Learn Radiology
Medical images are more than shades of black, white, and gray. What we see on an image reflects the physical properties, anatomy, and pathophysiology of the tissues being examined.
Learning radiology is more than memorizing patterns. Imaging findings can be better understood by connecting what appears on an image with the anatomy, pathology, and pathophysiology occurring within the patient.
This section is designed to build that connection. Explore how disease processes alter normal anatomy and physiology, how imaging physics allows us to visualize those changes, and why they produce characteristic radiologic findings.
Start with the fundamentals of medical imaging, learn the language radiologists use to describe what they see, and then apply those concepts to real imaging findings.
Go beyond recognizing imaging findings. Understand why they occur.

Fundamentals of Medical Imaging
Every medical image begins with an interaction between energy and the human body. Different imaging modalities use different forms of energy and physical principles to create images, which is why the same tissue or disease process can look very different depending on how it is imaged.
Understanding these basic principles is the first step toward understanding why medical images look the way they do. Let's explore the physics behind the major imaging modalities.
I hope to expand this section in the future as I gain a deeper understanding of imaging physics during radiology residency.
How Does an X-ray Image Form?
X-rays are a form of electromagnetic radiation. During an X-ray examination, X-ray photons are produced by an X-ray tube and directed through the body toward a detector.
As X-rays travel through the body, they interact with different tissues. Some X-ray photons pass through the body, while others are absorbed or scattered. The reduction in the number of X-ray photons as they travel through matter is called attenuation.
The amount of attenuation depends on the properties of the tissue the X-rays encounter. The X-rays that pass through the body reach the detector and contribute to the final image. In general, tissues that attenuate more X-rays appear whiter, while tissues that allow more X-rays to pass through appear darker.
The Five Basic Radiographic Densities
From darkest to brightest:
AIR → FAT → SOFT TISSUE/FLUID → BONE → METAL
Black → → → → White
These differences in appearance result from differences in how strongly each material attenuates the X-ray beam.
Why Does Air Look Black?
Air causes very little attenuation of the X-ray beam. Most X-ray photons pass through air and reach the detector, causing air-filled structures, such as the lungs, to appear relatively dark.
Why Does Bone Look White?
Bone attenuates substantially more X-rays than air and most soft tissues. Because fewer X-ray photons pass through bone and reach the detector, bone appears relatively white on a radiograph.
Why Do Soft Tissues Look Gray?
Soft tissues attenuate more X-rays than air but less than bone. As a result, they generally appear as varying shades of gray. Differences between soft tissues can be difficult to distinguish on conventional radiographs because many have relatively similar X-ray attenuation.
Putting It All Together
The brightness of structures on an X-ray is therefore not arbitrary. It reflects how X-rays interact with the tissues they encounter on their way to the detector.
When looking at a radiograph, ask yourself:
What is the X-ray beam passing through, and how much of that beam is being attenuated before it reaches the detector?
That question provides the foundation for understanding why many findings appear the way they do on X-ray.
How Does a CT Image Form?
Computed tomography (CT) uses X-rays to create cross-sectional images of the body. During a CT scan, an X-ray tube rotates around the patient while detectors measure the X-rays that pass through the body from many different angles.
Different tissues attenuate different amounts of the X-ray beam, just as they do on a conventional X-ray. A computer uses these measurements to reconstruct detailed cross-sectional images of the body.
Because CT measures differences in X-ray attenuation, tissues that attenuate more X-rays generally appear brighter, while tissues that attenuate fewer X-rays generally appear darker.
Hounsfield Units
CT represents X-ray attenuation using a scale called Hounsfield units (HU). Water is assigned a value of approximately 0 HU, with materials that attenuate less than water having negative values and materials that attenuate more than water having positive values.
A simplified scale looks like this:
AIR → FAT → WATER → SOFT TISSUE → BONE
−1000 HU → ~−100 HU → 0 HU → positive HU → hundreds to >1000 HU
These values are approximate and can vary depending on the tissue and how the image is acquired.
Hyperdense vs. Hypodense
Radiologists often describe structures on CT based on their relative attenuation compared with surrounding tissues.
Hyperdense (hyperattenuating) structures have greater X-ray attenuation and appear relatively brighter.
Hypodense (hypoattenuating) structures have lower X-ray attenuation and appear relatively darker.
These terms are relative, meaning that something is usually described as hyperdense or hypodense compared with another structure or expected appearance.
Why Does Bone Look White on CT?
Bone strongly attenuates X-rays and therefore has relatively high Hounsfield unit values. Because fewer X-ray photons pass through bone, it appears bright on CT.
Why Does Air Look Black on CT?
Air produces very little X-ray attenuation and has a Hounsfield unit value near −1000 HU. It therefore appears very dark on CT.
What Is Windowing?
The human eye cannot distinguish all of the attenuation values measured by CT at the same time. Windowing changes which range of Hounsfield units is displayed across the available shades of gray.
Different windows can therefore emphasize different tissues within the same CT dataset. For example, a lung window helps evaluate the lungs, while a bone window helps evaluate osseous structures and a soft-tissue window helps evaluate many of the body's soft tissues.
The underlying CT data have not changed but the way those data are being displayed has.
Putting It All Together
CT builds on the same fundamental principle as X-ray: different tissues attenuate X-rays by different amounts. The major difference is that CT measures attenuation from many angles and reconstructs that information into cross-sectional images.
When looking at a CT image, ask yourself:
How much does this structure attenuate X-rays compared with the tissues around it, and why might its attenuation have changed?
How Does an MRI Image Form?
Magnetic resonance imaging (MRI) uses a strong magnetic field and radiofrequency energy to create detailed images of the body. Unlike X-ray and CT, MRI does not use ionizing radiation.
The human body contains an abundance of hydrogen atoms, particularly in water and fat. The nuclei of hydrogen atoms contain a single proton, which behaves like a tiny magnet. MRI takes advantage of the behavior of these hydrogen protons within a strong magnetic field.
What Happens Inside the Magnetic Field?
Normally, hydrogen protons within the body are oriented in many different directions. When a patient is placed inside the MRI scanner's strong magnetic field, a slight excess of these protons align with the magnetic field, producing a net magnetization.
A radiofrequency (RF) pulse is then applied, transferring energy to the hydrogen protons and changing the orientation of this net magnetization.
When the RF pulse is turned off, the net magnetization returns toward its equilibrium state through processes known as relaxation. As this occurs, measurable radiofrequency signals are generated and detected by MRI receiver coils.
These signals are spatially encoded and processed by a computer to create an image.
Why Do Different Tissues Look Different?
Different tissues contain different molecular environments and therefore produce different MRI signal characteristics.
Importantly, there is no single appearance of a tissue on MRI. By changing how the MRI signal is acquired, we can emphasize different tissue properties and create different types of images called sequences or weightings.
This is why the same tissue can appear bright on one MRI sequence and dark on another.
T1-Weighted Imaging
T1-weighted images emphasize differences in T1 relaxation between tissues.
As a useful starting point, fat is typically bright on conventional T1-weighted images, while simple fluid such as cerebrospinal fluid (CSF) is typically dark.
T1-weighted imaging is particularly useful for evaluating anatomy and is also commonly used before and after administration of gadolinium-based contrast material.
T2-Weighted Imaging
T2-weighted images emphasize differences in T2 relaxation between tissues.
Fluid is typically bright on T2-weighted images. Because many disease processes increase tissue water content, T2-weighted imaging can help demonstrate edema, inflammation, and many other abnormalities.
A common memory aid is:
T1 → Fat tends to be bright
T2 → Water tends to be bright
This is a useful starting point, but MRI appearance depends on the specific sequence and imaging parameters being used.
MRI Is More Than T1 and T2
T1- and T2-weighted images are only the beginning. MRI includes many additional sequences and techniques that emphasize different tissue characteristics.
Examples include FLAIR, diffusion-weighted imaging (DWI), susceptibility-sensitive imaging, fat-suppressed sequences, and post-contrast imaging.
You don't need to understand all of these yet! The important concept is that MRI allows us to manipulate how an image is acquired to highlight different properties of tissues and disease processes.
Putting It All Together
MRI uses the behavior of hydrogen protons in a strong magnetic field to generate signals from the body. By changing how those signals are acquired and emphasized, MRI can produce images with very different tissue contrast.
When looking at an MRI, one of the first questions to ask is:
What sequence am I looking at, and what tissue properties is this sequence designed to emphasize?
That question is important because, unlike CT where attenuation provides a relatively intuitive scale, “bright” or “dark” on MRI has little meaning without knowing the sequence.
How Does an Ultrasound Image Form?
Ultrasound uses high-frequency sound waves to create images of structures within the body. A transducer sends sound waves into the body and then detects echoes that return after interacting with different tissues.
When sound waves encounter boundaries between tissues with different physical properties, some of the sound is reflected back toward the transducer while some continues deeper into the body. The returning echoes are detected by the transducer and used to construct an image.
In general:
Stronger returning echo → Brighter appearance
Weaker or absent returning echo → Darker appearance
Unlike X-ray and CT, ultrasound does not use ionizing radiation.
Why Do Different Tissues Look Different?
How much sound is reflected depends partly on a property called acoustic impedance, which is determined by the density of a tissue and the speed of sound traveling through it.
When sound encounters a boundary between tissues with different acoustic impedances, some of the sound is reflected. Greater differences in acoustic impedance generally produce stronger reflections.
This helps explain why boundaries between different tissues can be visible on ultrasound.
Describing Echogenicity
Radiologists describe the appearance of structures on ultrasound using their echogenicity, or their ability to produce returning echoes.
Hyperechoic → produces relatively stronger echoes and appears brighter
Hypoechoic → produces relatively weaker echoes and appears darker
Anechoic → produces essentially no internal echoes and appears black
Like many radiology terms, hyperechoic and hypoechoic are usually relative descriptions compared with another tissue or expected appearance.
Why Does Simple Fluid Look Black?
Simple fluid is typically anechoic because relatively little sound is reflected from within the fluid back toward the transducer. As a result, simple fluid-filled structures such as the urinary bladder or a simple cyst generally appear black on ultrasound.
Importantly, sound can travel efficiently through simple fluid. This leads to another useful ultrasound finding: posterior acoustic enhancement.
Posterior Acoustic Enhancement
When sound travels through a structure that attenuates the ultrasound beam relatively little, such as simple fluid, more sound reaches the tissues behind it than reaches tissues behind surrounding structures.
As a result, the area deep to the fluid-containing structure may appear brighter.
This phenomenon is called posterior acoustic enhancement and can help identify fluid-containing structures such as simple cysts.
Acoustic Shadowing
Some structures strongly attenuate the ultrasound beam through absorption, reflection, and/or scattering, allowing relatively little sound to reach the tissues behind them.
This produces a dark region called an acoustic shadow deep to the structure.
Acoustic shadowing is commonly seen behind structures such as calcifications, bone, and many gallstones.
So:
Fluid → often posterior enhancement
Bone/calcification/stones → often posterior shadowing
What Is Doppler Ultrasound?
Ultrasound can also be used to evaluate motion, particularly the movement of blood.
Doppler ultrasound takes advantage of changes in the frequency of reflected sound waves caused by moving structures, such as red blood cells. This information can be used to assess the presence, direction, and characteristics of blood flow.
Color Doppler can display information about blood flow over the grayscale ultrasound image, while spectral Doppler can display how blood-flow velocity changes over time.
Putting It All Together
Ultrasound images are created from the interactions between sound waves and tissues. The appearance of a structure depends on how sound is reflected, transmitted, and attenuated as it travels through the body.
When looking at an ultrasound image, ask yourself:
How are the sound waves interacting with this tissue, and why is that interaction causing the structure to appear bright, dark, or somewhere in between?
That question can help connect the underlying physics to findings such as echogenicity, posterior enhancement, and acoustic shadowing.
Coming soon!
Common Radiology Terms & What They Mean
Radiology has its own language. Radiologists use specific terms to describe how structures appear on medical images, the patterns they form, and how findings compare with surrounding tissues. Some terms are specific to a particular imaging modality, while others are used across radiology.
Use this glossary as a reference as you explore imaging findings throughout ExploreRadiology.
Explore Imaging Findings
Now that you have explored how medical images are created and learned some of the language radiologists use to describe what they see, it's time to put those concepts together.
In this section, explore common imaging findings and the disease processes behind them. Rather than simply memorizing what a finding looks like, we'll connect the underlying anatomy and pathophysiology with imaging physics to understand why it appears the way it does.
Imaging examples will be added throughout my intern year and radiology residency as ExploreRadiology continues to grow!