Speakers at this week’s Executive War College in San Antonio explained that the way records are collected and stored plays a large part in the long-term usefulness of clinical laboratory data
Data structure as a term may not flow off the lips of clinical laboratory and pathology laboratory managers, but it should be top-of-mind. Well-structured data improves reimbursements and, in aggregated form, can be an enticing avenue to partnerships with outside parties.
Data structure refers to the makeup of digital records—in other words, how data is collected, stored, and accessed. Structured information offers consistency and is easier to analyze and share.
“You have to make sense of all that messy data, and that’s a heavy lift,” she said. “Results are not standardized.”
Appeals Payments Increase with More Clinical Data
Data quality can improve claim reimbursement appeals, Goede noted. When a more complete clinical record is provided to payors, they are more likely to reimburse for services.
According to information Goede covered along with Julie Ramage, Director of Precision Medicine Quality Initiatives and Partnerships at biopharmaceutical company AstraZeneca, when appealing a denied claim for a colon cancer molecular test, for example, the average appeal payment was $318 without cross-specialist clinical records.
Meanwhile, payment for a similar claim appeal which included that added data jumped to $612!
This information is often available, but may not be structured in a way that makes it easy to share with a payer. “You really have to be thinking about what elements you need,” Goede said.
Market for Structured, Anonymized Lab Data
Clinical laboratories that want to provide or sell anonymized, aggregated data to outside parties—such as research firms or pharmaceutical companies—also need to pursue efficient data structure. The re-use of existing, high-quality lab data can create a new business revenue stream.
“But it has to be more than that vanilla, male/female, date-of-birth stuff,” Ramage noted.
For example, she said, genetic testing builds up data registries, and that’s what pharma is looking for to find patients early on.
“If you don’t have a way to structure your data, you’re not going to be able to play in the sandbox,” she added.
Co-presenters Julie Ramage (left), Director of Precision Medicine Quality Initiatives and Partnerships at AstraZeneca Pharmaceuticals, and Patricia Goede, PhD (right), Vice President of Clinical Informatics at XIFIN, Inc., answer attendee questions about data structure during their presentation at this week’s Executive War College Conference on Laboratory and Pathology Management in San Antonio. To register for EWC 2022 and receive a special early-bird rate, click here by November 6.
How Clinical Laboratories Can Improve Clinical Data Structure
Here are some tips for clinical laboratory executives to consider as they tackle data structure:
Standardize how to enter patient information and test results. A common problem with data input is that the same information is entered differently over time. For example, various patient records might refer to dates in different ways: November 1, 2021, can also be entered as 11/1/21, 11/1/2021, or 11-01-21. Structured data uses a single way to list dates in records. This lesson applies to all similar clinical data.
Use dropdown menu choices instead of free-typing, open fields. An online box to enter a test result can create a variety of entries that affect data structure. While not perfect, drop-down options create a consistent set of entries, Goede said.
Ask patient advocacy groups about common nomenclature. Clinical laboratory data should reflect how patients speak, Ramage said. For example, do patients refer to genomic and genetic testing as the same thing? Establishing more consistency improves data structure as records are updated.
Enlist your organization’s IT or research team for help. Tech workers and principal investigators can easily look at clinical laboratory data and tell what information is missing or inconsistent, said Cheryl Schleicher, Director of IT Strategy at Northwell Health Labs in Lake Success, NY. Schleicher attended this week’s Executive War College.
Look Further into Clinical Laboratory Data Structure
Data structure can help clinical laboratories and pathology laboratories grab more reimbursement dollars and potentially sell anonymized data to external partners.
It is an area many lab executives are not familiar with and need to investigate more, particularly following the accelerated move to digital lab services during the COVID-19 pandemic. Your organization’s IT department or Chief Information Officer can be a useful ally.
If you could not make it to this week’s Executive War College, then join us for our next Executive War College on April 27-28, 2022, in New Orleans. Click here to take advantage of special early-bird pricing for this critical event.
Proteins in human saliva make up its proteome and may be the key to new, precision medicine diagnostics that would give clinical pathologists new capabilities to identify disease
Clinical pathologists may soon have an array of new precision medicine diagnostic tools based on peoples’ saliva. There are an increasing number of “–omes” that can be the source of useful diagnostic biomarkers for developing clinical laboratory tests. The latest is the world’s first saliva protein biome wiki.
Called the Human Salivary Proteome Wiki (HSP Wiki), the “public data platform,” which was created by researchers at the University of Buffalo, is the “first of its kind,” according to Labroots, and “contains data on the many thousands of proteins present in saliva.”
The HSP Wiki brings together data from independent studies on proteins present in human saliva. One of the researchers’ goals is to speed up the development of saliva-based diagnostics and personalized medicine tools.
In “The Human Salivary Proteome Wiki: A Community-Driven Research Platform,” published in the Journal of Dental Research, the researchers wrote, “Saliva has become an attractive body fluid for on-site, remote, and real-time monitoring of oral and systemic health. At the same time, the scientific community needs a saliva-centered information platform that keeps pace with the rapid accumulation of new data and knowledge by annotating, refining, and updating the salivary proteome catalog.
“We developed the Human Salivary Proteome (HSP) Wiki as a public data platform for researching and retrieving custom-curated data and knowledge on the saliva proteome. … The HSP Wiki will pave the way for harnessing the full potential of the salivary proteome for diagnosis, risk prediction, therapy of oral and systemic diseases, and preparedness for emerging infectious diseases,” they concluded.
“This community-based data and knowledge base will pave the way to harness the full potential of the salivary proteome for diagnosis, risk prediction, and therapy for oral and systemic diseases, and increase preparedness for future emerging diseases and pandemics,” Stefan Ruhl, DDS, PhD (above right, with Omer Gokcumen, PhD, Associate Professor of Biological Sciences on left), Professor, Department of Oral Biology, University of Buffalo, and lead researcher of the study, told Labroots. Development of precision medicine clinical laboratory diagnostics is part of their research goals. (Photo copyright: University of Buffalo.)
Where Does Saliva Come From?
Saliva is a complex biological fluid that has long been linked to oral health and the health of the upper gastrointestinal tract. Only recently, though, have scientists begun to understand from where in the body saliva proteins originate.
The authors wrote: “Salivary proteins are essential for maintaining health in the oral cavity and proximal digestive tract, and they serve as potential diagnostic markers for monitoring human health and disease. However, their precise organ origins remain unclear.
“Through transcriptomic analysis of major adult and fetal salivary glands and integration with the saliva proteome, the blood plasma proteome, and transcriptomes of 28+ organs, we link human saliva proteins to their source, identify salivary-gland-specific genes, and uncover fetal- and adult-specific gene repertoires,” they added.
“Our results pave the way for future investigations into glandular biology and pathology, as well as saliva’s use as a diagnostic fluid,” the researchers concluded.
Saliva plays a crucial role in digestion by breaking down starches. It also provides a protective barrier in the mouth. When salivary glands malfunction, patients can face serious health consequences. Although clinicians and scientists have long understood the importance of saliva to good health, the question now is whether it contains markers of specific diseases.
“The Human Salivary Proteome Wiki contains proteomic, genomic, transcriptomic data, as well as data on the glycome, sugar molecules present on salivary glycoproteins. New data goes through an interdisciplinary team of curators, which ensures that all input data is accurate and scientifically sound,” noted Labroots.
The graphic above “shows the interconnectedness of the thousands of salivary proteins originating from blood plasma, parotid glands, and submandibular and sublingual glands. The diagram is one of many tools available to researchers and clinicians through the Human Salivary Proteome Wiki,” noted a UBNow blog post. (Graphic copyright: University of Buffalo.)
Omics and Their Role in Clinical Laboratory Diagnostics
Proteomics is just one of several hotly-researched -omics that hold the potential to develop into important personalized medicine and diagnostics tools for pathologists. Genomics is a related area of research being studied for its potential to benefit precision medicine diagnostics.
However, unlike genomes, which do not change, proteomes change constantly. That is one of the main reasons studying the human salivary proteome could lead to valuable diagnostics tools.
Combining the study of the -omes with tools like mass spectrometry, a new era of pathology may be evolving. “With the rapid decrease in the costs of omics technologies over the past few years, whole-proteome profiling from tissue slides has become more accessible to diagnostic labs as a means of characterization of global protein expression patterns to evaluate the pathophysiology of diseases,” noted Pathology News.
Saliva and the Age of Precision Medicine
The study of the -omes may be an important element in the evolution of precision medicine, because of its ability to provide information about what is happening in patients’ bodies at the point of care.
Thus, a full understanding of the proteome of saliva and what causes it to change in response to different health conditions and diseases could open the door to an entirely new branch of diagnostics and laboratory medicine. It is easy and non-invasive to gather and, given that saliva contains so much information, it offers an avenue of study that may improve patients’ lives.
It also would bring us closer to the age of precision medicine where clinical laboratory scientists and pathologists can contribute even more value to referring physicians and their patients.
Unlike most other CRISPR/Cas-9 therapies that are ex vivo treatments in which cells are modified outside the body, this study was successful with an in vivo treatment
Use of CRISPR-Cas9 gene editing technology for therapeutic purposes can be a boon for clinical laboratories. Not only is this application a step forward in the march toward precision medicine, but it can give clinical labs the essential role of sequencing a patient’s DNA to help the referring physician identify how CRISPR-Cas9 can be used to edit the patient’s DNA to treat specific health conditions.
Most pathologists and medical lab managers know that CRISPR-Cas9 gene editing technology has been touted as one of the most significant advances in the development of therapies for inherited genetic diseases and other conditions. Now, a pair of biotech companies have announced a milestone for CRISPR-Cas9 with early clinical data involving a treatment delivered intravenously (in vivo).
As with other therapies, determining which patients are suitable candidates for specific treatments is key to the therapy’s success. Therefore, clinical laboratories will play a critical role in identifying those patients who would most likely benefit from a CRISPR-delivered therapy.
Such is the goal of precision medicine. As methods are refined that can correct unwelcome genetic mutations in a patient, the need to do genetic testing to identify and diagnose whether a patient has a specific gene mutation associated with a specific disease will increase.
Cleveland Clinic describes ATTR amyloidosis as a “protein misfolding disorder” involving transthyretin (TTR), a protein made in the liver. The disease leads to deposits of the protein in the heart, nerves, or other organs.
According to Intellia and Regeneron, NTLA-2001 is designed to inactivate the gene that produces the protein.
The interim clinical trial data indicated that one 0.3 mg per kilogram dose of the therapy reduced serum TTR by an average of 87% at day 28. A smaller dose of 0.1 mg per kilogram reduced TTR by an average of 52%. The researchers reported “few adverse events” in the six study patients, “and those that did occur were mild in grade.”
Current treatments, the companies stated, must be administered regularly and typically reduce TTR by about 80%.
“These are the first ever clinical data suggesting that we can precisely edit target cells within the body to treat genetic disease with a single intravenous infusion of CRISPR,” said Intellia President and CEO John Leonard, MD, in a press release. “The interim results support our belief that NTLA-2001 has the potential to halt and reverse the devastating complications of ATTR amyloidosis with a single dose.”
He added that “solving the challenge of targeted delivery of CRISPR-Cas9 to the liver, as we have with NTLA-2001, also unlocks the door to treating a wide array of other genetic diseases with our modular platform, and we intend to move quickly to advance and expand our pipeline.”
“It’s an important moment for the field,” MIT biomedical engineer Daniel Anderson, PhD (above), told Nature. Anderson is Professor, Chemical Engineering and Institute for Medical Engineering and Science at the Koch Institute for Integrative Cancer Research at MIT. “It’s a whole new era of medicine,” he added. Advances in the use of CRISPR-Cas9 for therapeutic purposes will create the need for clinical laboratories to sequence patients’ DNA to help physicians determine the best uses for a CRISPR-Cas9 treatment protocol. (Photo copyright: Massachusetts Institute of Technology.)
In Part 2 of the Phase 1 trial, Intellia plans to evaluate the new therapy at higher doses. After the trial is complete, “the company plans to move to pivotal studies for both polyneuropathy and cardiomyopathy manifestations of ATTR amyloidosis,” the press release states.
Previous clinical trials reported results for ex vivo treatments in which cells were removed from the body, modified with CRISPR-Cas9 techniques, and then reinfused. “But to be able to edit genes directly in the body would open the door to treating a wider range of diseases,” Nature reported.
How CRISPR-Cas9 Works
On its website, CRISPR Therapeutics, a company co-founded by Emmanuelle Charpentier, PhD, a director at the Max Planck Institute for Infection Biology in Berlin, and inventor of CRISPR-Cas9 gene editing, explained that the technology “edits genes by precisely cutting DNA and then letting natural DNA repair processes take over.” It can remove fragments of DNA responsible for causing diseases, as well as repairing damaged genes or inserting new ones.
The therapies have two components: Cas9, an enzyme that cuts the DNA, and Guide RNA (gRNA), which specifies where the DNA should be cut.
Charpentier and biochemist Jennifer Doudna, PhD, Nobel Laureate, Professor of Chemistry, Professor of Biochemistry and Molecular Biology, and Li Ka Shing Chancellor’s Professor in Biomedical and Health at the University of California Berkeley, received the 2020 Nobel Prize in Chemistry for their work on CRISPR-Cas9, STAT reported.
It is important to pathologists and medical laboratory managers to understand that multiple technologies are being advanced and improved at a remarkable pace. That includes the technologies of next-generation sequencing, use of gene-editing tools like CRISPR-Cas9, and advances in artificial intelligence, machine learning, and neural networks.
At some future point, it can be expected that these technologies will be combined and integrated in a way that allows clinical laboratories to make very early and accurate diagnoses of many health conditions.
Of interest to clinical pathologists is the finding that sequencing the genomes of Humans and Neanderthals revealed a link between severity of COVID-19 infections and Neanderthal DNA
Genetic scientists from the University of California Santa Cruz have learned that just 7%—or less—of our DNA is unique to the human species, with the remainder of our genomes coming from other archaic species, such as Neanderthal and Denisovan.
Why should this matter to pathologists and clinical laboratories? Because a broader knowledge of how DNA evolves may help researchers and healthcare providers better understand how a modern family’s DNA can change over generations. In turn, these insights may lead to precision medicine tools for personalized diagnosis and treatment.
“We find that a low fraction, 1.5 to 7%, of the human genome is uniquely human, with the remainder comprising lineages shared with archaic hominins from either ILS [incomplete lineage sorting] or [genetic] admixture,” wrote the paper’s authors.
To complete their study, the researchers used DNA extracted from fossils of Neanderthals and Denisovans, as well as genetic information from 279 people from various locations around the world.
One goal was to determine what part of a modern human’s genome is truly unique. Though only a small percentage of our entire genome, those portions are important.
“We can tell those regions of the genome are highly enriched for genes that have to do with neural development and brain function,” Richard Green, PhD, Associate Professor of Biomolecular Engineering at the University of California Santa Cruz and co-author of the paper, told the Associated Press (AP).
In addition to highlighting what makes modern humans unique as a species, the study also suggests, “That we’re actually a very young species. Not that long ago, we shared the planet with other human lineages,” said Joshua Akey, PhD, Professor of Ecology and Evolutionary Biology and the Lewis-Sigler Institute for Integrative Genomics at Princeton University. Akey co-authored the Science Advances research paper.
Human/Neanderthal Genetic Overlap
The genetic research being conducted at the University of California Santa Cruz is just the most recent in a flurry of studies over the past decade investigating the Neanderthal genome. Most of these studies point to the vast similarities between humans and Neanderthals, but also to how similar humans are to each other.
“Humans have more than three billion letter pairs of DNA in their genome: It turns out less than 2% of that spells out around 20,000 specific genes, or sets of instructions that code for the proteins that make our tissues,” wrote zooarcheologist Anna Goldfield, PhD (above), Adjunct Instructor Cosumnes River College in Sacramento, Calif., and at the University of California, Davis, in Sapiens. “All humans share the same basic set of genes (we all have a gene for earwax consistency, for example), but there are subtle variations in the DNA spelling of those genes from individual to individual that result in slightly different proteins (sticky earwax versus dry earwax) … Overall, any given human being is about 99.9% similar, genetically, to any other human being,” she added. It is those variations that could lead to precision medicine treatments, personalized drug therapies, and clinical laboratory tests that inform physicians about relevant genetic variations. (Photo copyright: Boston University.)
Practically Everyone Has Neanderthal DNA
Understanding that humans and Neanderthals are 93-98.5% similar genetically may—or may not—come as a surprise. In delving into those similarities and differences researchers are making interesting and potentially important discoveries.
For example, researchers have studied a gene that occurs in both modern humans and Neanderthal fossils that has to do with how the body responds to carcinogenic hydrocarbons, such as smoke from burning wood. Neanderthals were far more sensitive to the carcinogens, but also had more genetic variants, such as single-nucleotide polymorphisms, that could neutralize their effects.
Most modern humans carry some Neanderthal DNA. For some time, scientists thought that Africans likely did not carry Neanderthal DNA, since ancient people tended to migrate out of Africa and met Neanderthals in Europe. More recent research, however, shows that migration patterns were more complex than previously thought, and that the ancient people migrated back to Africa bringing Neanderthal DNA with them.
“Our results show this history was much more interesting and there were many waves of dispersal out of Africa, some of which led to admixture between modern humans and Neanderthals that we see in the genomes of all living individuals today,” Akey told CNN.
Neanderthal DNA and COVID-19
Researchers have found that having Neanderthal DNA may affect the health of modern people who carry it. Perception of pain, immune system function, and even hair color and sleeping patterns have been associated with having Neanderthal DNA.
Scientists have even found a potential link between severe COVID-19 infection and Neanderthal DNA, CNN reported.
The researchers added, “It turns out that this gene variant was inherited by modern humans from the Neanderthals when they interbred some 60,000 years ago. Today, the people who inherited this gene variant are three times more likely to need artificial ventilation if they are infected by the novel coronavirus SARS-CoV-2.”
Of course, these links and associations are preliminary science. John Capra, PhD, Research Associate Professor of Biological Sciences and Associate Professor of Biomedical Informatics at the University of California, San Francisco says, “We can’t blame Neanderthals for COVID. That’s a damaging response, and that’s why I want to emphasize so much [that] the social and environmental factors are the real things that people should be worrying about,” he told CNN.
“That said,” he continued, “as a geneticist, I think it is important to know the evolutionary history of the genetic variants we find that do have effects on traits. The effects of Neanderthal DNA traits are detectable, but they’re modest.”
Nevertheless, genetic scientists agree that understanding the genetic roots of disorders could lead to breakthroughs that result in new types of clinical laboratory tests designed to guide precision medicine treatments.
23andMe executives say they plan to leverage their database of millions of customer genotypes ‘tohelp accelerate personalized healthcare at scale,’ a key goal of precision medicine
In what some financial analysts believe may be an indication that popularity of direct-to-consumer (DTC) genetic testing among customers who seek info on their ethnic background and genetic predisposition to disease is waning, personal genomics/biotechnology company 23andMe announced it has completed its merger with Richard Branson’s VG Acquisition Corp. (NYSE:VGAC) and is now publicly traded on NASDAQ.
According to a 23andMe news release, “The combined company is called 23andMe Holding Co. and will be traded on The Nasdaq Global Select Market (“NASDAQ”) beginning on June 17, 2021, under the new ticker symbol ‘ME’ for its Class A Common shares and ‘MEUSW’ for its public warrants.”
Now that it will file quarterly earnings reports, pathologists and clinical laboratory managers will have the opportunity to learn more about how 23andMe serves the consumer market for genetic types and how it is generating revenue from its huge database containing the genetic sequences from millions of people.
After raising $600 million and being valued at $3.5 billion, CNBC reported that 23andMe’s shares rose by 21% during its first day of trading.
“23andMe is more than just a genetics company. We are an activist brand that is approaching healthcare and drug discovery with the individual at the center, as our partner,” said Anne Wojcicki (above), 23andMe’s co-founder and Chief Executive Officer, during remarks she gave after ringing the opening bell on the company’s first day of public trading, a 23andMe blog post noted. “We are going to continue pioneering a consumer-centered personalized healthcare world. We are going to show that drug discovery can be more efficient when you start with a human genetic insight,” she continued. (Photo copyright: TechCrunch.)
Might the quick rise in its stock price be a sign that 23andMe—with its database of millions of human genotypes—has found a lucrative path forward in drug discovery?
23andMe says that 80% of its 10.7 million genotyped customers have consented to sharing their data for research, MedCity News reported, adding that, “The long-term focus for 23andMe still remains using all of its accumulated DNA data to strike partnerships with pharmaceutical companies.”
Time for a New Direction at 23andMe
While 23andMe’s merger is a recent development, it is not a surprising direction for the Sunnyvale, Calif.-based company, which launched in 2006, to go.
Even prior to the COVID-19 pandemic, both 23andMe and its direct competitor Ancestry had experienced a decline in direct-to-consumer testing sales of at-home DNA and genealogy test kit orders. This decline only accelerated during the pandemic.
Meanwhile, 23andMe Therapeutics, a division focused on research and drug development, has been on the rise, Bloomberg News reported. On its website, 23andMe said it has ongoing studies in oncology, respiratory, and cardiovascular diseases.
“It’s kind of an ideal time for us,” Wojcicki told Bloomberg News.
“There are huge growth opportunities ahead,” said Richard Branson, founder of the Virgin Group, which sponsors the special-purpose acquisition company (SPAC) VG Acquisition Corp., in the 23andMe news release.
In a VG Acquisition Corp. news release, Branson said, “Of the hundreds of companies we reviewed for our SPAC, 23andMe stands head and shoulders above the rest.”
“As an early investor, I have seen 23andMe develop into a company with enormous growth potential. Driven by Anne’s vision to empower consumers, and with our support, I’m excited to see 23andMe make a positive difference to many more people’s lives,” he added.
Report Bullish on Consumer Genetic Testing
Despite the apparent saturation of the direct-to-consumer (DTC) genetic testing market, and consumers’ concerns about privacy, Infiniti Research reported that worldwide sales of DTC tests “are poised to grow by $1.39 bn during 2021-2025, progressing at a CAGR [compound annual growth rate] of over 16% during the forecast period.”
“This study identifies the advances in next-generation genetic sequencing as one of the prime reasons driving the direct-to-consumer genetic testing market growth during the next few years. Also, reduction in the cost of services and growing adoption of online service platforms will lead to sizable demand in the market,” the report states.
Clinical laboratory leaders will want to stay abreast of 23andMe rise as a publicly-traded company. It will be interesting to see if Wojcicki’s vision about moving therapies into clinics in five years comes to fruition.
