Although it is a non-specific procedure that does not identify specific health conditions, it could lead to new biomarkers that clinical laboratories could use for predictive healthcare
Researchers from the Mayo Clinic recently used artificial intelligence (AI) to develop a predictive computational tool that analyzes an individual’s gut microbiome to identify how a person may experience improvement or deterioration in health.
Dubbed the Gut Microbiome Wellness Index 2 (GMWI2), Mayo’s new tool does not identify the presence of specific health conditions but can detect even minor changes in overall gut health.
Built on an earlier prototype, GMWI2 “demonstrated at least 80% accuracy in differentiating healthy individuals from those with any disease,” according to a Mayo news release. “The researchers used bioinformatics and machine learning methods to analyze gut microbiome profiles in stool samples gathered from 54 published studies spanning 26 countries and six continents. This approach produced a diverse and comprehensive dataset.”
“Our tool is not intended to diagnose specific diseases but rather to serve as a proactive health indicator,” said senior study author Jaeyun Sung, PhD (above), a computational biologist at the Mayo Clinic Center for Individualized Medicine: Microbiomics Program in the news release ease. “By identifying adverse changes in gut health before serious symptoms arise, the tool could potentially inform dietary or lifestyle modifications to prevent mild issues from escalating into more severe health conditions, or prompt further diagnostic testing.” For microbiologists and clinical laboratory managers, this area of new knowledge about the human microbiome may lead to multiplex diagnostic assays. (Photo copyright: Mayo Clinic.)
Connecting Specific Diseases with Gut Microbiome
Gut bacteria that resides in the gastrointestinal tract consists of trillions of microbes that help regulate various bodily functions and may provide insights regarding the overall health of an individual. An imbalance in the gut microbiome is associated with an assortment of illnesses and chronic diseases, including cardiovascular issues, digestive problems, and some cancers and autoimmune diseases.
To develop GMWI2, the Mayo scientists provided the machine-learning algorithm with data on microbes found in stool samples from approximately 8,000 people collected from 54 published studies. They looked for the presence of 11 diseases, including colorectal cancer and inflammatory bowel disease (IBS). About 5,500 of the subjects had been previously diagnosed with one of the 11 diseases, and the remaining people did not have a diagnosis of the conditions.
The scientists then tested the efficacy of GMWI2 on an additional 1,140 stool samples from individuals who were diagnosed with conditions such as pancreatic cancer and Parkinson’s disease, compared with those who did not have those illnesses.
The algorithm gives subjects a score between -6 and +6. People with a higher GMWI2 score have a healthier microbiome that more closely resembles individuals who do not have certain diseases.
Likewise, a low GMWI2 score suggests the individual has a gut microbiome that is similar to those who have specific illnesses.
Highly Accurate Results
According to their study, the researchers determined that “GMWI2 achieves a cross-validation balanced accuracy of 80% in distinguishing healthy (no disease) from non-healthy (diseased) individuals and surpasses 90% accuracy for samples with higher confidence,” they wrote in Nature Communications.
Launched in 2020, the original GMWI (Gut Microbiome Wellness Index) was trained on a much smaller number of samples but still showed similar results.
The researchers tested the enhanced GMWI2 algorithm across various clinical schemes to determine if the results were similar. These scenarios included individuals who had previous fecal microbiota transplants and people who had made dietary changes or who had exposure to antibiotics. They found that their improved tool detected changes in gut health in those scenarios as well.
“By being able to answer whether a person’s gut is healthy or trending toward a diseased state, we ultimately aim to empower individuals to take proactive steps in managing their own health,” Sung said in the news release.
The Mayo Clinic team is developing the next version of their tool, which will be known as the Gut Microbiome Wellness Index 3. They plan to train it on at least 12,000 stool samples and use more sophisticated algorithms to decipher the data.
More research and studies are needed to determine the overall usefulness of Mayo’s Gut Microbiome Wellness Index and its marketability. Here is a world-class health institution disclosing a pathway/tool that analyzes the human microbiome to identify how an individual may be experiencing either an improvement in health or a deterioration in health.
The developers believe it will eventually help physicians determine how patients’ conditions are improving or worsening by comparing the patients’ microbiomes to the profiles of other healthy and unhealthy microbiomes. As this happens, it would create a new opportunity for clinical laboratories to perform the studies on the microbiomes of patients being assayed in this way by their physicians.
New clinical laboratory test could replace conventional spinal tap for diagnosing neurodegenerative disease
In a proof-of-concept study, University of Pittsburgh (Pitt) scientists validated a clinical laboratory test that measures more than 100 different genetic sequences associated with Alzheimer’s disease. The Pitt researchers believe the new diagnostic platform could help clinicians “capture the multifaceted nature of Alzheimer’s pathology and streamline early disease diagnostics,” according to a news release.
Clinical laboratory blood tests that detect biomarkers such as phosphorylated tau protein (pTau) have emerged in studies as diagnostic possibilities for Alzheimer’s disease, which is traditionally diagnosed using a lumbar puncture (spinal tap) procedure.
In their paper, neuroscientist Thomas Karikari, PhD, Assistant Professor of Psychiatry at University of Pittsburgh, lead author of the study, and his research team acknowledged that progress has been made in detecting Alzheimer’s disease with blood-based biomarkers. However, they note that “two key obstacles remain: the lack of methods for multi-analyte assessments and the need for biomarkers for related pathophysiological processes like neuroinflammation, vascular, and synaptic dysfunction.”
The Pitt scientists believe the focus on so-called “classical Alzheimer’s blood biomarkers” limits exploration of neurodegenerative disease.
“Alzheimer’s disease should not be looked at through one single lens. Capturing aspects of Alzheimer’s pathology in a panel of clinically validated biomarkers would increase the likelihood of stopping the disease before any cognitive symptoms emerge,” said neuroscientist Thomas Karikari, PhD (above), Assistant Professor of Psychiatry, University of Pittsburgh, and lead author of the study in a news release. Should further studies prove Pitt’s research sound, clinical laboratories may have a replacement test for diagnosing neurodegenerative disease. (Photo copyright: University of Pittsburgh.)
On its website, Alamar Biosciences explains that the disease panel offers neurological researchers:
“Multiplexed analysis of 120 neuro-specific and inflammatory proteins from 10 µl of plasma or CSF (cerebrospinal fluid).
Detection of “critical biomarkers—including pTau-217, GFAP (glial fibrillary acidic protein), NEFL (neurofilament light polypeptide) and alpha-synuclein.”
The NULISAseq test works with “a proprietary sequential immunocomplex capture and release mechanism and the latest advances in next-generation sequencing,” according to the company.
Inside Precision Medicine noted that the Alamar Biosciences assay enabled Pitt scientists to detect:
Biomarkers (usually found in CSF) “correlating with patients’ amyloid positivity status and changes in amyloid burden over time,” and,
Biomarkers including “neuroinflammation, synaptic function, and vascular health, which had not previously been validated in blood samples.”
“The performance of the NULISA platform was independently validated against conventional assays for classic Alzheimer’s biomarkers for each sample. Biomarker profiles over two years were also compared with imaging-based measures of amyloid, tau, and neurodegeneration,” LabMedica reported.
Opportunity to Track Alzheimer’s
Karikari sees the diagnostic platform being used to track individuals’ blood biomarker changes over time.
In their Molecular Neurodegeneration paper, the Pitt researchers wrote, “These (results) were not limited to markers such as pTau217, p-Tau231, p-Tau181, and GFAP, the elevation of which have consistently shown strong associations with brain Aβ [amyloid beta] and/or tau load, but included novel protein targets that inform about the disease state of the individual in different pathological stages across the biological Alzheimer’s disease continuum.”
About seven million Americans are affected by Alzheimer’s disease, according to the Alzheimer’s Association, which estimated that figure will grow to 13 billion by 2050.
Further studies by Karikari may include larger samples and greater diversity among the people studied, Inside Precision Medicine noted.
“[Karikari’s] lab is developing a predictive model that correlates biomarker changes detected using NULISAseq with brain autopsy data and cognitive assessments collected over the course of several years. Their goal is to identify blood biomarkers that can help stage the disease and predict its progression, both for decision-making around clinical management and treatment plans,” the Pitt news release states.
The Pitt scientists have developed a multiplex test that works with 100 different genetic sequences associated with Alzheimer’s. Such advances in the understanding of the human genome are giving scientists the opportunity to combine newly identified gene sequences that have a role in specific disease states.
In turn, as further studies validate the value of these biomarkers for diagnosing disease and guiding treatment decisions, clinical laboratories will have new assays that deliver more value to referring physicians and their patients.
Small handheld device uses sound waves to detect certain clinical laboratory biomarkers in blood samples
University of Colorado Boulder researchers have developed a novel technology that uses sound waves to test for biomarkers in blood samples. In addition to being very easy to use, the handheld device is portable, highly sensitive, and delivers results in minutes. Though not ready for clinical use, this is yet another example of how researchers are developing faster diagnostic tests that can be performed in near-patient settings, and which do not have to be done in core laboratories, shortening time to answer.
The small instrument—referred to as an “acoustic pipette”—delivers sound waves to tiny particles within the device called “functional negative acoustic contrast particles” (fNACPs). These particles are cell-sized balls that can be customized with different coatings to identify specific biomarkers—such as viruses or proteins—in tiny blood samples, according to a news release.
To operate the device, the custom fNACPs are mixed with a drop of blood and then placed inside the acoustic pipette. The mixture is then blasted with sound waves, which forces particles carrying certain biomarkers to one side of the chamber where they are trapped while the rest of the blood is expelled. The captured biomarkers are then labeled with fluorescent tags and examined with lasers to determine how much of a specific biomarker is present.
“We’re basically using sound waves to manipulate particles to rapidly isolate them from a really small volume of fluid,” said Cooper Thome (above), PhD candidate in Chemical and Biological Engineering at UC Boulder and first author of the study in a news release. “It’s a whole new way of measuring blood biomarkers,” he added. Should further studies validate this approach, clinical laboratories may be able to use this technology to perform diagnostic tests with smaller volumes of patient samples. (Photo copyright: University of Colorado Boulder.)
Blood Testing Quickly and in Multiple Settings
To test their invention, the UC Boulder researchers examined antibodies against a protein called ovalbumin, which is found in egg whites and often used in the development of various vaccines. The scientists discovered that their device could detect the antibodies even in low amounts.
Current rapid tests known as lateral-flow assays can detect specific biomarkers in blood or urine samples but cannot determine how much of the biomarker is present. Enzyme-linked immunotherapy assays (ELISA), the leading clinical laboratory blood test, requires expensive equipment and can take hours to days for results to be received.
With UC Boulder’s new handheld device, tiny blood samples collected from a single finger prick could ensure accurate test results are available quickly at the point of care as well as outside of traditional healthcare settings. This would greatly benefit people in developing nations and underserved communities and may help ease test anxiety for individuals who are apprehensive about traditional blood tests.
“We’ve developed a technology that is very user friendly, can be deployed in various settings, and provides valuable diagnostic information in a short time frame,” said Wyatt Shields IV, PhD, Assistant Professor, Department of Chemical and Biological Engineering, UC Boulder, and senior author of the research in the news release.
“In our paper, we demonstrate that this pipette and particle system can offer the same sensitivity and specificity as a gold-standard clinical test can but within an instrument which radically simplifies workflows,” he added. “It gives us the potential to perform blood diagnostics right at the patient’s bedside.”
The graphic above, taken from UC Boulder’s published paper, illustrates how “fNACPs capture target biomarkers from whole blood samples. fNACPs are purified from blood components by acoustic trapping and captured biomarkers are labeled with a fluorescent antibody within the acoustic pipette. fNACP fluorescence is then measured to determine biomarker presence and concentration.” (Graphic/caption copyright: University of Colorado Boulder.)
Not Like Theranos
The authors of the UC Boulder study are cognizant of some skepticism surrounding the field of biosensing, especially after the downfall of Theranos. The scientists insist their technology is different and based on systematic experiments and peer-reviewed research.
“While what they (Theranos) claimed to do isn’t possible right now, a lot of researchers are hoping something similar will be possible one day,” said Thome in the news release. “This work could be a step toward that goal—but one that is backed by science that anybody can access.”
The device is still in its initial proof-of-concept stage, but the UC Boulder scientists have applied for patents for the apparatus and are searching for ways to scale its use and expand its capabilities.
“We think this has a lot of potential to address some of the longstanding challenges that have come from having to take a blood sample from a patient, haul it off to a lab, and wait to get results back,” Shields noted.
More research, studies, and regulatory reviews will be needed before this technology becomes available for regular, widespread use. But UC Boulder’s new blood testing device is another example of a research team using novel technology to test for known biomarkers in ways that could improve standard clinical laboratory testing.
Clinical laboratory executives and pathology leaders may want to develop strategies for supporting the growing numbers of at-home screening and diagnostic test users
Findings of a national poll conducted by the University of Michigan (U-M) exploring consumers’ purchases suggests seniors are becoming more comfortable with ordering and using at-home medical testing. Their choice of tests and opinions may be of interest to clinical laboratory executives, pathologists, and primary care physicians considering programs to support self-test purchasers.
The researchers found that 48% of adults, ages 50 to 80, purchased at least one at-home medical test, and that 91% of the buyers indicated intentions to purchase another test in the future, according to a U-M news release.
In their paper, they note that “validity, reliability, and utility of at-home tests is often uncertain.” Further, understanding and responding to test results—especially since caregivers may not have ordered them—could lead to “a range of unintended consequences,” they wrote.
“As a primary care doctor, I would want to know why my patient chose to take an at-home test that I didn’t order for them. We also need to understand in greater detail why folks use at-home tests instead of traditional means, beyond convenience,” said the U-M study’s lead author Joshua Rager, MD, a research scientist at William M. Tierney Center for Health Services Research at Regenstrief Institute, who is now an assistant professor of medicine, Indiana University, in a news release. The findings of the U-M study will be of interest to clinical laboratory executives and pathology leaders. (Photo copyright: Regenstrief Institute.)
Free COVID-19 Tests Ignite At-Home Testing
In their Journal of Health Care paper, the U-M researchers speculate that curiosity in at-home testing may have been propelled by the offer of free COVID-19 tests by the US government starting in 2021 during the pandemic.
They also noted the different ways at-home test kits are performed by healthcare consumers. Some, such as COVID-19 rapid antigen tests, return results to users in a few moments similar to pregnancy tests. Others involve self-collecting specimens, such as a stool sample, then sending the specimen to a clinical laboratory for analysis and results reporting to physicians.
Of those older adults who participated in U-M’s National Poll on Healthy Aging study, the following bought at-home medical tests online or from pharmacies and supermarkets, according to U-M’s paper:
As to perceptions of at-home medical testing by users, when polled on their test experience, the surveyed seniors reported the following:
75.1% perceived at-home medical tests to be more convenient than conventional medical tests.
59.9% believe the tests “can be trusted to give reliable results.”
54.8% believe the tests “are regulated by government.”
66% called them a “good value.”
93.6% indicated results “should be discussed with my doctor.”
Inconsistency in how people shared test results with their healthcare providers was a concern voiced by the researchers.
“While nearly all patients who had bought an at-home cancer screening test shared the results with their primary care provider, only about half of those who tested for an infection other than COVID-19 had. This could have important clinical implications,” the researchers wrote in their paper.
Confusion over Government Regulation
The U-M study also revealed consumer misunderstanding about government regulation of at-home clinical laboratory tests purchased over-the-counter.
The US Food and Drug Administration (FDA) cleared “some diagnostic at-home tests for over-the counter use. But many tests on the market are unregulated or under-regulated,” the authors wrote, adding, “Our results suggest, however, that patients generally believe at-home tests are regulated by government, but a substantial minority did not, which may reflect public confusion in how at-home testing is regulated.”
Women, College-Educated Buy More At-Home Tests
Purchase of at-home tests varies among groups, as follows, the news release noted:
56% and 61% of older adults with a college degree or household income above $100,000, respectively, were “much more likely” to buy at-home tests than people in other income and education brackets.
87% of women would buy at-home tests again compared with 76% of men.
89% of college-educated people would purchase the tests again, compared with 78% of people with high school educations or less.
Future U-M research may explore consumers’ awareness/understanding concerning federal regulations of at-home testing, Rager noted.
“At-home tests could be used to address disparities in access to care. We hope these findings will inform regulators and policymakers and spark future research on this topic,” he said in the news release.
The U-M Institute for Healthcare Policy and Innovation survey results confirm that the country’s senior generations are becoming comfortable with at-home and self-testing options. As Dark Daily has previously suggested, clinical laboratories may want to develop service offerings and a strategy for supporting patients who want to perform their own lab tests at home.
Should further study validate these findings, clinical laboratories managing hospital blood banks would be among the first to benefit from an abundance of universal donor blood
In a surprising outcome for microbiome research, scientists at the Technical University of Denmark (DTU) and Sweden’s Lund University discovered that the bacteria Akkermansia muciniphila, which resides in the human gut, produces enzymes that can be used to process whole blood in ways that could help produce type-O blood. This “universal” blood type can be given to patients during transfusions when other blood types are in short supply.
Receiving the wrong type of blood via a transfusion could result in a fatal reaction where the immune system launches an attack on foreign antigens. As blood bankers and clinical laboratory scientists know, the A antigens in type A blood are not compatible with the B antigens in type B blood. Type-O blood completely lacks these antigens, which explains why it can be used for individuals of any blood type.
The DTU/Lund discovery—still in its initial stages of development—could eventually give blood bankers in hospital laboratories a way to expand their supply of universal type-O blood. Although individuals with type-O blood are universal donors, often the available supply is inadequate to meet the demand.
“For the first time, the new enzyme cocktails not only remove the well-described A and B antigens, but also extended variants previously not recognized as problematic for transfusion safety,” said Maher Abou Hachem, PhD, Professor of Biotechnology and Biomedicine at DTU, one of the authors of the study, in a news release.
Discovering a way that ensures any blood type can donate blood for all blood types could increase the supply of donor blood while reducing the costs and logistics affiliated with storing four separate blood types. Additionally, the production of a universal blood type using gut microorganisms could reduce the waste associated with blood products nearing their expiration dates.
“We are close to being able to produce universal blood from group B donors, while there is still work to be done to convert the more complex group A blood,” said Maher Abou Hachem, PhD (above), Professor of Biotechnology and Biomedicine at DTU in a news release. “Our focus is now to investigate in detail if there are additional obstacles and how we can improve our enzymes to reach the ultimate goal of universal blood production,” he added. Hospital clinical laboratories that manage blood banks will be among the first to benefit from this new process once it is developed and cleared for use in patient care. (Photo copyright: Technical University of Denmark.)
Creating Universal Donor Blood
The bacterium Akkermansia muciniphila is abundant in the guts of healthy humans. It produces valuable compounds, and it is able to break down mucus in the gut and can have significant, positive effects on body weight and metabolic markers.
“What is special about the mucosa is that bacteria, which are able to live on this material, often have tailor-made enzymes to break down mucosal sugar structures, which include blood group ABO antigens. This hypothesis turned out to be correct,” Hachem noted in the DTU news release.
“Instead of doing the work ourselves and synthesizing artificial enzymes, we’ve asked the question: What looks like a red [blood] cell surface? The mucus in our gut does. So, we simply borrowed the enzymes from the bacteria that normally metabolize mucus and then applied them to the red [blood] cells,” Martin Olsson MD, PhD, professor of hematology and transfusion medicine at Lund University, told Live Science. “If you think about it, it’s quite beautiful.”
The researchers successfully identified long strings of sugar structures known as antigens that render one blood type incompatible with another. These antigens define the four blood types: A, B, AB and O. They then used a solution of gut bacteria enzymes to remove the sugar molecules present on the surface of red blood cells (RBCs).
“We biochemically evaluated 23 Akkermansiaglycosyl hydrolases and identified exoglycosidase combinations which efficiently transformed both A and B antigens and four of their carbohydrate extensions,” the study authors wrote in Nature Microbiology. “Enzymatic removal of canonical and extended ABO antigens on RBCs significantly improved compatibility with group O plasmas, compared to conversion of A or B antigens alone. Finally, structural analysis of two B-converting enzymes identified a previously unknown putative carbohydrate-binding module.”
“Universal blood will create a more efficient utilization of donor blood, and also avoid giving ABO-mismatched transfusions by mistake, which can otherwise lead to potentially fatal consequences in the recipient. When we can create ABO-universal donor blood, we will simplify the logistics of transporting and administering safe blood products, while at the same time minimizing blood waste,” Olsson said in the news release.
Future Progress
The researchers have applied for a patent for the enzymes and their method of enzyme treatment. The two educational institutions hope to make further progress on this joint project over the next three years. They eventually hope to test their theory in controlled patient trials and make it available for commercial production and clinical use.
More research and clinical studies are needed to prove the effectiveness of this discovery. Clinical laboratory professionals—particularly those who manage hospital blood banks—will want to follow DTU’s research. It could someday lead to the availability of a more abundant supply of universal donor blood for transfusions.
Trend will likely lead to physicians ordering more clinical laboratory screening tests for cancer among all age groups, including young patients
Upticks in colorectal cancer cases among younger populations, as reported in recent news stores, is an issue that has implications for clinical laboratories. According to a study conducted at the University of Missouri-Kansas City (UMKC), the number of colorectal cancer cases in the US has increased greatly since 1999 with the “most dramatic jumps” seen in children, teens, and young adults, a Digestive Disease Week (DDW) news release reported.
“Colorectal cancer is no longer considered just a disease of the elderly population,” said lead researcher Islam Mohamed, MD, an internal medicine resident physician at UMKC. “It’s important that the public is aware of signs and symptoms of colorectal cancer.”
The researchers noted in the DDW news release that “colorectal cancer cases, over about two decades, increased by 500% among children, ages 10 to 14; 333% in teens, ages 15 to 19; and 185% among young adults, ages 20 to 24.”
“[The results of the UMKC study] means that there is a trend. We don’t know what to make of it yet. It could be lifestyle factors or genetics, but there is a trend,” lead researcher Islam Mohamed, MD (above), Internal Medicine Resident, University of Missouri-Kansas City, told NBC News. If proved, this trend could lead to increased demand for clinical laboratory screening tests for colorectal and other cancers among young people. (Photo copyright: Digestive Disease Week.)
0.6/100,000 children ages 10 to 14 (a 500% increase).
1.3/100,000 teens ages 15 to 19 (a 333% increase).
Two/100,000 young adults ages 20 to 24 (a 185% increase).
Albeit small numbers, the cases are growing at a rate that is troublesome, according to experts. As NBC put it, “any increase can take on a larger significance” when rates begin at low points.
The study also found incidence of colorectal cancer up in people in their 30s and 40s, reaching by 2020:
6.5/100,000 people ages 30 to 34 (a 71% increase).
11.7/100,000 people ages 35 to 39 (a 58% increase).
20/100,000 people ages 40 to 44 (a 37% increase).
Screening Guidelines May Need to Change
Further research based on UMKC’s study findings could lead to changes in cancer screening guidelines.
“We were screening people from the age of 60 for colon cancer. This has now been lowered to 55, and that is due to be lowered again to 50 over the next few months,” Jude Tidbury, RN, nurse endoscopist and clinical nurse specialist, gastroenterology and endoscopy, at the UK’s East Sussex Healthcare NHS Trust, told Healthline.
In the US, the American Cancer Society advises people of average risk for cancer to start screening for colorectal cancer at age 45. The test options ACS recommends annually include:
What is behind early-onset colorectal cancer among certain age groups? An international study led by Fred Hutchinson Cancer Center (Fred Hutch), Seattle, found “strong correlations” with consuming alcohol and being obese with early-onset colorectal cancer in adults under age 50, according to a news release.
The researchers set out to explore the common genetic variants and causal modifiable risk factors that are behind early-onset colorectal cancer, according to a paper they published in the journal Annals of Oncology.
To do so they used big databases, pulling out 6,176 early-onset colorectal cancer cases and 65,829 controls from sources including:
They focused on “lifestyle factors increasing risk” by comparing the genetic variations in those with colorectal cancer to healthy people, the Fred Hutch news release explained.
“It’s important to see that alcohol and obesity are linked to early-onset colorectal cancer. Also, insulin signaling and infection-related biological pathways. These are all really important to understand—it’s helping us to develop interventions,” said Ulrike Peters, PhD, Professor and Associate Director, Public Health Services Division, Fred Hutch, who co-led the research, in the news release.
Peters noted future research may aim to address data gaps relating to racial and ethnic groups.
More Colorectal Cancer Tests
As studies continue to explore the notion that cancer may not be a disease of aging,
clinical laboratories could see more primary care physicians and healthcare consumers using colorectal cancer screening tests, which require analysis and reporting by labs.
Medical laboratory leaders may want to proactively encourage lab sales and service representatives to educate physician office staff about using the lab’s available resources for screening young adults for colorectal cancer.
