a fogged-up window: outlines are there, but details drown in a hazy veil. Doctors need such images during radiation therapy — to aim the beam precisely at the tumor and spare healthy tissue. But saving on radiation comes at the cost of noise, streaks, and artifacts that obscure what matters.
Medical Physics2026-08-032 minarXiv:2608.02889express
Water Sees Radiation
Radiation therapy is a precision strike on a tumor, but every shot must be calibrated to within a millimeter and a fraction of a second. The problem is that existing dosimeters are either bulky, or they distort the beam themselves, or they require pauses for readout.
Image Processing2026-07-141 minarXiv:2607.13204express
How a Tomograph Gathers Shadows to See the Invisible
Tomographs don't produce ready-made pictures. They collect numerous 'shadows' — projections of innards from different angles or using various signals — and mathematically reconstruct a 3D picture from them.
Image Processing2026-07-041 minarXiv:2607.03931express
AI Outlines Cancer in Whole-Body Scans
A radiologist stares at gray-white smudges on the screen — dozens of body slices where every suspicious spot must be found. Manual segmentation of one patient takes half an hour, and a large clinic sees hundreds of such patients. Fatigue and varying experience inevitably introduce variability: two specialists will outline the same lesion slightly differently.
Chemical Physics2026-06-141 minarXiv:2606.15946express
Magnetic Portrait of a Droplet
In a small Petri dish sits a droplet of liquid the size of a pinhead. An ordinary scanner wouldn't even notice it: the signal is too weak. But bring a tiny magnetic field sensor close to the droplet, and the picture changes.
Quantum Physics2026-05-151 minarXiv:2605.16585express
Laser Test of Nature's Mirror Symmetry
Ever since Paul Dirac theoretically predicted antimatter, physicists have been hunting for the tiniest differences between particles and their antiparticles.
Machine Learning2026-05-132 minarXiv:2605.13218express
Three Beams Against Cancer: What a Spectroscope Sees in a Drop of Blood
A drop of blood from a vein falls under three beams, and each one drags its own clues into the light. The infrared beam makes molecules vibrate — from that trembling, you learn how much sugar and fat is in the sample. A green laser scatters off proteins and lipids, shifting color — revealing the remodeling of cell membranes.
Medical Physics2026-05-122 minarXiv:2605.11637express
How to Spot a Detail Without Overexposing
An X-ray tomograph is like a carpenter who examines a log from all sides to see where the void is inside. It takes dozens of flat shadow images, rotating the source and detector around the object. Then a 'reconstruction' program glues these shadows into a 3D model. The quickest reconstructor is the FBP algorithm (filtered back projection).
Computer Vision2026-05-042 minarXiv:2605.03053express
How a Computer Learned to Measure Growing Organoids
A biologist looks through a microscope at dozens of tiny cell spheres — spheroids. From these, miniature organ-like structures will later grow. The task is similar to a baker's job of checking whether the dough has risen evenly in each mold. Only here, instead of molds, there's a nutrient medium, and instead of dough, there are living cells.
q-bio.GN2026-04-261 minarXiv:2604.23679express
Tongue Cancer: How a Scan Reveals the Tumor's Personality
A tongue tumor is like a stranger in a crowd. On the surface, they all look much alike, but beneath the surface hide very different personalities. Some tumors behave aggressively, others grow slowly. Doctors need to understand who they're dealing with before surgery. Usually, this means taking a tissue sample — a biopsy.
Optics2026-04-231 minarXiv:2604.21636express
Microwaves Feel for the Edge of a Tumor
A surgeon removes a breast tumor, but how do you know no cancer cells are left at the edge? Right now, the tissue goes to a lab, and the answer comes back days later. If the margin is not clean, a second surgery is needed. The new method promises to give the answer right in the operating room, while the patient is still on the table.
Medical Physics2026-04-221 minarXiv:2604.20939express
X-rays learn to choose their angles
A tomograph is like a photographer who walks around an object and takes pictures from different sides. Usually, it snaps at regular intervals and uses the same amount of light for each shot. But if you need to shoot quickly and not waste extra film, you have to choose: which angles matter more and where to direct more light.
q-bio.GN2026-04-182 minarXiv:2604.18621express
A Quantum Magnifier for Lung Cancer
Two nearly identical locks are opened by the same pick. They look alike on the outside, but inside the mechanisms differ. Much the same can be said for the two main types of non-small cell lung cancer — adenocarcinoma and squamous cell carcinoma. Under a microscope, they can be confused, yet they require different treatments. That's where the quantum "magnifier" comes in.
Optics2026-04-151 minarXiv:2604.14120express
Mitochondria Under the Microscope Without Labels
Inside every cell, there are tiny power stations — mitochondria. They burn nutrients and store energy. Two helper molecules, NADH and FAD, oversee this process. Previously, they were detected by their faint glow, but it was dim, and signals from different molecules overlapped. The new microscope works differently.
Biological Physics2026-04-091 minarXiv:2604.18604express
Glowing Tubules of Cells
Inside every cell, there's a network of thin tubes — microtubules. They act as both scaffolding and rails: they hold the cell's shape and transport cargo. These tubes are built from the protein tubulin and naturally glow faintly under ultraviolet light. Scientists wondered: can we make this glow stronger or weaker on demand? The key to control is the amino acid tryptophan.
Computer Vision2026-04-042 minarXiv:2604.03710express
How Graphs Find Melanoma on Your Skin
A mole on your skin looks like a mosaic of colored pieces. Each piece is a small patch of the image where color and texture barely change. Such pieces are called superpixels. If you connect them with lines, you get a network that looks like a subway map: stations are the pieces, and lines are the connections between them. The weight of each line shows how strongly two pieces are related.
Liquid Xenon Instead of Crystals: A Tomograph That Sees Three Times Sharper
The camera that hunts for tumors works like a highly sensitive camera: it catches the faint glow from a substance that accumulates in diseased cells. In conventional machines, the light is born in a crystal — a solid piece that resembles glass. But a crystal doesn't always convey exactly where the light flashed, so the image comes out slightly blurry.
Medical Physics2026-03-241 minarXiv:2603.22666express
Tracking Prostate Cancer Metastases in Scans
When treating prostate cancer, doctors often see not one tumor but many lesions in bones and lymph nodes. Each lesion can respond to therapy differently: one shrinks, another stays the same, a third grows. Previously, the disease was assessed as a whole, like judging the weather by the average temperature over a year.
Medical Physics2026-03-201 minarXiv:2603.19651express
A Snapshot at Minimal Dose: What Can You See?
An X-ray image is like a photo taken in the dark: the less light, the harder it is to see details. Doctors wanted to know how much you can dim the "light" in computed tomography (CT) and still not miss a disease. To do this, they took 50 pairs of chest images: one with a full radiation dose, the other with a low dose.
Medical Physics2026-03-191 minarXiv:2603.19368express
The Shadow of Cancer on a Clean Scan
PET/CT is like a map where cancer cells light up as bright spots. But what if the map is blank and the disease is still hiding somewhere? In 132 men with recurrent prostate cancer, doctors found no glowing lesions, but they decided to study the texture of the scan itself, like an experienced tracker noticing bent grass where an animal has passed.
Medical Physics2026-03-152 minarXiv:2603.14562express
Tumor Memory: How Fractional Order Changes the Prognosis
A tumor doesn't grow like a tree; it grows like a city: today's skyline is shaped by yesterday's construction and the fires of the day before. Standard tumor growth equations don't account for this: they only look at the current moment, as if the city were rebuilt from scratch every day. The authors added "memory" to the model: now the equation remembers what came before, and that changes the forecast.
Medical Physics2026-03-131 minarXiv:2603.12975express
Two beams instead of one: seeing treatment from the inside
A beam of carbon ions strikes the tumor precisely, like a surgeon who can only see the skin. Inside the body, the beam stops, and exactly where used to be a mystery. Now, helium is mixed into the same beam: it passes through the body like an X-ray, and its trail shows where the carbon went.
q-bio.QM2026-03-062 minarXiv:2603.06087express
How a Tumor Grows Back After an Electric Shock
A lightning bolt strikes an anthill. Some ants die instantly, some freeze, and a few days later the survivors start rebuilding the tunnels. That's roughly how a tumor behaves after electroporation — a method where short electric pulses are passed through tissue to poke holes in cancer cell membranes and kill them.
Optics2026-03-021 minarXiv:2603.02446express
Seeing the Invisible: A Clear View of Transparent Cells
A glass marble in a glass of water is nearly invisible, but if you look through it at a checkered tablecloth, the lines behind it appear distorted. Transparent cells behave the same way: light passes through them but is slightly slowed and changes direction.
Seeing the Unseen: Gamma Cameras for Radiation Detection
A firefighter with a thermal imager can see the source of a fire through smoke. But how do you see a radiation source that has no smell, no glow, and no heat? Gamma cameras solve this problem: they capture gamma rays emitted by radioactive materials and overlay their 'trace' onto a regular photograph. The result is an image showing that the source is, say, behind the far door.
Medical Physics2026-01-292 minarXiv:2602.07003express
Seeing Inside a Cell
In winter, puddles freeze, and ice cracks the asphalt. Inside a living cell, freezing does something similar: ice crystals tear its membrane. To prevent this, the cell is soaked in a special solution, like antifreeze for a car. But precision is key: too little solution and ice still forms; too much and the solution itself poisons the cell.
Optics2026-01-281 minarXiv:2601.20632express
Quantum Microscope Sees What Ordinary Light Can't
Light in a microscope doesn't arrive as a steady stream but like buckshot from a bag: sometimes more photons, sometimes fewer. This random scatter is the shot noise. It sets a limit: faint signals from tiny objects get lost in the ripple. Scientists have found a way to calm this buckshot.
Optics2026-01-221 minarXiv:2601.15925express
Color Under the Microscope Becomes a Depth Map
Light passing through a stained cell loses some of its strength, like a flashlight beam cutting through a glass of tea. The denser the color, the more light is absorbed. But until now, a microscope could only show a flat shadow of this process, not its volume.
Medical Physics2026-01-211 minarXiv:2601.14654express
A Crystal Keeps an Eye on the Proton Beam
Treating cancer with a proton beam is a bit like archery: you need to hit the bull's-eye without hitting anything else. Protons release their energy at the end of their path, so healthy tissues are largely spared. But to make the shot safe, every treatment plan is checked in advance — measuring the dose the tumor will get and what the surrounding organs will receive.
q-bio.QM2026-01-161 minarXiv:2601.11148express
How Blood Tells the Story of a Tumor
A drop of blood can reveal how a tumor in the lungs is behaving. Doctors have long noticed that when the disease retreats, some blood markers rise while others fall. But tying these changes into a single coherent picture has been elusive.
q-bio.QM2026-01-101 minarXiv:2601.06360express
Prostate Cancer: A Look at the Tumor's Surroundings
A glass of water and a glass of jelly look the same but behave differently. So it is with prostate tissue: on a standard slide under a microscope, you can see both the tumor glands and the supporting connective tissue around them. Previously, pathologists focused only on the glands, treating the support as mere background.