
New Lung Cancer Study Takes Page from Google's Playbook Research uses mathematical probability model to predict how lung cancer spreads
SAN DIEGO The same sort of mathematical model used to predict which websites people are most apt to visit is now showing promise in helping map how lung cancer spreads in the human body, according to a new study published in the journal Cancer Research.
A team of researchers used an algorithm similar to the Google PageRank and to the Viterbi Algorithm for digital communication to gain important insights about the spread patterns of lung cancer. The team includes experts from the University of Southern California (USC), Scripps Clinic, The Scripps Research Institute, University of California, San Diego Moores Cancer Center and Memorial Sloan-Kettering in New York.
This research demonstrates how similar the Internet is to a living organism, said USC Viterbi School of Engineering Professor Paul Newton, Ph.D., the lead and corresponding author of the study. The same types of tools that help us understand the spread of information through the web can help us understand the spread of cancer through the human body.
Employing a sophisticated system of mathematical equations known as a Markov chain model, the research team guided by USC applied mathematicians found that metastatic lung cancer does not progress in a single direction from primary tumor site to distant locations, which has been the traditional medical view. Instead, they found that cancer cell movement around the body likely occurs in more than one direction at a time.
Researchers also learned that the first site to which the cells spread plays a key role in the progression of the disease. The study showed that some parts of the body serve as sponges that are relatively unlikely to further spread lung cancer cells to other areas of the body. The study identified other areas as spreaders for lung cancer cells.
The study revealed that for lung cancer, the main spreaders are the adrenal gland and kidney, whereas the main sponges are the regional lymph nodes, liver and bone.
The study applied the advanced math model to data from human autopsy reports of 163 lung cancer patients in the New England area, from 1914 to 1943. This time period was targeted because it predates the use of radiation and chemotherapy, providing researchers a clear view of how cancer progresses if left untreated. Among the 163 patients, researchers charted the advancement patterns of 619 different metastases to 27 distinct body sites.
The study's findings could potentially impact clinical care by helping guide physicians to targeted treatment options, designed to curtail the spread of lung cancer. For example, if the cancer is found to have moved to a known spreader location, imaging tests and interventions can be quickly considered for focused treatment before the cells may be more widely dispersed. Further study is needed in this area.
Keeping tabs on cancer's movement in the body is vital to patient care. While a primary cancer tumor (confined to a single location) is often not fatal, a patient's prognosis can worsen if the cancer metastasizes that is, flakes off and travels to other parts of the body to form new tumors.
The study is part of a relatively new movement to involve physical sciences in oncology research. Mathematics probability models that interpret data from specific patient populations offer a new alternative to the established approach of relying on broader clinical trends to predict where, and how fast, cancer will spread.
In addition to Newton, senior contributing authors include Jeremy Mason of the USC Viterbi School of Engineering; Kelly Bethel, M.D., of Scripps Clinic; Lyudmila Bazhenova, M.D., of the UC San Diego Moores Cancer Center; Jorge Nieva, M.D., of Billings Clinic; Larry Norton, M.D., of Memorial Sloan Kettering Cancer Center; and Peter Kuhn, Ph.D., of The Scripps Research Institute.
The study was conducted at the Scripps Physics Oncology Center (http://4db.us) and was funded by a grant U54CA143906 to Kuhn from the National Cancer Institute and the Gates Millennium Fellowship Program of the Bill and Melinda Gates Foundation.
Scripps Health provides comprehensive care at its five hospital campuses and its various outpatient facilities. With more than 300 affiliated physicians, Scripps Cancer Care seeks to provide the best possible treatment and cutting-edge research trials for patients by coordinating medical expertise in the areas of clinical cancer care, community outreach and clinical, translational and basic research.
About Scripps Health
Founded in 1924 by philanthropist Ellen Browning Scripps, Scripps Health is a $2.6 billion nonprofit integrated health system based in San Diego, Calif. Scripps Health treats a half-million patients annually through the dedication of 2,600 affiliated physicians and 13,500 employees among its five acute-care hospital campuses, home health care services, and an ambulatory care network of physician offices and 24 outpatient centers and clinics.
Recognized as a leader in the prevention, diagnosis, and treatment of disease, Scripps Health is also at the forefront of clinical research, genomic medicine, wireless health care and graduate medical education. With three highly respected graduate medical education programs, Scripps Health is a longstanding member of the Association of American Medical Colleges and is recognized by Truven Health Analytics (formerly Thomson Reuters) for having one of the top teaching hospitals in the nation. Scripps Health is also the region's only cardiovascular program recognized by U.S. News & World Report as one of the best in the country. Scripps Health has been consistently recognized by Fortune, Working Mother magazine and AARP as one of the best places in the nation to work. More in
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
09/11/2026
In a new home, the show had its traditional focus on music production, but broadcast themes received significant emphasis
The Audio Engineering Society (AES) c...
09/11/2026
Content creation and rights, YouTube archive, production workflows, investment, ...
09/11/2026
Industry leaders from Prime Video, NASCAR, FOX Sports, and more discuss the tech...
09/11/2026
SMT (SportsMEDIA Technology) is delivering on-air graphics and shot data for the Women's Team Golf League (WTGL), which made its debut Sunday, Nov. 8, at So...
09/11/2026
BKB Bare Knuckle Boxing has appointed Michael Ridout Managing Director, UK. He will lead BKB's operations in the United Kingdom and take on wider operationa...
09/11/2026
SMPTE's Media Technology Summit (MTS2026) takes place Nov. 16-19 at the Pasadena Convention Center. The schedule:
Media Tech Business Forum (Monday, Nov. 1...
09/11/2026
The Audio Engineering Society (AES) held AES Show Nashville 2026 Oct. 30-Nov. 1 at the Gaylord Opryland Resort & Convention Center. AES reports nearly 3,000 reg...
09/11/2026
Analyst Josh Stinehour will share results Jan. 26 in Mountain View, Calif.
Devo...
09/11/2026
Behind The Mic provides a roundup of recent news regarding on-air talent, includ...
09/11/2026
Permanent mixed-reality activation debuted against the Brooklyn Nets at Rocket A...
09/11/2026
The new agreement brings the Playoff to 23 games, including 16 on-campus matchup...
09/11/2026
SMT provided production technology and graphics support for all three NASCAR nat...
09/11/2026
Captures Nils Frahms upright concert grand
In their latest collaboration with composer Nils Frahm, Native Instruments have captured a vertical concert grand...
09/11/2026
18-19 November 2026, Sonic College, UC SYD, Kolding, Denmark
Sonic College have announced that their annual Sonic Days conference is set to return to Koldin...
09/11/2026
Cinematic scoring tool gains free entry-level version
Sonuscore's Elements range offers a free entry point into the company's line-up of scoring too...
09/11/2026
Rohde & Schwarz and ZES ZIMMER present test solutions for power systems and auto...
09/11/2026
The BBC and BritBox have announced further casting for the forthcoming six-part series Hercule from Mammoth Screen and Agatha Christie Limited for the BBC and B...
09/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
09/11/2026
Share
{alert(Link copied)}).catch(err => {console.error(Failed to copy: , err)}) data-platform=copy_link data-action= class=font-ui-heading py-2 text-sm tex...
09/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
09/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
09/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
09/11/2026
Berklee's Singers Showcase Celebrates Whitney Houston's Music and Her Go...
09/11/2026
Monday 9 November 2026
Life in the fast laneTurn on cookies to view this content. Go to Privacy options and select Accept All'.
Privacy options
From Tik...
09/11/2026
Monday 9 November 2026
Cathy Newman to revist defining moments in recent histor...
09/11/2026
Monday 9 November 2026
Sky VIP unwraps over one million free rewards for customers this Christmas
This Christmas, Sky VIP is giving away more than one million...
09/11/2026
When is a city green' and when is it a big polluter? As we approach COP 31, when country leaders from around the world meet to negotiate climate policies a...
09/11/2026
Focusrite Control 2 iOS and Android apps now support Scarlett 3rd Gen, Clarett ,...
09/11/2026
Korea's Ministry of Science and ICT and NVIDIA hosted the MSIT-NVIDIA AI Sta...
09/11/2026
Simulation, which has long been the proving ground for robots learning to walk, ...
08/11/2026
Updated modules & new Analyze function
Acon Digital's all-in-one restoration plug-in has just been updated, and now boasts an Analyze button that allows...
08/11/2026
Run analogue gear emulations on your GPU
AnalogX have released a new GPU-powered mixing ecosystem that's been designed to change how users handle analog...
08/11/2026
COW Jobs: Set and Production Design Expert - Remote
Brie Clayton November 8, 2026
0 Comments
Set and Production Design Expert (Remote, worldwide)
No...
08/11/2026
NVIDIA is releasing Dynamo-optimized deployment recipes for Korea's leading open models: A.X K2 from SK Telecom, K-EXAONE 2.0 from LG AI Research, Solar Ope...
08/11/2026
NVIDIA and Korea's Ministry of Science and ICT (MSIT) are expanding their collaboration across the country's sovereign AI ecosystem, from AI semiconduct...
08/11/2026
As AI agents take on more work, they need capable open models and security that advances alongside them.
Hyundai Motor Group is exploring NVIDIA NemoClaw bluep...
08/11/2026
Tapping into the country's strengths in manufacturing and engineering, NVIDIA is helping advance Korea's physical AI ecosystem.
The country's indu...
07/11/2026
Mix Analysis, improved Render window & new bundled instrument
The free version of Tracktion's DAW software has recently received an update that introduc...
07/11/2026
The National Film and Video Foundation (NFVF) is a statutory body established to promote and develop the South African film and video industry, including animat...
07/11/2026
NEW YORK - November 5, 2026 - An estimated 31.2 million people watched primetime coverage of the 2026 U.S. midterm elections on Tuesday, November 3, according t...
07/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/11/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/11/2026
COW Jobs: Production Manager - Las Cruces, NM
Brie Clayton November 6, 2026
0 Comments
Production Manager
November 5, 2026COW Jobs: Faith-Based UGC ...
06/11/2026
It's been a big week in Australia horse racing as the Victoria Racing Club (...
06/11/2026
Additional gear includes a second, outside drone; a second slo-mo unit; and a wi...
06/11/2026
The University of Alabama has installed a new Daktronics display system at Coleman Coliseum in Tuscaloosa. It includes a 360-degree centerhung with four underbe...
06/11/2026
NEP Americas, part of NEP Group, has expanded its remote production offering with new IP-based flypack production kits deployed from the U.S. and available to c...
06/11/2026
Telestream has appointed Joseph Hopkins Chief Revenue Officer. He has more than two decades of executive experience in media technology. In the role, he will fo...
06/11/2026
In-venue and creative video staffers at the professional and collegiate level ha...