
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
04/09/2025
Monumental Sports & Entertainment (MSE), in collaboration with Dalet, has been a...
19/04/2025
SDVI, the leading platform provider for cloud-native media supply chains, today announced that the company earned multiple awards at the 2025 NAB Show, with two...
19/04/2025
Ateliere Creative Technologies, a leading GenAI media software solutions company, today announced that Dan Goman has stepped down as CEO and David Bortis, Ateli...
19/04/2025
As Director of Media and Aerial Production at Terrible Herbst Motorsports, Bryan Moore is setting new standards in off-road racing media coverage thanks to his ...
19/04/2025
A next-generation collaboration device that redefines connectivity for meeting environments
Lightware, an industry-leading manufacturer of signal management so...
19/04/2025
Calrec is today announcing that its True Control 2.0 is a Remote Production winner in the 2025 NAB Show Product of the Year Awards. This official awards program...
19/04/2025
Appear, a global leader in live production technology, proudly announces it has been recognised alongside NBCUniversal with the prestigious NAB Show Delivery Pr...
19/04/2025
Deity Microphones, a leader in innovative audio equipment, is proud to announce the expected release of our Ultra-Wide Band IFB to the market. The THEOS DIFB wi...
19/04/2025
A world renowned broadcaster and long-standing LiveU customer has successfully completed a series of live connectivity tests using LiveU's revolutionary, aw...
19/04/2025
BitFire (bitfire.tv), a longtime leader in live video transport, today announced dual NAB Show award wins at the 2025 NAB Show in Las Vegas. The company's M...
19/04/2025
BitFire (bitfire.tv), a longtime leader in live video transport, today announced three major award wins at the 2025 NAB Show, April 5-9, in Las Vegas. The compa...
19/04/2025
AI video discovery company Moments Lab and Satisfaction Group, a leading independent unscripted television production company, are proud to announce a unique st...
19/04/2025
As the media industry navigates the triple challenge of AI-driven production, distributed teams, and skyrocketing content demand, DigitalGlue s creative.space h...
19/04/2025
Network technology startup Miri Technologies Inc. capped off its tremendously successful NAB Show debut by winning two prestigious industry awards for its cutti...
19/04/2025
CINCINNATI Scripp's Nuvyyo USA has concluded a deal with Warner Bros. Discovery to bring 45 FAST channels to Nuvyyo's Tablo TV device....
19/04/2025
In a ruling that could have broader implications on the legality of regulatory agencies levying fines through administrative proceedings, the 5th U.S. Circuit C...
19/04/2025
WASHINGTON Federal Communications Commission chair Brendan Carr has blasted Comcast over MSNBC's coverage of the deportation of Kilmar Abrego Garcia in a so...
19/04/2025
Berklee NYC and NYC Media Launch Season 3 of Inside Power Station @BerkleeNYC This season features faculty member Arun Pandian as the new host and interviews ...
18/04/2025
Director Andrew Ahn, alongside actors Youn Yuh-jung and Joan Chen, takes a photo of the audience after the premiere of his film The Wedding Banquet at Eccles ...
18/04/2025
In a ruling that could have a major impact on the digital advertising market, a federal judge has ruled that Google has monopolized some types of advertising te...
18/04/2025
Broadcast and cable TV news outlets saw strong social media growth in March, according to new data from the social video analytics company Tubular Labs ....
18/04/2025
Berklee Student Yukai Yang Named 2025 Yamaha Young Performing Artist The drummer secured a spot among the elite winners in this years competition.
By
Maddie...
18/04/2025
Boston Conservatory Alums Bring Real Women Have Curves to Broadway The Latin American immigrant community takes center stage in a new musical featuring Tatian...
18/04/2025
WASHINGTON The FCC's call for public comments and suggestions on outdated regulations that it should be eliminated, has prompted a slew of fillings from bro...
18/04/2025
In a ruling that could have a major impact on the digital advertising market, a federal judge has ruled that Google has monopolized some types of advertising te...
18/04/2025
PEARL RIVER, N.Y. Global media solutions company Active Media Services (AMS) has formed a new relationship with VideoAmp, a measurement company for linear TV, c...
18/04/2025
Netflix reported generally positive results for first-quarter 2025, with revenue up 13% year-over-year to $10.543 billion and operating income growing by 27% to...
18/04/2025
NHL Playoffs 2025: TNT Sports Hits the Road for Onsite Productions With Mobile U...
18/04/2025
EVSs S bastien Verlaine on U.S. Expansion, Next-Generation Products Beyond replay, offerings also target asset management and media infrastructure By Ken Kersc...
18/04/2025
ESPN Unleashes 4DREPLAY as NCAA Women's Gymnastics Championships Hit ABC Men's championships to follow Saturday night on ESPN2 By Brandon Costa, Direct...
18/04/2025
Visualizing Victory: The Latest in AR, XR, and Virtual Production in Live Sports This panel discussion featured leaders from ESPN, CBS Sports, Warner Bros. Disc...
18/04/2025
NHL Playoffs 2025: With 16 Games in First Six Days, ESPN Deploys Variety of Remo...
17/04/2025
Emilie Blichfeldt attends the 2025 Sundance Film Festival premiere of The Ugly ...
17/04/2025
R-GPS gives warfighters a decisive battlefield advantage by punching through adv...
17/04/2025
This year's NAB Show in Las Vegas marked a noticeable shift in the priorities of media and broadcast organisations. Gone are the days of chasing flashy, or ...
17/04/2025
class=attachment-thumbnail size-thumbnail f-align-center alt= decoding=async data-lazy-srcset=https://www.antonbauer.com/wp-content/uploads/2024/12/Amy-Daniel-1...
17/04/2025
SAN JOSE, Calif. Roku and Adobe have announced that they are collaborating on a real time data platform made possible by a a new integration of the Roku Data C...
17/04/2025
NEW YORK Internet advertising revenues demonstrated strong growth in 2024, increasing 14.9% year-over-year to $258.6 billion, according to the IAB Internet Adv...
17/04/2025
SDVI Earns Both Product and Project of the Year Awards at 2025 NAB Show
Brie Clayton April 17, 2025
0 Comments
Left to right, Geoff Stedman, CMO, SDVI...
17/04/2025
Singapore Polytechnic Readies Aspiring AV Professionals for Live IP Productions ...
17/04/2025
Calrec Wins 2025 NAB Show Product of the Year Award for True Control 2.0
Brie Clayton April 17, 2025
0 Comments
Image: The Calrec True Control 2.o on ...
17/04/2025
In Return to Berklee, Lucius Looks Back and Moves Forward From mood boards to live demos, the alumni band gave students an exclusive look at the process behin...
17/04/2025
DirecTV's free streaming service MyFree DirecTV has just added another eight channels from NBCUniversal....
17/04/2025
LOS ANGELES The virtual production company GameChanger has announced that it is expanding its global footprint by bringing its virtual production technology to ...
17/04/2025
DENVER The International Broadcaster Coalition Against Piracy (IBCAP) has announced that it has developed a proprietary, automated software-based system to iden...
17/04/2025
Pixalate's new CTV Device Market Share report for Q1 2025 shows that Roku has the highest open programmatic CTV device market share in the United States, wi...
17/04/2025
Edward J. Lewis III Named Senior Vice President of Institutional Advancement Lewis has more than 20 years of industry experience, leading fundraising initiati...
17/04/2025
The Curling Group Puts On Inaugural Curling All-Star Game in Nashville The location in Music City is intended to broaden the sport's appeal By Dan Daley, ...
17/04/2025
April 17th, 2025 Press Materials Available Here
Tribeca Festival 2025 Announces TV & NOW Lineup
World Premieres and Exclusive Cast Panels with Apple TV '...
17/04/2025
SVG Sit-Down: Cisco's Bryan Bedford on Providing End-to-End Support for Clie...