- More than 80 percent of all health system visits include an
imaging exam,i making radiology an essential part of diagnostics
and healthcare and image quality a cornerstone of medicine.
- GE HealthCare is at the forefront of leveraging deep learning,
a subset of artificial intelligence (AI), to benefit clinicians and
patients with the latest technologies and solutions.
GE HealthCare (Nasdaq: GEHC) unveiled three new advanced deep
learning image processing and reconstruction solutions as a part of
its Effortless Recon DL portfolio at the Radiological Society of
North America (RSNA) 2024 Annual Meeting, in Chicago, IL.
Understanding the need to improve operational efficiencies within
radiology departments and the ongoing challenge of burnout
experienced by clinicians, GE HealthCare developed the technologies
to deliver exceptional image quality, reduce scan times, and
support improved patient outcomes.
The quality of clinical images plays a crucial role in providing
accurate diagnoses and optimizing patient care. As technology
continues to evolve – deep learning – a subset of artificial
intelligence (AI), has emerged as a powerful tool for clinicians.
It can positively impact diagnostic accuracy and improve disease
detection, which can help improve patient outcomes across clinical
specialties.
"Blurry images can compromise clinicians' ability to diagnose
with confidence and speed," said Roland Rott, President and CEO,
Imaging, GE HealthCare. "At GE HealthCare, we're ushering in a new
era of image resolution with deep learning-powered imaging
reconstruction. These AI-powered solutions not only enhance image
quality but also streamline workflows, enabling radiologists to
work more efficiently and cost-effectively. It also has the
potential to provide patients’ more timely access to imaging and
consequentially may enable earlier diagnosis and treatment. By
leveraging AI and deep learning technologies, we remain committed
to delivering advancements that help empower clinicians to make
more confident diagnoses and improve outcomes for patients
worldwide."
New Effortless Recon DL solutions address pain points across
care pathways
Across healthcare, there is a need for improved image quality to
help early diagnosis and treatment for patients. The need is
particularly acute in chronic illnesses, such as neurological
conditions, cancer, and cardiovascular disease, where incidence
rates are increasing globally due to population growth and aging.ii
In fact, 2024 is the first time the U.S. is expected to report more
than two million new cancer cases in a year – equaling almost 5,500
cancer diagnoses each day.iii
Imaging is a critical component to addressing these conditions,
ensuring early and accurate diagnosis, as well as ongoing
management. More than 80% of hospital visits include early
diagnostic imaging across over 23,000 conditions,i underscoring the
sheer volume of images. While their work is essential, many
radiologists suffer from burnout. According to a survey of more
than 8,000 radiology professionals included in a 2024 report from
the American Society of Radiologic Technologists (ASRT), more than
half (54%) reported feeling emotionally exhausted, and 57% felt
underappreciated on the job.iv
Unveiled at RSNA 2024, Sonic DL for 3Dv is a deep learning
innovation designed to reduce MRI scan times by up to 86%.
Following the launch of Sonic DL for cardiac imaging, this
extension to 3D is expected to offer enhanced resolution for brain,
spine, orthopedic, and body imaging – while retaining the same
impressive scanning speed of up to 12 times acceleration. For
neurology, Sonic DL for 3D is designed to enable
high-resolution imaging of complex brain structures, allowing for
quicker, clearer insights into neurological conditions.
To assist clinicians in oncology, GE HealthCare’s Clarify
DLvi nuclear medicine solution is designed to enhance bone
SPECT image quality, an important factor in increasing diagnostic
confidence.vii In a clinical evaluation, Clarify DL's image
resolution was rated as better in 98% of the exams.viii The
AI-powered solution is designed to deliver clear, accurate, and
effortless imaging – a stark contrast to today’s noise reduction
techniques, that can lower noise at the expense of contrast and
resolution. Clarify DL is designed for use with GE HealthCare’s
StarGuide SPECT/CT system.
For the growing practice of cardiac CT, GE HealthCare offers
TrueFidelity DL with the cardiac kernel, enabling
outstanding detail at low doses, with improved visual sharpness for
confident reporting and accepted image texture. The value of this
AI-powered tool is fully realized when combined with the company’s
Revolution Apex platform – which boasts a 0.23 second rotation time
for one-beat cardiac imaging – and ECG-less Cardiac solution to
acquire cardiac images without the aid of the patients’ ECG
signal/trace.
Increasing global access to AI-powered technologies
Sonic DL for 3D, Clarify DL, and TrueFidelity DL each leverage a
dedicated Deep Neural Network (DNN), which allows for image
reconstruction that produces significantly improved images with
better detail and quality. The solutions will now join the
company’s extended Effortless Recon DL portfolio, which is bringing
critical deep learning advancements to clinicians around the world
and includes:
- True Enhance DL (CT) – recently FDA cleared – generates
deep learning-based images that can estimate monochromatic 50keV
images from single-energy X-ray, to increase contrast and support
confident diagnoses. The AI-based solution provides clinicians a
simple workflow and incredible image quality. True Enhance DL is
now available to new and existing Smart Subscription
customers.
- TrueFidelity DL (CT) offers impressive image quality
performanceix, and preferred image sharpness and noise texture,x
without compromising dose performance. As a result, the technology
– which also includes kernels for lung and bone imaging – can
improve reading confidence across a wide range of clinical
applications such as head, whole body and cardiovascular, for
patients of all ages. New this year, TrueFidelity DL is now
available on Revolution Ascend platform, Revolution Maxima and to
new and existing Smart Subscription customers.
"The sharpness of the images is a
breakthrough development in image reconstruction algorithms. We see
details that we have never seen before. Abdominal, lung and cardiac
imaging benefits most from this technology. I am mainly interested
in cardiac and cardiovascular imaging. We found much better image
quality, depiction of details, and image sharpness for cardiac
valves, sclerotic and soft plaque in cardiac and extracardiac
vessels, as well as fewer artifacts around stents and stent-grafts.
DECT for pulmonary embolism easily convinced everybody in our
department." — Prof. Klaus Hergan, University Hospital Salzburg,
Austria Department of Radiology of the 1200-bed University Hospital
Salzburgxi
- Precision DL (PET/CT) enhances image quality in PET/CT
scans, providing clinicians with a powerful solution to aid in
precise diagnoses, treatment planning and monitoring with the image
quality performance benefits typically associated with
hardware-based Time-of-Flight (ToF) reconstruction, without
compromising sensitivity, including improved contrast-to-noise
ratio, contrast recovery,xii and quantitative accuracy.xiii
- AIR Recon DL (MR and PET/MR) helps improve image
sharpness and enables reduced exam times by up to 50% without
compromising image quality.xiv These features help to enhance
workflow efficiency and productivity for healthcare professionals,
reduce the need for repeat scans, enable faster diagnoses, and
enhance patient experience. With expansion from 2D to 3D and
PROPELLER imaging sequences, AIR Recon DL expands to nearly all MRI
clinical procedures, covering all anatomies.
“The image quality. The scan times, again,
probably the biggest revolution we’ve seen in the MRI field in a
long time, and I’ve been doing this a long time.” –Tom Schrack, BS,
ARMRIT, CS Manager of MR Education and Technical Development
Fairfield Radiological Consultants, USAix
- Sonic DL (MR), available since 2023, enables cardiac
imaging within a single heartbeat, scanning up to 12 times faster
compared to conventional methods,xv enabling rapid cardiac MR
functional imaging to match the speed of MRI to the speed of
physiology. This minimizes or removes the need for repetitive
patient breath holds, simplifying procedures and expanding the pool
of patients eligible for cardiac MRI to include arrhythmic patients
and those with difficulty holding their breath. At RSNA 2024, GE
HealthCare unveiled Sonic DL for 3Dv that will broaden its
applicability beyond cardiac.
- Helix Advanced Image Processing (X-ray) revolutionizes
diagnostic imaging quality by consistently delivering images with
appropriate detail, contrast, and latitude to enable radiologist to
visualize key clinical details.
“Particularly in children in the ICU, who are
sensitive to ionizing radiation… we were able to reduce the
exposure required to achieve a diagnostic quality image… We were
able to see through the mediastinum, to still see the bony details
of the spine, which indicated that we had sufficient penetration
but yet not burn out the details of the lung parenchyma and
pulmonary vascular markings, and that really is an indication of a
high-quality image.” – Dr. Nghia (Jack) N. Vo, MD
Diagnostician-in-chief, Children’s Wisconsin; Chief of Pediatric
Radiology, Medical College of Wisconsinix
Altogether, GE HealthCare’s Effortless Recon DL represents a
collection of innovative deep learning-powered imaging
reconstruction solutions available across Imaging modalities. It is
designed to elevate imaging quality by optimizing contrast,
signal-to-noise ratio, sharpness, and minimizing noise and
artifacts to produce exceptionally clear images for improved
clinical insights and decision-making.
For more information on GE HealthCare’s Effortless Recon DL
portfolio and other impressive technologies and solutions, visit
booth 7330 or the RSNA 2024 event center.
About GE HealthCare Technologies Inc.
GE HealthCare is a leading global medical technology,
pharmaceutical diagnostics, and digital solutions innovator,
dedicated to providing integrated solutions, services, and data
analytics to make hospitals more efficient, clinicians more
effective, therapies more precise, and patients healthier and
happier. Serving patients and providers for more than 125 years, GE
HealthCare is advancing personalized, connected, and compassionate
care, while simplifying the patient’s journey across the care
pathway. Together our Imaging, Ultrasound, Patient Care Solutions,
and Pharmaceutical Diagnostics businesses help improve patient care
from diagnosis, to therapy, to monitoring. We are a $19.6 billion
business with approximately 51,000 colleagues working to create a
world where healthcare has no limits.
Follow us on LinkedIn, X , Facebook, Instagram, and Insights for
the latest news, or visit our website https://www.gehealthcare.com/
for more information.
_____________________
i Durlach, P. Stat. "Almost Every Patient
Story Starts with an Image." February 14, 2022.
https://www.statnews.com/sponsor/2022/02/14/almost-every-patient-story-starts-with-an-image/.
ii Feigin VL, Vos T, Nichols E, et al. The
global burden of neurological disorders: translating evidence into
policy. Lancet Neurol. 2020;19(3):255-265.
doi:10.1016/S1474-4422(19)30411-9.
iii Collins S.2024-first year the US
expects more than 2M new cases of cancer. American Cancer Society.
Published January 17, 2024. Accessed November 24, 2024.
https://www.cancer.org/research/acs-research-news/facts-and-figures-2024.html.
iv American Society of Radiological
Technologists. “White Paper From the 2024 Consensus Committee on
the Future of Medical Imaging and Radiation Therapy.” 2024.
https://www.asrt.org/docs/default-source/research/whitepapers/2024-consensus-committee-on-the-future-of-medical-imaging-and-radiation-therapy.pdf?sfvrsn=1f869819_14.
v Sonic DL for 3D is 510(k) pending at the
US FDA. Not yet CE Marked. Not available for sale in the U.S.
vi Clarify DL is CE marked as part of
Xeleris V. 510(k) pending at the US FDA. Not available for sale in
the United States.
vii Clarify DL improves dual head cameras’
image quality performance measured by Structures Similarity (SSIM)
– up to 8% improvement, Mean Squared Error (MSE) up to 76%
improvement, and Peak Signal-to-Noise Ratio (PSNR) - up to 18%
improvement, as compared to GE bone SPECT factory reconstruction
presets.* *Demonstrated using digital phantom simulations with
inserted lesions of known size, location, and contrast, for AC and
NC images.
viii As demonstrated in clinical
evaluation in which 127 exams were rated by total of 9 physicians.
Each exam was reconstructed with both Clarify DL and the existing
factory reconstruction preset and evaluated by 3 of the
physicians.
ix Image quality comparisons between DLIR
and ASiR-V, were evaluated by phantom tests of MTF, SSP, axial NPS,
standard deviation of image noise, CT Number accuracy, CNR, and
artefact analysis. Additionally, LCD was demonstrated in phantom
testing using a model observer with the head and body MITA CT IQ
Phantoms (CT191, CT189 The Phantom Laboratory). DLIR and ASiR‐V
reconstructions were performed using the same raw data.
x As demonstrated in a clinical evaluation
consisting of 60 cases and 9 physicians, where each case was
reconstructed with both DLIR and ASiR‐V and evaluated by 3 of the
physicians. In 100% of the reads, DLIR’s image sharpness was rated
the same as or better than ASiR‐V’s. In 91% of the reads, DLIR’s
noise texture was rated better than ASiR‐V’s. This rating was based
on each individual reader’s preference.
xi The views and opinions expressed are
those of the speakers and do not necessarily reflect the official
policy or position of GE HealthCare.
xii Precision DL with Omni Legend 32cm
data improves Contrast Recovery (CR) by 11% on average and
Contrast-to-Noise Ratio (CNR) by average of 23% as compared to
non-ToF reconstruction. CR and CNR demonstrated using clinical data
with inserted lesions of known size, location, and contrast. Using
data from Omni Legend 32 cm, CR and CNR were measured using High
Precision DL and QCHD.
xiii Precision DL with Omni Legend 32cm
improves feature quantitation accuracy by 14% as compared to
Discovery MI with ToF reconstruction, at comparable noise level.
Quantitation accuracy demonstrated using clinical data with
inserted lesions of known size, location, and contrast (ground
truth). Feature SUVmean from Omni Legend 32 cm with High Precision
DL compared to SUVmean from Discovery MI 25 cm with QCFX.
xiv GE HealthCare data on file.
xv GE HealthCare data on file.
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GE HealthCare Media Contact: Margaret Steinhafel M +1 608
381 8829 margaret.steinhafel@gehealthcare.com
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