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Archive for category: E-News

E-News

An AI oncologist to help cancer patients worldwide

, 26 August 2020/in E-News /by 3wmedia

Before performing radiation therapy, radiation oncologists first carefully review medical images of the patient to identify the gross tumour volume, the observable portion of the disease. They then design patient-specific clinical target volumes that include surrounding tissues, since these regions can hide cancerous cells and provide pathways for metastasis.
Known as contouring, this process establishes how much radiation a patient will receive and how it will be delivered. In the case of head and neck cancer, this is a particularly sensitive task due to the presence of vulnerable tissues in the vicinity.
Though it may sound straightforward, contouring clinical target volumes is quite subjective. A recent study from Utrecht University found wide variability in how trained physicians contoured the same patient’s computed tomography (CT) scan, leading some doctors to suggest high-risk clinical target volumes eight times larger than their colleagues.
This inter-physician variability is a problem for patients, who may be over- or under-dosed based on the doctor they work with. It is also a problem for determining best practices, so standards of care can emerge.
Recently, Carlos Cardenas, a graduate research assistant and PhD candidate at The University of Texas MD Anderson Cancer Center in Houston, Texas, and a team of researchers at MD Anderson, working under the supervision of Laurence Court with support from the National Institutes of Health, developed a new method for automating the contouring of high-risk clinical target volumes using artificial intelligence and deep neural networks.
Cardenas’ work focuses on translating a physician’s decision-making process into a computer program. "We have a lot of clinical data and radiation therapy treatment plan data at MD Anderson," he said. "If we think about the problem in a smart way, we can replicate the patterns that our physicians are using to treat specific types of tumours."
In their study, they analysed data from 52 oropharyngeal cancer patients who had been treated at MD Anderson between January 2006 to August 2010, and had previously had their gross tumour volumes and clinical tumour volumes contoured for their radiation therapy treatment.
Cardenas spent a lot of time observing the radiation oncology team at MD Anderson, which has one of the few teams of head and neck subspecialist oncologists in the world, trying to determine how they define the targets.
"For high-risk target volumes, a lot of times radiation oncologists use the existing gross tumour disease and apply a non-uniform distance margin based on the shape of the tumour and its adjacent tissues," Cardenas said. "We started by investigating this first, using simple distance vectors."
Cardenas began the project in 2015 and had quickly accumulated an unwieldy amount of data to analyse. He turned to deep learning as a way of mining that data and uncovering the unwritten rules guiding the experts’ decisions.
The deep learning algorithm he developed uses auto-encoders — a form of neural networks that can learn how to represent datasets — to identify and recreate physician contouring patterns.
The model uses the gross tumour volume and distance map information from surrounding anatomic structures as its inputs. It then classifies the data to identify voxels — three-dimensional pixels — that are part of the high-risk clinical target volumes. In oropharyngeal cancer cases, the head and neck are usually treated with different volumes for high, low and intermediate risk. The paper described automating the target for the high-risk areas. Additional forthcoming papers will describe the low and intermediate predictions.
In addition to potentially reducing inter-physician variability and allowing comparisons of outcomes in clinical trials, a tertiary advantage of the method is the speed and efficiency it offers. It takes a radiation oncologist two to four hours to determine clinical target volumes. At MD Anderson, this result is then peer reviewed by additional physicians to minimize the risk of missing the disease.
Using the Maverick supercomputer at the Texas Advanced Computing Center (TACC), they were able to produce clinical target volumes in under a minute. Training the system took the longest amount of time, but for that step too, TACC resources helped speed up the research significantly.
"If we were to do it on our local GPU [graphics processing unit], it would have taken two months," Cardenas said. "But we were able to parallelize the process and do the optimization on each patient by sending those paths to TACC and that’s where we found a lot of advantages by using the TACC system."

Texas Advanced Computing Centerwww.tacc.utexas.edu/-/an-ai-oncologist-to-help-cancer-patients-worldwide

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Mandatory flu vaccines for health care workers improve rates, reduce absenteeism

, 26 August 2020/in E-News /by 3wmedia

Mandatory flu vaccines for health care workers improve participation by as much as 30 percent and reduce absenteeism during critical periods of patient surges by about 6 percent, findings from a multi-institutional study show.
Previous work focused on the impact of health care worker vaccination on improving patient outcomes. The findings expand the potential benefits of an institutional policy and help settle previous conflicting data on whether the mandatory policies reduce health care worker absenteeism. As seen this year, health care institutions can struggle to care for surging numbers of patients with influenza when the number of workers available is declining due to illness.
“Studies suggest that higher vaccination rates among health care workers decrease patient mortality and health care associated influenza in certain settings,” said Dr. Trish Perl, Chief of Infectious Diseases at UT Southwestern Medical Center, and one of the study corresponding authors and overall Principal Investigator. “In addition, absenteeism can pose a serious threat to how effectively a hospital is able to manage the surge of patients during an outbreak. Our study shows that mandatory vaccination policies help maintain better staffing levels and staffing options during those critical surges.”
Researchers studied the effects over three separate flu seasons at three institutions with mandatory vaccination policies and four institutions that offered optional vaccination. For all individuals studied (4,000-plus health care workers), vaccination was offered free and on-site.
Researchers found that:

  • At mandatory sites, 97 percent, 96 percent and 92 percent of health care workers received vaccinations in the three years studied.
  • At non-mandatory sites, 67 percent, 63 percent, and 60 percent of workers were vaccinated over the same period.
  • Absenteeism among health care workers was about 6 percent lower at mandatory sites than non-mandatory sites, and the number of days absent also was lower.
  • Males, older workers, and those at non-mandatory vaccination sites had longer durations of sick leave.
  • Vaccinated health care workers had a 30 percent reduction in absenteeism compared with non-vaccinated health care workers.

UT Southwestern Medical Centerwww.utsouthwestern.edu/newsroom/articles/year-2018/flu-vaccines.html

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MRI can detect placental perfusion abnormalities in pregnancies complicated by foetal CHD

, 26 August 2020/in E-News /by 3wmedia

In pregnancies complicated by foetal congenital heart disease (CHD), global placental perfusion was significantly decreased and regional variation of placental perfusion significantly increased as pregnancies progressed, findings that point to non-invasive imaging providing an early warning of placental dysfunction. A Children’s National Health System research team is thought to be the first to report non-invasive, whole placenta perfusion imaging in utero in a study.
According to the National Heart, Lung and Blood Institute, congenital heart defects are the most common type of birth defect, affecting 8 in 1,000 newborns. Early in pregnancy, the foetal heart follows a parallel developmental course as the placenta, which supplies the growing foetus with oxygen and nutrients while ferrying out waste products. The study authors write that placental arteries are dynamic during pregnancy, remodelling themselves to accommodate increased blood flow as foetuses undergo explosive growth spurts in later stages of pregnancy. If this crucial remodelling does not occur, the placenta may not supply sufficient oxygen and nutrients to the foetus, leading to foetal growth restriction or preeclampsia.
The research team led by Catherine Limperopoulos, Ph.D., enrolled 48 pregnant women who underwent at least one foetal magnetic resonance imaging (MRI) session during their second or third trimester of pregnancy. Thirty-one of the women were healthy volunteers whose mean gestational age was 30 weeks (range: 21 to 39 gestational weeks). Seventeen women were pregnant with foetuses diagnosed with CHD whose mean gestational age was 32 weeks (range: 22 to 38 gestational weeks).
The researchers used velocity-selective arterial spin labelling (VSASL), a powerful MRI technique that directly measures the rate of delivery of arterial blood to organs like the brain. ASL tracks water molecules within the blood as blood flows through arteries, eliminating the need to use a contrast agent. The team was able to distinguish the placenta perfusion contributions by the foetus and the mother.
“In pregnancies complicated by foetal CHD, global placental perfusion significantly decreased and regional variation of placental perfusion significantly increased with advancing gestational age,” says Zungho “Wesley” Zun, Ph.D., the study’s lead author.
“Just like the human brain, heart and kidneys─organs that can commandeer heightened blood flow when needed─the placenta may employ an auto-regulatory mechanism to optimize perfusion,” adds Limperopoulos, director of Children’s Developing Brain Research Laboratory and the study’s senior author. “The early increased global placental profusion in pregnancies complicated by CHD may represent an attempt to correct for insufficient foetal blood flow.”
The research team writes that the findings demonstrate that placental dysfunction due to CHD can be apparent as early as the second trimester of pregnancy using this imaging technology.
“The predictive value of VSASL imaging, which we continue to study, holds the promise of detecting dysfunction before placental abnormalities become irreversible,” Limperopoulos says.
Children’s National Health Systemchildrensnational.org/news-and-events/childrens-newsroom/2018/advanced-mri-can-detect-placental-perfusion-abnormalities-in-pregnancies-complicated-by-fetal-chd

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Probiotic gets boost from breast milk

, 26 August 2020/in E-News /by 3wmedia

Supplementation with probiotics can improve a person’s gut health, but the benefits are often fleeting, and colonization by the probiotic’s good microbes usually doesn’t last. Breast milk may help sustain those colonies in the long run, say researchers at the University of California, Davis.
In a study they report that breastfeeding babies who received a three-week course of a probiotic that consumes human milk still had colonies of those beneficial gut microbes 30 days after the end of probiotic treatment.
The study is the first to show that a combination of breast milk and a probiotic organism can lead to lasting changes in the gut microbiome, says neonatologist Mark Underwood, who led the study.
“Even though we stopped giving the probiotic on day 28 of life, the particular organisms we gave stayed in their fecal community out to 60 days and even longer,” he says. “They were surviving and dominating, and that’s something we really have not seen before.”
For the study, Underwood and his colleagues recruited 66 breastfeeding mothers. In one group, 34 mothers fed their newborns a three-week course of Bifidobacterium longum subspecies infantis EVC001, a probiotic supplement. In the other group, the mothers did not administer probiotics. Analyses of fecal samples from the infants, collected during the first 60 days of life, revealed stark differences.
Genetic sequencing, PCR analysis, and mass spectrometry revealed larger populations of B. infantis, which improves gut health, in the infants who received supplementation than in the infants who did not. Those colonies persisted for at least 30 days after the end of supplementation, suggesting that the changes were durable, say the researchers. They hypothesize that because the benefit is linked directly to breastfeeding, once the infant stops breastfeeding the colonies will diminish.
Underwood says he and his group suspected B. infantis would pair well with the sugars in breastmilk to shape the gut microbiota. “Compared to all the bugs we’ve tested, this one is a really good consumer of milk oligosaccharides,” he says. “It’s able to use the sugar molecules in mom’s milk better than any other gut microbe, including commensal and pathogenic bugs.” Accordingly, the study’s analysis showed that infants who received supplementation had lower levels of human milk oligosaccharides in their feces, which meant more had been consumed by B. infantis.
Studies conducted over the last decade or so have shown deep connections between disease and dysbiosis, which is an imbalance in gut microbial populations. Disruption of the microbiota, particularly early in life, may increase risk for many diseases both inside and outside the gut, including diabetes, allergies and asthma, irritable bowel syndrome, and some cancers, says Underwood. Finding ways to colonize an infant’s intestines with beneficial bacteria might lower those lifelong risks.
Further comparisons of the two groups of infants showed other benefits. Fecal samples from infants who received supplementation had lower numbers of potential pathogens and higher levels of lactate and acetate, which are beneficial products of fermentation of human milk sugars by B. infantis.
Underwood says formula could be developed to include oligosaccharides , which might extend the benefits to children who aren’t breastfed as well. “If mom can’t breastfeed for whatever reason, our hypothesis would be if you give that baby a 3-week course of this probiotic and a formula with added human milk oligosaccharides, colonization should happen and persist as long as they’re on that formula,” he says.

The American Society for Microbiologyhttps://tinyurl.com/y7yntxhm

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What is the best way to treat infected hip replacements?

, 26 August 2020/in E-News /by 3wmedia

New research has found treating an infected hip replacement in a single stage procedure may be as effective or better than the widely used two-stage procedure. To date no well-designed study has compared these procedures head-to-head to decide if one is better or if they achieve the same results. Hip replacement is a very common operation that is effective at providing pain relief and improving mobility, however, infection can sometimes occur following joint replacement. The findings have wide implications for orthopaedic surgery, the NHS, and health systems worldwide.
The research team, led by the University of Bristol, conducted a study that reviewed patient data from 44 studies to compare the effectiveness of the two types of surgery currently used to treat infections – one-stage and two-stage revisions.
In the two-stage procedure, the existing artificial joint is removed in one operation and the patient is treated for several months with antibiotics.  A new joint is then inserted in a second operation.  In the one-stage procedure, the artificial joint is removed along with all infected tissue and a new one inserted in the same operation.
The study found that the one-stage revision strategy is as good, if not better, as the two-stage strategy. The one-stage strategy may also be better suited for patients with certain types of infection or problems that were previously thought not to be appropriate for this type of surgery.
Dr Setor Kunutsor, Research Fellow from the Musculoskeletal Research Unit at the Bristol Medical School: (THS) and lead researcher, said: “For several decades, the two-stage procedure has been presumed to be more effective than the one-stage. However, it has disadvantages for patients such as having two major surgical procedures, significant pain and limited function between stages, long hospital stays, as well as high healthcare costs. The one-stage strategy has potential advantages for patients which include having only one major surgery, shorter time in hospital, reduced functional impairment, and is less expensive.
“When the research team analysed the collected data, the findings confirmed what we had suspected all along – the one-stage strategy may be as effective as, or better than the two-stage strategy.
Speaking about the study, Co-investigator and Senior Author Mr. Andrew Beswick, also a Research Fellow of the Musculoskeletal Research Unit at the Bristol Medical School: (THS), said: “Our research and the subsequent adoption of the one-stage strategy by surgeons and hospitals, could improve lives, prevent unnecessary deaths, and save money.”
Bristol Universitywww.bristol.ac.uk/news/2018/april/hip-replacement.html

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Critical Care Recovery Centre concept could benefit adult ICU survivors of all ages

, 26 August 2020/in E-News /by 3wmedia

A growing number of individuals of all ages are surviving intensive care unit hospitalization, however their mental and physical health problems persist. A new study from Regenstrief Institute and Indiana University researchers reports that a care model they originally developed for older adults with dementia could benefit ICU survivors of all ages.
ICU survivors have high rates of persistent cognitive impairment similar to Alzheimer’s disease due to a combination of critical illness, medications administered during hospitalization, and physiological aspects of delirium that are not well understood.
The Critical Care Recovery Center (CCRC) care model developed by the Regenstrief Institute and IU Center for Aging Research scientists is the first collaborative care concept in the US focusing on the extensive cognitive, physical, and psychological recovery needs of intensive care unit survivors and decreasing the likelihood of serious illness after discharge from an ICU. The CCRC is an outpatient clinic with an interdisciplinary care team working closely with family caregivers as well as the ICU survivors themselves after hospital or rehabilitation facility discharge.
The 51 ICU survivors in the new study were the initial patients seen in the first CCRC — the Eskenazi Health Critical Care Recovery Center. They ranged in age from 40 to 70 with an average age of 55. Prior to the trauma or illness that had brought them to the ICU, nearly all were psychiatrically normal and functionally independent.
During their ICU stay more than three-quarters of the study participants had required mechanical ventilation and almost half were given antipsychotic medications for delirium. Following ICU discharge 88 percent had cognitive impairment and 60 percent experienced depression, recognized upon their subsequent follow-up as outpatients in the CCRC.
“The ICU survivor population is very heterogeneous which makes it a complicated population to understand and serve,” said Sophia Wang, MD, an implementation scientist at the Center for Health Innovation and Implementation Science and assistant professor of clinical psychiatry at the IU School of Medicine who led the study. “ICU survivors of all ages have high rates of persistent cognitive impairment similar to Alzheimer’s disease. Their complex needs match the traditional complexity of geriatric syndromes.”
According to Dr. Wang, the problems encountered after ICU discharge, known as Post Intensive Care Syndrome or PICS, should be viewed as a multifaceted disorder of cognitive, psychiatric, and physical impairment. Because the CCRC model is equipped to handle those complexities, it is a good fit for the ICU survivor population, regardless of the individual’s age.
“In this study we have demonstrated how novel concepts initially used to create a successful model of collaborative care for dementia were successfully applied to create the CCRC providing innovative collaborative care for ICU survivors,” she said. “We will be conducting future studies of how the CCRC meets the complex needs of ICU survivors and the healthcare systems they navigate.”
Regenstrief Institutehttps://tinyurl.com/y7ld8kjv

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Telemedicine may increase patients’ satisfaction with their medical care

, 26 August 2020/in E-News /by 3wmedia

Cardiovascular disease pervades Appalachia, yet many Appalachians live far from any heart and vascular specialist. Follow-up doctor’s visits in the weeks after cardiovascular surgery can involve hours-long drives down narrow, winding roads.
A recent study led by Albeir Mousa, a professor in the West Virginia University School of Medicine, suggests telemedicine may improve these patients’ satisfaction with their postoperative care as well as their quality of life.
With telemedicine, a healthcare provider can use a computer, tablet or other electronic device to remotely evaluate their patients’ symptoms, diagnose illnesses or injuries, and prescribe treatments. They can also field their patients’ questions.
The 30 participants in Mousa’s study were recovering from vascular surgery. In each case, the surgeon made an incision in the patient’s groin to access the arteries that needed rebuilding or rerouting. Whether the incisions healed without complications was the study’s focus.
Sixteen patients received tablets with Enform—a telemedicine app developed by TeleMed 2020 Inc.—that facilitated communication with nurses managing their care. As part of an in-home monitoring kit, patients also received thermometers, blood pressure cuffs, scales and devices to measure blood oxygen saturation levels.
Each day, patients who had been discharged from the hospital weighed themselves, took their temperature, measured their pulse and blood pressure, and determined their blood oxygen levels using the Enform app. They completed a wellness and symptom tracking quiz that included questions like “How is your pain today?” Each week they answered satisfaction and emotional wellness questions as well. These data, along with photos of the surgical incision sites that patients captured with the app—were made available to the patients’ care team.
Care managers, in turn, logged into the telemedicine platform daily to review the information patients had submitted from their homes. Cares managers received notifications of abnormalities, such as blood pressure spikes and fevers. Based on the information they gathered, the care managers intervened, answered patients’ questions about symptoms or wound care, called in prescriptions, scheduled appointments with physicians, and modified care plans based on consultations with the medical director.
Meanwhile, the other 14 participants had standard-of-care treatment. They received no monitoring equipment, tablet or telemedicine app.
After 30 days, the researchers made a number of comparisons between the two groups. For example, were wound infections more common in one group than the other? Did one group require more hospital readmissions? How did members of each group rate their own well-being? Were they happy with the postoperative care they received?
Hospital-readmission and wound-infection rates did not differ significantly between groups. The researchers attribute this fact to the study’s small sample size. But patients in the telemedicine group scored better on measures of their physical function, mental health and role limitations due to physical health problems. In addition, the vast majority of patients who used the app found it intuitive to use. Using a five-point scale to measure ease of use, 91 percent of patients gave it a score of 4 or 5. A similar percentage of patients said the app enriched the quality of care they received.
Likewise, the telemedicine patients’ scores on quality-of-life assessments surged more dramatically between the study’s beginning and end.
Patients assigned to the telemedicine group lived an average of 60 miles from their vascular care center. Almost a third of them lived more than 77 miles away and had to drive for two to three hours to get there.
“Telemedicine would save a lot of headache in Appalachia—in areas where people don’t even have the money to get in the car to get to the hospital,” said Mousa, who teaches surgery at the WVU Health Sciences Charleston Campus.
He envisions that, one day, patients will be able to download a cell phone app that provides these telemedicine services. That way, they won’t even need a tablet. “Each household has at least one cell phone, and most likely, it’s a smartphone.”
“You’re getting the same service,” he said, “but with a very minor hassle for the patient and the physician.”

West Virginia University
medicine.hsc.wvu.edu/News/Story?headline=wvu-researchers-find-telemedicine-may-increase-patients-satisfaction-with-their-medical-care

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International Day of Radiology 2018 to focus on cardiac imaging

, 26 August 2020/in E-News /by 3wmedia

The International Day of Radiology (IDoR) will be celebrated for the seventh time on November 8, this year focusing on cardiac imaging.
Cardiac imaging is a fast-growing subspecialty of diagnostic radiology that plays a huge part in the assessment and management of heart patients throughout the world. Cardiac radiologists – the experts in charge – supervise or perform imaging examinations, using technology such as computed tomography (CT) and magnetic resonance imaging (MRI), and then interpret the resulting images to diagnose and monitor a wide range of diseases of the heart.
For IDoR 2018, we are highlighting the increasingly important role of radiologists in cardiac care, contributing to the diagnosis, pre-procedural work-up and follow-up of patients with a wide variety of cardiac pathology, from coronary artery disease and leaky heart valves to defects in the size and shape of the heart.
To underline the significance of cardiac imaging in various regions of the world and to show its current place in today’s medical healthcare spectrum, the ESR has conducted numerous interviews with experts throughout Europe, Latin America and Asia, as well as with individuals from Canada, South Africa and Egypt.
The stunning IDoR 2018 poster can again be downloaded on the IDoR website; this year it is available in 30 languages, covering a great variety from Icelandic to Nepalese.
A publication on this year’s main theme is currently in the making; books from previous years on emergency radiology, breast imaging, pediatric imaging, brain imaging and thoracic imaging are still available for download on the IDoR website.
As in previous years, more than 160 radiology-related professional societies from around the world will participate in the International Day of Radiology, holding a range of different events to celebrate, such as public lectures, department open days, conferences, and press events.
The International Day of Radiology was launched in 2012 and is a joint initiative of the European Society of Radiology (ESR), the Radiological Society of North America (RSNA) and the American College of Radiology (ACR). It is an annual event held with the aim of building greater awareness of the value that radiology contributes to safe patient care, and improving understanding of the vital role radiologists play in the healthcare continuum.
November 8, the day that Wilhelm Conrad Röntgen discovered the existence of x-rays in 1895, was chosen as a day of action and awareness. The organizers hope to alert the world to the stunning medical, scientific and even artistic possibilities of medical imaging, the essential role of the radiologist as a part of the healthcare team in countless medical scenarios, and the high educational and professional standards required of all staff working in medical imaging.

idor2018.com
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New method helps make orthotopic brain-tumour imaging clearer and faster

, 26 August 2020/in E-News /by 3wmedia

Nowadays, tumours inside the complex central nervous system remain one of the most challenging cancers to diagnose.
Different from conventional brain-imaging techniques, nearinfrared (NIR) fluorescence imaging demonstrates particular merits including being non-hazardous, offering fast feedback, and having higher sensitivity.
A research team led by Prof. ZHENG Hairong from the Shenzhen Institutes of Advanced Technology (SIAT) of the Chinese Academy of Sciences, in collaboration with Prof. LIU Bin from the University of Singapore, reported the first NIR-II fluorescent molecule with aggregation-induced-emission (AIE) characteristics for dual fluorescence and photoacoustic imaging.
Fluorescence imaging in the second NIR window (NIR-II), compared with the first NIR window (NIR-I), exhibits salient advantages of deeper penetration and higher spatiotemporal resolution, owing to further reduced photon scattering, absorption, and tissue autofluorescence in biological tissues.
Scientists designed a new donor-acceptor (D-A)-tailored NIR-II emissive AIE molecule, and formulated dots showed a high NIR-II fluorescence quantum yield up to 6.2%, owing to the intrinsic aggregation-induced emission nature of the designed molecule.
The AIE dots have been successfully used for dual NIR-II fluorescence and NIR-I photoacoustic imaging for precise non-invasive brain-tumour diagnosis. Based on the same dots, the experiments revealed that NIR-II fluorescence imaging showed a high resolution.
Meanwhile, NIR-I PA imaging intrinsically exhibited higher penetration depth than that of NIR-II fluorescence imaging, which allowed clear delineation of tumour depth in the brain.
The synergetic bimodal imaging with targeting c-RGD-decorated bright AIE nanoparticles showed precise brain-tumour diagnosis with good specificity and high sensitivity, which yielded a high S/B of 4.4 and accurately assessed the depth of tumour location inside brain tissue.
The study demonstrates the promise of NIR-II AIE molecules and their dots in dual NIR-II fluorescence and NIR-I photoacoustic imaging for precise brain cancer diagnostics.

EurekAlert
www.eurekalert.org/pub_releases/2018-06/caos-nmh060818.php

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Machine learning can be used to predict which patients require emergency admission

, 26 August 2020/in E-News /by 3wmedia

Machine learning – a field of artificial intelligence that uses statistical techniques to enable computer systems to ‘learn’ from data – can be used to analyse electronic health records and predict the risk of emergency hospital admissions, a new study from The George Institute for Global Health at the University of Oxford has found.
The research suggests that using these techniques could help health practitioners accurately monitor the risks faced by patients and put in place measures to avoid unplanned admissions, which are a major source of healthcare spending.
‘There were over 5.9 million recorded emergency hospital admissions in the UK in 2017, and a large proportion of them were avoidable,’ said Fatemeh Rahimian, former data scientist at The George Institute UK, who led the research.
‘We wanted to provide a tool that would enable healthcare workers to accurately monitor the risks faced by their patients, and as a result make better decisions around patient screening and proactive care that could help reduce the burden of emergency admissions.’
The study, of 4.6 million patients from 1985 to 2015, was conducted using linked electronic health records from the UK’s Clinical Practice Research Datalink. A wide range of factors was taken into account, including age, sex, ethnicity, socioeconomic status, family history, lifestyle factors, comorbidities, medication and marital status, as well as the time since first diagnosis, last use of the health system and latest laboratory tests.
Using more variables combined with information about their timing, machine learning models were found to provide a more robust prediction of the risk of emergency hospital admission than any models used previously.
‘Our findings show that with large datasets which contain rich information about individuals, machine learning models outperform one of the best conventional statistical models,’ Rahimian said. ‘We think this is because machine learning models automatically capture and ‘learn’ from interactions between the data that we were not previously aware of.’
Whether machine learning models can lead to similarly strong improvements in risk prediction in other areas of medicine requires further research.

University of Oxford www.ox.ac.uk/news/2018-11-21-machine-learning-can-be-used-predict-which-patients-require-emergency-admission

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info@interhospi.com

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How we use cookies

We may ask you to place cookies on your device. We use cookies to let us know when you visit our websites, how you interact with us, to enrich your user experience and to customise your relationship with our website.

Click on the different sections for more information. You can also change some of your preferences. Please note that blocking some types of cookies may affect your experience on our websites and the services we can provide.

Essential Website Cookies

These cookies are strictly necessary to provide you with services available through our website and to use some of its features.

Because these cookies are strictly necessary to provide the website, refusing them will affect the functioning of our site. You can always block or delete cookies by changing your browser settings and block all cookies on this website forcibly. But this will always ask you to accept/refuse cookies when you visit our site again.

We fully respect if you want to refuse cookies, but to avoid asking you each time again to kindly allow us to store a cookie for that purpose. You are always free to unsubscribe or other cookies to get a better experience. If you refuse cookies, we will delete all cookies set in our domain.

We provide you with a list of cookies stored on your computer in our domain, so that you can check what we have stored. For security reasons, we cannot display or modify cookies from other domains. You can check these in your browser's security settings.

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These cookies collect information that is used in aggregate form to help us understand how our website is used or how effective our marketing campaigns are, or to help us customise our website and application for you to improve your experience.

If you do not want us to track your visit to our site, you can disable this in your browser here:

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We also use various external services such as Google Webfonts, Google Maps and external video providers. Since these providers may collect personal data such as your IP address, you can block them here. Please note that this may significantly reduce the functionality and appearance of our site. Changes will only be effective once you reload the page

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U kunt meer lezen over onze cookies en privacy-instellingen op onze Privacybeleid-pagina.

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