Did you know over 100,000 people worldwide have had deep brain stimulation (DBS) surgery? This surgery helps with symptoms of Parkinson’s disease and essential tremor. It involves putting electrodes in certain brain spots to control bad activity.
DBS is changing how we treat movement disorders. It’s seen as a hopeful treatment. Let’s look at its good and bad sides to see how it affects patients.
Key Takeaways
- DBS is a surgical procedure used to treat various neurological conditions.
- It involves implanting electrodes in specific brain areas to modulate abnormal activity.
- DBS has shown promise in alleviating symptoms of Parkinson’s disease and essential tremor.
- The procedure can significantly improve the quality of life for patients with movement disorders.
- Understanding the pros and cons of DBS is crucial for making informed treatment decisions.
The Science Behind Deep Brain Stimulation
A detailed medical illustration of deep brain stimulation. The foreground shows a cross-section of the human brain, with electrodes implanted deep into the neural tissue. The electrodes are connected to a pacemaker-like device in the chest, visible in the middle ground. The background depicts the complex neural pathways and structures of the brain, rendered in shades of gray with intricate anatomical precision. The lighting is soft and directional, highlighting the surgical implantation site and creating a sense of depth and realism. The overall mood is one of scientific inquiry and medical innovation, capturing the technological and neurological complexity of this therapeutic procedure.
Deep Brain Stimulation (DBS) is a complex procedure that helps treat neurological conditions. It involves putting a device called a “brain pacemaker” in the brain. This device sends electrical signals to certain brain areas to help with movement and mental health issues.
Definition and Basic Concept
DBS works by sending electrical signals to specific brain spots. It aims to change how the brain works to reduce symptoms. The treatment can be adjusted for each person, making it very personalized.
Historical Development of DBS
The history of DBS is marked by big steps in neuroscience and surgery. It started in the 1950s and 1960s for movement disorders. A major breakthrough came in 1987 when it helped a Parkinson’s disease patient.
Since then, technology has improved, and our understanding of the brain has grown. Now, DBS is being explored for treating mental health issues and other brain disorders.
How Deep Brain Stimulation Works
a detailed, realistic image of deep brain stimulation technology, showing the internal components and mechanics of the system in a clinical, scientific setting. The foreground should feature the electrode leads implanted in a human brain, with the surgical procedure clearly visible. The middle ground should show the neurostimulator device, with its various ports, controls, and power source. The background should depict a high-tech medical lab or operating room, with advanced imaging equipment, monitoring systems, and other relevant medical apparatus. The lighting should be bright and clinical, with a sense of precision and professionalism. The overall mood should convey the complex, cutting-edge nature of this neurosurgical technology.
Deep brain stimulation (DBS) is a way to treat neurological conditions. It sends electrical impulses to certain brain areas. This method is complex and involves precise brain targeting.
The Neuroscience Behind Neural Modulation
DBS changes abnormal brain activity seen in many neurological disorders. The exact way DBS works is still being studied. But, it’s thought to affect neural circuits.
Neural modulation means DBS can change how neurons work. This can help reduce symptoms of neurological conditions. For example, in Parkinson’s disease, DBS can lessen tremors and improve movement.
Components of a DBS System
A DBS system has several parts that work together. These parts include:
- Electrodes: These are implanted in the brain and send out electrical impulses.
- Pulse Generator: This small device makes electrical impulses. It’s placed under the skin in the chest.
- Lead: This wire connects the electrodes to the pulse generator.
- Extension: This wire connects the lead to the pulse generator.
Component | Function |
Electrodes/Leads | Deliver electrical impulses to the brain |
Pulse Generator | Generates electrical impulses |
Lead | Connects electrodes to the pulse generator |
Extension | Connects the lead to the pulse generator |
Medical Conditions Treated with DBS
A high-quality, detailed medical illustration showcasing deep brain stimulation (DBS) treatment for neurological conditions. The image depicts the human brain with precisely placed electrodes connected to a neurostimulator device, surrounded by detailed anatomical structures. The scene is lit with soft, directional lighting to highlight the intricate medical components. The overall mood is clinical yet informative, conveying the advanced, cutting-edge nature of this neurosurgical procedure. The composition is balanced, with the key elements strategically positioned to provide a clear, comprehensive visual representation of DBS for medical applications.
Deep Brain Stimulation (DBS) is a new way to treat many neurological conditions. It has changed how we care for patients. DBS helps with Parkinson’s disease, essential tremor, dystonia, and epilepsy.
Parkinson’s Disease
Parkinson’s disease makes it hard to move. DBS helps with the symptoms like tremors and stiffness. It’s especially helpful for those who don’t get better with medicine.
Many people with Parkinson’s see big improvements with DBS. They move better and feel better overall.
Essential Tremor
Essential tremor causes shaking, often in the hands. DBS can make these shakes less severe. This helps people do daily tasks better and feel less embarrassed.
Dystonia
Dystonia makes muscles contract without control, causing odd movements or postures. For those who haven’t found relief elsewhere, DBS is a good option. It can ease the symptoms of dystonia.
Epilepsy
DBS is also a treatment for some with epilepsy. It can reduce how often seizures happen. This improves life quality for these patients.
DBS is versatile and can greatly help patients. As research grows, DBS might help even more people with different brain disorders.
The Benefits of Deep Brain Stimulation
A detailed, high-resolution medical illustration showcasing the key benefits of deep brain stimulation. In the foreground, a detailed, cross-sectional diagram of the human brain highlights the precise electrode placement and targeted neural pathways. The middle ground features labeled icons representing the primary therapeutic effects, such as improved motor function, reduced tremor, and alleviated symptoms of Parkinson’s disease or essential tremor. The background depicts a serene, clinical environment with subtle medical equipment, emphasizing the advanced, cutting-edge nature of the procedure. Crisp, natural lighting and a clean, minimal color palette contribute to an authoritative, informative mood.
Deep Brain Stimulation (DBS) is a groundbreaking treatment. It helps patients with many neurological conditions. DBS changes brain activity, improving life quality for those with severe disorders.
Symptom Control and Management
DBS is great at controlling and managing symptoms. For Parkinson’s disease patients, it reduces tremors, rigidity, and slow movements. It also helps dystonia patients by easing muscle spasms, making them more mobile and comfortable.
Medication Reduction Possibilities
DBS might let patients take less medication. This is good news for those who suffer from medication side effects. It means they can avoid high doses and their treatment can be easier to handle.
Quality of Life Improvements
DBS greatly improves a patient’s quality of life. It helps control symptoms and reduces medication needs. This lets many people do more in their daily lives, boosting their happiness and independence.
Reversibility of the Procedure
DBS is also reversible, which is a big plus. Unlike some surgeries, DBS can be adjusted or stopped if needed. This gives patients and doctors peace of mind, allowing for flexible treatment plans.
Potential Risks and Complications
A detailed anatomical illustration showcasing the potential risks and complications associated with deep brain stimulation (DBS) surgery. The image depicts the human brain in cross-section, with key structures and neural pathways highlighted. The foreground features surgical instruments, implants, and incisions, conveying the invasive nature of the procedure. The middle ground highlights areas of potential damage, such as hemorrhage, infection, and neurological impairment. The background maintains a somber, clinical atmosphere with muted tones and subtle medical imagery, emphasizing the gravity of the decisions involved in DBS treatment. The lighting is soft and directional, creating depth and emphasizing the precision required for this delicate neurosurgical intervention.
DBS offers many benefits, but it also comes with risks. It’s important to know these risks before starting treatment. Every medical procedure has its own set of risks, and DBS is no exception.
Surgical Risks
The surgery for DBS implantation can lead to bleeding and infection. These are common risks with any surgery. Our skilled surgical teams work hard to manage these risks.
There’s also a chance of intracranial hemorrhage during surgery. But thanks to better surgical methods and imaging, this risk has decreased.
Infection and Bleeding
Infection can happen after DBS surgery. Although rare, it’s a serious issue that needs quick treatment. Bleeding during or after surgery can also cause problems like hematoma.
Hardware-Related Issues
The DBS system includes parts like the neurostimulator and leads. Hardware-related issues can occur, like lead fracture or malfunction. These problems might need more surgery to fix.
Cognitive and Psychiatric Effects
DBS can sometimes cause cognitive effects or psychiatric effects. These can be mild mood changes or serious psychiatric issues. Choosing the right patients and closely monitoring them is key to managing these risks.
Knowing about these risks helps patients make better choices about their treatment. We focus on a complete care approach. This ensures patients get the support they need during the DBS process.
Side Effects of Deep Brain Stimulation
A clinical hospital room with a patient lying on a bed, their head shaved and a surgical scar visible. Beside the bed, a medical device resembling a pacemaker is connected to the patient’s head via wires. The room is dimly lit, creating an uneasy atmosphere. The patient’s expression conveys a sense of discomfort or concern. The overall scene suggests the potential side effects of deep brain stimulation, such as surgical complications or neurological issues.
DBS can be very effective, but it’s important to know its side effects. Patients may face various side effects, some from the stimulation and others from the surgery or device.
Common Stimulation-Related Side Effects
Side effects from the stimulation include:
- Muscle contractions or spasms
- Numbness or tingling sensations
- Weight gain or loss
- Dyskinesias or involuntary movements
These can often be managed by adjusting the device settings.
Speech and Balance Problems
Some patients may have trouble speaking, like slurred or soft speech. They might also have balance issues, which can lead to falls.
Changing the DBS settings can help. Speech therapy is also beneficial.
Mood and Behavioral Changes
DBS can cause mood and behavioral changes. Some may feel depressed, anxious, or apathetic. Others might see improvements in these areas.
Mood/Behavioral Change | Possible Causes | Management Strategies |
Depression | Adjustment to new stimulation, disease progression | Medication, counseling |
Anxiety | Stimulation parameters, patient adjustment | Relaxation techniques, medication |
Apathy | Stimulation effects, medication changes | Adjust stimulation, review medications |
Managing and Minimizing Side Effects
It’s key to manage side effects well for DBS success. This includes:
- Regular follow-up appointments with the healthcare team
- Adjustments to DBS settings
- Medications to counteract specific side effects
- Rehabilitation therapies (e.g., physical, speech therapy)
By teaming up with healthcare providers, patients can reduce side effects and enjoy DBS benefits.
The DBS Surgical Procedure Explained
A detailed, surgical cross-section view of the deep brain stimulation (DBS) procedure. In the foreground, a lifelike rendering of the human brain, with the electrode implantation site clearly visible. The middle ground shows the surgical tools and instruments used, such as the stereotactic frame, electrodes, and monitors. The background depicts the operating room environment, with medical personnel in sterile attire, bright lighting, and high-tech equipment. The overall scene conveys a sense of precision, professionalism, and the gravity of the neurosurgical intervention. The image should be rendered in a realistic, photographic style to accurately depict the DBS surgery process.
For those thinking about Deep Brain Stimulation, knowing the surgery is key. The DBS surgery is complex. It involves planning, precise techniques, and care after surgery.
Pre-Surgical Evaluation and Testing
Before DBS surgery, patients go through a detailed evaluation. This includes tests to see if they’re a good fit for the surgery. We look at their medical history, do neurological exams, and use MRI or CT scans to target the brain areas.
Psychological tests are also part of the evaluation. This approach helps us find any risks and tailor the treatment plan.
The Surgery Process
DBS surgery has two main parts: putting in the neurostimulator device and connecting it to the brain. The surgery is done under local anesthesia, so the patient can give feedback.
- The first part is putting the DBS electrodes in the brain. This is done with stereotactic surgery for accuracy.
- The second part is putting the neurostimulator under the skin, usually near the collarbone.
- Then, the electrodes are connected to the neurostimulator through a wire under the skin.
Recovery Timeline
The recovery after DBS surgery is important and has several stages. First, patients stay in the hospital to watch for any immediate problems.
Recovery Stage | Timeline | Description |
Immediate Post-Surgery | 0-2 days | Hospital stay for monitoring and managing initial recovery. |
Short-Term Recovery | 2-6 weeks | Gradual return to normal activities, with follow-up appointments to adjust the DBS device. |
Long-Term Recovery | Several months | Continued adjustment of the DBS device and monitoring of its effectiveness. |
During recovery, we offer full support. We program and adjust the DBS device to work best and avoid side effects.
Patient Selection: Who is a Good Candidate for DBS?
Choosing the right patient for DBS is complex. It requires looking at both medical and psychological factors. The goal is to find those who will greatly benefit from this treatment.
Medical Criteria
The main medical criteria focus on the type and severity of the neurological issue. For example, those with Parkinson’s disease who don’t get better with medication might be good candidates. Also, people with essential tremor or dystonia who haven’t seen improvement with usual treatments could also benefit.
Doctors check how well patients have responded to other treatments. They look at how the condition is progressing and any other health issues that could affect the surgery or its results.
Psychological Considerations
Being mentally stable is key when choosing patients for DBS. They go through psychological assessments to check their mental health, thinking skills, and how they handle the idea of a neurodevice implant. This helps find any issues that might make it hard for them to manage the device or follow up after surgery.
Age and Health Factors
Age and overall health status are important in choosing patients. While there’s no age limit, older patients are looked at more closely. Doctors consider their health, any age-related health issues, and how well they might handle surgery.
Contraindications
Some conditions make DBS surgery not suitable. These include cognitive impairment, untreated or unstable psychiatric conditions, and severe medical comorbidities that increase the risk of surgery. Also, those with certain cardiac pacemakers or other devices that don’t work with DBS might not qualify.
By carefully looking at these factors, doctors can pick the best candidates for DBS. This helps ensure the treatment works well and improves the patients’ lives.
Deep Brain Stimulation for Parkinson’s Disease
Deep Brain Stimulation (DBS) is a game-changer for those with Parkinson’s disease. It’s especially good at handling motor symptoms like tremors and stiffness. It also helps with slow movements.
Effectiveness in Managing Motor Symptoms
DBS has been shown to greatly reduce motor symptoms in many patients. This can also mean less need for medications that have side effects. It targets specific brain areas to better control symptoms.
Impact on Non-Motor Symptoms
DBS also helps with non-motor symptoms like mood changes and sleep issues. While results vary, some see big improvements in these areas.
DBS can greatly improve a Parkinson’s patient’s quality of life. It’s not just about motor symptoms but also non-motor ones.
Timing of DBS in Disease Progression
When to have DBS is key. It’s usually for those with Parkinson’s for a few years and facing big challenges with meds. The best time for DBS varies by patient.
Comparing DBS to Other Parkinson’s Treatments
DBS stands out because it offers steady symptom control without constant medication changes. But, it’s a surgery with risks. Other treatments like meds and physical therapy are also important.
In summary, DBS is a valuable option for Parkinson’s disease. It helps a lot with motor symptoms and can also affect non-motor ones. But, it’s a big decision that needs careful thought about benefits and risks.
The Cost of Deep Brain Stimulation
Deep Brain Stimulation (DBS) comes with financial costs that patients need to know. The total cost includes different parts that need to be looked at.
Insurance Coverage in the United States
Insurance for DBS varies by provider and policy. In the United States, Medicare and many private insurance companies cover DBS for conditions like Parkinson’s disease and essential tremor, if certain criteria are met. Patients should talk to their insurance to know what’s covered.
Financial Assistance Options
For those facing financial hurdles, there are help options. Some makers offer financial help, and non-profits might give grants. Patients should look into these to ease the financial load.
We know DBS costs can seem high, but with the right info and support, patients can make good choices about their treatment.
Life After DBS Surgery
Life after DBS surgery has many important parts for patients to understand. We help guide them through these stages. It’s key to know what to expect.
Initial Adjustment Period
The first few weeks after surgery are crucial. Patients might feel different sensations and side effects. Following their doctor’s advice closely is vital for a smooth recovery.
During this time, doctors watch for any bad effects. They also start adjusting the DBS device to work best.
Programming and Fine-Tuning
Adjusting the DBS device is a detailed task. It involves tweaking settings to control symptoms well. This process takes months and needs patience and teamwork between patient and doctors.
As the device is fine-tuned, small changes are made based on feedback and checks. The aim is to get the most from DBS while avoiding side effects.
Battery Replacement Considerations
Thinking about battery replacement is important for DBS patients. The battery’s life depends on settings and the patient’s health. Regular visits to the healthcare team are key to keep track of the battery.
Replacing the battery needs surgery, but it’s less complicated than the first surgery. New technology, like rechargeable systems, can make batteries last longer.
Long-Term Management
Managing DBS long-term means regular check-ups with the healthcare team. They monitor the device and make adjustments as needed. Patients also learn how to manage their condition and make lifestyle changes.
Good long-term management can greatly improve a DBS patient’s life. By working with their healthcare providers, patients can handle the challenges and benefits of DBS therapy.
Patient Experiences and Success Stories
Deep brain stimulation has changed many lives around the world. By looking at real success stories, we learn how DBS helps people with different neurological conditions.
Real-World Outcomes
People who got DBS say they feel much better. Those with Parkinson’s disease see less shaking and better movement. This lets them do things on their own again.
Real-world outcomes differ, but many need less medicine and feel better overall. These stories show how DBS can change lives for the better.
Celebrity Experiences with DBS
Some famous people have talked about their DBS experiences. For example, Michael J. Fox, a big name in Parkinson’s research, talks about how DBS has helped him.
Celebrities sharing their DBS stories make the treatment more relatable. Their stories give hope and encourage others to consider DBS.
Managing Expectations
DBS has been a game-changer for many, but it’s important to be realistic. It’s not a fix for everything, and results can vary a lot.
We share a variety of patient stories to give a fair view of DBS’s effects. This helps those thinking about DBS make informed choices.
DBS Technology Advancements
Recent years have seen big steps forward in DBS technology. These changes have made treatments better and more comfortable for patients.
Recent Innovations
The field of DBS has seen big tech leaps. Rechargeable systems mean less need for battery changes, making life better for patients. Also, new directional leads and adaptive stimulation methods offer more precise and responsive treatments.
Rechargeable Systems
One big change is rechargeable systems in DBS tech. These systems cut down on the need for battery replacements. Patients can recharge their devices outside the body, cutting down on downtime and making life easier.
Directional Leads and Adaptive Stimulation
Directional leads help target specific brain areas better, making DBS therapy more effective. Adaptive stimulation lets the device adjust settings on the fly, helping manage symptoms better.
Remote Programming Capabilities
Remote programming has changed DBS therapy a lot. Doctors can now tweak device settings from afar, cutting down on in-person visits. This is a big win for patients who can’t easily get to their doctors.
These tech advances in DBS are leading to better, more tailored treatments for those with neurological disorders.
Comparing DBS to Alternative Treatments
When looking at treatments for neurological conditions, it’s key to compare Deep Brain Stimulation (DBS) with other options. DBS is a complex surgery that helps manage many neurological disorders. But, it’s not the only choice. Knowing how DBS stacks up against other treatments helps us make better choices.
Other Surgical Options
There are other surgeries for neurological conditions besides DBS. Procedures like pallidotomy or thalamotomy create a lesion in the brain to help symptoms. These can work well, but they’re not reversible like DBS, which can be adjusted and reversed.
Emerging Non-Invasive Techniques
Neurology is seeing big steps forward in non-invasive methods. Techniques like Transcranial Magnetic Stimulation (TMS) and Transcranial Direct Current Stimulation (tDCS) are promising. They might be safer than surgery, but their effectiveness for some conditions is still being studied. They might not control symptoms as well as DBS for severe cases.
Complementary Approaches
Complementary methods like physical therapy, occupational therapy, and lifestyle changes are also important. They can be used with DBS or other treatments to improve life quality. For example, physical therapy helps keep patients mobile, while occupational therapy helps with daily tasks.
Global Availability and Access to DBS
Deep Brain Stimulation (DBS) is a key treatment for many neurological disorders. It’s used worldwide, but its availability changes a lot. This depends on the local healthcare, rules, and money.
DBS in the United States
In the United States, DBS is a leading treatment. Top medical centers and research places offer it for diseases like Parkinson’s. The FDA has approved it for many uses, and most insurance covers it, but how much can differ.
International Availability
DBS is also used in Europe, Japan, and Australia. Its use there depends on local health policies, specialized centers, and trained doctors. Some places have big DBS programs, while others have less access.
Challenges in Access to Care
Even though DBS is available worldwide, getting it can be hard. The cost is high, and not everyone knows about it. Also, finding the right doctors and centers is tough. Rules and insurance can make it even harder.
Future Directions in DBS Research
Deep brain stimulation (DBS) is growing, with new areas to explore. Researchers are making big strides in how DBS works and its uses. This could make DBS even more helpful for people.
Expanding Applications to New Disorders
DBS might help with more than just Parkinson’s disease. Scientists are looking into its use for:
- Depression
- Obsessive-Compulsive Disorder (OCD)
- Tourette Syndrome
- Alzheimer’s Disease
They want to see if DBS can change brain circuits in these conditions. This could offer new hope for those who haven’t found relief yet.
Technological Improvements
New tech is making DBS safer and more effective. Some key improvements include:
Technological Advancement | Description | Potential Benefit |
Rechargeable Systems | Implantable pulse generators that can be recharged transcutaneously. | Reduced need for surgical battery replacements. |
Directional Leads | Leads that allow for more precise stimulation by directing current in specific directions. | Improved symptom control with reduced side effects. |
Adaptive Stimulation | Systems that adjust stimulation parameters in real-time based on the patient’s state. | Enhanced efficacy and reduced battery drain. |
Personalized DBS Approaches
Personalizing DBS is becoming more important. Researchers are working on making DBS fit each patient’s needs. This includes:
- Advanced imaging techniques to precisely locate targets for DBS.
- Electrophysiological recordings to understand patient-specific neural activity patterns.
- Algorithm-driven adjustment of stimulation parameters.
These efforts aim to make DBS work better for each person. This way, it can help more and cause fewer side effects.
Combining DBS with Other Therapies
Another exciting area is combining DBS with other treatments. This could include:
- Pharmacological treatments: To enhance the effects of DBS or reduce medication side effects.
- Behavioral therapies: Such as cognitive-behavioral therapy (CBT) for psychiatric conditions.
- Rehabilitation therapies: To improve functional outcomes in patients undergoing DBS.
Using DBS with these therapies might lead to even better results. It could help patients more than using DBS alone.
Conclusion: Weighing the Pros and Cons of Deep Brain Stimulation
Deep brain stimulation (DBS) is a complex treatment. It helps patients with Parkinson’s disease, essential tremor, dystonia, and epilepsy. DBS can greatly improve symptoms, quality of life, and how well medication works.
But, DBS also has risks and complications. These include surgical risks, problems with the hardware, and effects on the mind or mood. Patients and doctors must think carefully about these issues.
Choosing DBS should be a well-thought-out decision. It’s important to look at the benefits and risks. Also, consider your own health and situation. This way, you can get the most from DBS while avoiding its downsides.
FAQ
What is deep brain stimulation (DBS) and how does it work?
Deep brain stimulation (DBS) is a surgery that implants electrodes in the brain. These electrodes send impulses to change brain activity. It helps manage symptoms of diseases like Parkinson’s, essential tremor, and dystonia.
What conditions can deep brain stimulation treat?
DBS treats neurological disorders like Parkinson’s disease, essential tremor, dystonia, and epilepsy. It’s also being studied for treating OCD and depression.
What are the benefits of deep brain stimulation?
DBS improves symptoms, reduces medication, and boosts quality of life for some patients. It’s also reversible, allowing for adjustments or removal if needed.
What are the potential risks and complications of DBS?
Risks include surgical complications, infection, and hardware issues. Side effects can be speech and balance problems, mood changes, and behavioral issues.
How is a patient selected for DBS?
Doctors evaluate medical criteria, age, and health for DBS. Certain conditions or cognitive impairments might make it unsuitable.
What is the DBS surgical procedure like?
The procedure includes evaluation, surgery, and recovery. Patients need monitoring and adjustments after surgery.
How does DBS compare to other treatments for Parkinson’s disease?
DBS significantly improves Parkinson’s symptoms, enhancing quality of life. It’s considered when medication isn’t enough or causes side effects.
What are the costs associated with DBS?
Costs include surgery and device expenses, which vary. Insurance, maintenance costs, and financial help are also important.
What can patients expect after DBS surgery?
Patients go through an adjustment period and device programming. Future battery replacements might be needed for long-term management.
Are there any notable advancements in DBS technology?
Advances include rechargeable systems, directional leads, and remote programming. These improve DBS therapy’s effectiveness and convenience.
How does DBS compare to alternative treatments?
DBS is compared to medication, other surgeries, and non-invasive techniques. The best treatment depends on the patient’s condition and preferences.
Is DBS available globally?
DBS is available worldwide, but access varies. Finding specialized centers and navigating healthcare systems can be challenging.
What are the future directions in DBS research?
Research aims to expand DBS to new disorders, improve technology, and develop personalized approaches. Combining DBS with other therapies is also being explored.
References
JAMA Network. Evidence-Based Medical Insight. Retrieved from https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2723412