December 9, 2020
The tool can accurately distinguish real mutations from sequencing mistakes to improve the early detection of cancer
DNA mutations in cancer cells are caused by different processes, each of which leaves a genetic fingerprint that can provide clues to how the cancer develops. Researchers have now applied this understanding to reduce errors when reading DNA, allowing them to accurately and efficiently detect the smallest traces of mutated cells in the blood.
In a recent publication in Science Advances, an OICR-supported research group outlines a new and improved statistical model to reduce error rates in DNA sequencing data. They demonstrate that their model, called Espresso, outperforms current error suppression methods.
“When we isolate, amplify and try to read the individual building blocks of DNA, we encounter a lot of errors,” says Dr. Sagi Abelson, OICR Investigator, Assistant Professor at the University of Toronto and first author of the publication. “This is a major obstacle. The high error background makes it difficult to pinpoint authentic rare mutations. This is what Espresso aims to solve.”
To build an effective error-suppressing statistical model, the group assessed the different types of errors in their relative genomic contexts across more than 1,000 sequencing samples. Their approach was based on assessing the genetic fingerprints within these samples and mapping them to the regions around the errors to understand if the error was a true mistake, or if it was an important mutation.
“The key advantage of our method is that it allows scientists to read DNA more accurately without the need to duplicate efforts using a set of independent control measurements to estimate error rates,” says Abelson. “This means that researchers can be more efficient with their time and resources. They can do more with less. We’re proud to have developed methods that can make research more practical and simple, but also more effective, efficient and accurate.”
This model is built on Abelson’s prior research published in Nature, which discovered early indicators of acute myeloid leukemia (AML) in the blood up to 10 years before symptoms surfaced. With Espresso, the research group was able to develop and test a new strategy to predict leukemia development, which could predict up to 30 per cent of AML cases years before clinical diagnosis with extremely high specificity. Importantly, this study demonstrated that the risk of developing AML can be measured by looking into only a small number of genomic bases, which suggests a more practical route to clinical testing and implementation.
“This work builds on our prior research, which has shown that we can detect AML earlier than thought possible,” says Dr. John Dick, Senior Scientist at the Princess Margaret Cancer Centre, Co-lead of OICR’s Acute Leukemia Translational Research Initiative and co-senior author of the study. “With these methods, we’ve now shown that we can focus in on specific areas of DNA to detect those early traces of AML with higher accuracy than ever before.”
“These methods are essential to advancing personalized cancer care in practice,” says Dr. Scott Bratman, Senior Scientist at the University Health Network’s Princess Margaret Cancer Centre and co-senior author of the study. “With these tools, we can enable clinicians to treat cancer more effectively, tailor treatment decisions and monitor minimal residual disease. We look forward to furthering our research for patients today and those who will develop cancer in the future.”
November 30, 2020
Researchers find 3-D structure of the genome is behind the self-renewing capabilities of blood stem cells
OICR-funded researchers open a new path to discover drivers of chemotherapy resistance and cancer relapse
Stem cells have the capability to self-renew and create other types of cells, but not all stem cells are equal. OICR-supported researchers at the Princess Margaret Cancer Centre, Drs. Mathieu Lupien and John Dick, have discovered a new way to distinguish the self-renewing capabilities of stem cells, revealing new ways to study the origins of cancer and cancer recurrence.
In their recently published study in Cell Stem Cell, Lupien, Dick and collaborators identified how some blood – or hematopoetic – stem cells can self-renew but others lose that ability. They found differences in the three-dimensional structure of the genetic information between different stem cell types.
DNA within each human cell, including stem cells, is coiled and compacted in a highly regulated way into structures called chromatin. Depending on how DNA is compacted into chromatin, some regions of DNA are accessible to gene-expressing cellular machinery while some aren’t, influencing how genes are expressed and how a cell may behave. The study group identified that this chromatin accessibility is a key component of a cell’s self-renewing capabilities and “stemness”.
“Enabled by the latest technologies, we found that the pattern of closed – or inaccessible – regions of DNA and the open or accessible regions differ between the long-term self-renewing stem cells and other more mature blood cell populations” says Lupien, Senior Scientist at the Princess Margaret Cancer Centre, Associate Professor at the University of Toronto and OICR Investigator.
The study discovered that the self-renewal capabilities are specifically linked to parts of the genome that bind a protein that is responsible for chromatin folding, called CTCF. As cancer researchers, Lupien and Dick are now applying these discoveries made in normal stem cells to study cancer stem cells. It is thought that if a cancer treatment cannot eliminate the cancer’s stem cells, these surviving self-renewing cells can give rise to recurrent tumours. With a better understanding of cancer stem cells, researchers can investigate the roots of cancer and how to potentially target or manipulate the mechanisms behind self-renewal.
This breakthrough study was made possible by Lupien’s expertise in epigenetics, the field that studies gene expression, Dick’s expertise in stemness and blood development, and the contributions of collaborators and trainees, including Drs. Naoya Takayama and Alex Murison who led the wet lab assays and bioinformatics analyses respectively.
“Understanding how stemness is controlled is key to being able to harness the power of stem cells for cell-based therapies, but also to understand how malignant cells perturb stemness to allow the cancer stem cells to continue to propagate tumor growth,” says Dick, Senior Scientist at the Princess Margaret Cancer Centre, Professor at the University of Toronto and lead of OICR’s Acute Leukemia Translational Research Initiative. “We look forward to furthering our understanding of hematopoiesis and bringing these insights closer to clinical application.”
September 16, 2020
Scientists discover mechanism of bone loss caused by acute lymphocytic leukemia, identify targeted therapy for children
OICR-supported research team discovers new pathway through which leukemia cells damage bone and a treatment that may protect children with leukemia from these effects
Due to remarkable progress in the treatment of pediatric leukemias with multi-drug chemotherapy, upwards of 85 per cent of children with the disease survive. One consequence of this success, is that more than a third of these patients suffer from in-bone fractures and pain during leukemia and for years following their treatment. In a recent study, Ontario researchers at the Hospital for Sick Children (SickKids) have discovered a process by which leukemia cells damage bone and discover that a targeted therapy may be able to prevent this damage.
In their study, published in Science Translational Medicine, the research group discovered that the bone degradation in leukemia patients is triggered by a protein called RANKL on the surface of the leukemic cells interacting with receptors called RANK on the surface of bone-degrading cells. The group showed that a drug, which is similar to one that is currently in clinical trials for other cancers, could specifically block this RANKL-RANK interaction and prevent further bone damage.
“A pan-Canadian study demonstrated that 15 per cent of children display bone fractures at the time they are diagnosed with acute lymphocytic leukemia, or ALL,” says lead author Dr. Jayne Danska, Senior Scientist in the Genetics & Genome Biology program at SickKids and Associate Chief, Faculty Development and Diversity at the SickKids Research Institute. “In addition, standard ALL chemotherapy protocols include corticosteroids which further damage the bone. Survivors of childhood ALL experience fractures and pain, and some cases are so severe that they require a hip replacement in their teenage years. We have discovered one mechanism that contributes to ALL-associated bone damage and a potential way to prevent it.”
To make these discoveries, first author of the study, Dr. Sujeetha Rajakumar, a postdoctoral fellow at SickKids, transplanted ALL cells from patient donors into experimental mouse models to examine the effect of leukemia cells on bone and how to disrupt the RANKL-RANK interaction. This so-called xenotransplantation method was pioneered by Dr. John Dick at the University Health Network’s Princess Margaret Cancer Centre.
Using these animal models, Danska’s group showed that treatment of the ALL-transplanted mice with a protein therapeutic that blocks the RANKL-RANK interaction prevented bone damage despite high number of leukemia cells in the bone compartments.
“There are clinical trials underway to test whether RANKL-RANK antagonists can prevent bone degradation in adults with metastatic prostate and breast cancers,” says Danska, who is also a Professor in the University of Toronto’s Faculty of Medicine. “The data we report in the human ALL transplant model is encouraging because the availability of clinical data with this class of drug can accelerate application of our discoveries to clinical trials in youth with ALL.”
“Children with leukemia sustain unbelievably rigorous and lengthy chemotherapy treatments,” says Danska. “We’re eager to bring our discoveries into clinical trials that may help minimize these painful and life-altering late effects of this disease.”
Danska and study collaborators Drs. Cynthia Guidos and Johann Hitzler of SickKids, and Drs. Mark Minden and John Dick of the Princess Margaret Cancer Centre are members of OICR’s Acute Leukemia Translational Research Initiative (TRI), which partially funded the study.
May 13, 2020
Toronto researchers unravel key cancer-driving circuit between the “powerhouse” and the “brain” of leukemia cells, in big first step for future therapeutic discovery and development
Over the last few decades, research has suggested that mitochondria, also known as the “powerhouses of the cell”, play an important role in tumour growth and development, but little is known about how to prevent these cellular machines from wreaking havoc. In a recent study, scientists have discovered a key protein that is made in the “powerhouse of the cell”, unexpectedly affects the expression of genes in the nucleus, or the “brain”, of certain leukemia cells. The study was launched by Dr. Dilshad Khan, who – alongside colleagues in Dr. Aaron Schimmer’s lab at the Princess Margaret Cancer Centre – set out to determine which genes in the mitochondria were essential to the growth and viability of acute myeloid leukemia (AML).
Through genome-wide CRISPR screening and other gene-manipulating techniques, they discovered a key mitochondrial protein that AML cells can’t survive without – MTCH2. Their findings, which were recently published in Blood, may eventually lead to new ways to fight this common and fast-growing form of blood cancer.
“We found that the mitochondrial protein MTCH2 is essential for the growth and survival of AML cells,” says Khan, Postdoctoral Fellow in the Schimmer Lab, who is the first author of the study. “But finding this protein was just one piece of the puzzle. We needed to understand how it worked.”
With Khan’s expertise in epigenetics, the team systematically dissected how MTCH2 affects AML cells. They found that blocking this protein would ultimately cause leukemic stem cells – the difficult-to-treat renewable cells that are thought to be at the root of leukemia – to irreversibly transform into cells that are easier to eliminate with existing chemotherapies.
“Through a series of experiments, we unraveled how MTCH2 affects AML cells and discovered that this protein has a remarkable and unexpected impact on nuclear pathways – it could control nuclear gene expression to affect AML stemness and survival,” says Khan. “We never thought this could happen, but now that we’ve discovered these new links, we could potentially find new ways to control these mechanisms.”
Next, the Schimmer Lab and collaborators plan to investigate MTCH2’s specific mechanism to find where inhibitors – or potential cancer drugs – could block its path. These initiatives will add to Schimmer’s research on dysregulated mitochondrial pathways in leukemia, including his recent work on fat production and copper distribution in leukemic stem cells. This research is funded in part by OICR’s Acute Leukemia Translational Research Initiative and OICR’s Cancer Therapeutics Innovation Pipeline.
“This study showed us that mitochondrial proteins are more interconnected with other cellular networks than we thought,” says Khan. “These fundamental findings have shed light on new research avenues that we can pursue to find new solutions that will hopefully benefit patients with AML.”
March 2, 2020
Researchers find the roots of leukemia relapse are present at diagnosis, uncovering clues to new treatment approaches
Despite significant advances in the treatment of acute lymphoblastic leukemia (ALL), the disease often returns aggressively in many patients after treatment. It is thought that current chemotherapies eliminate most leukemia cells, but groups of resistant cells may survive therapy, progress and eventually cause relapse. Dr. John Dick and collaborators have found these cells.
In a recent study published in Cancer Discovery, Dick and collaborators were able to identify and isolate groups of genetically distinct cells that drive ALL relapse.
The cells, termed diagnosis relapse initiating (dRI) clones were found to have genetic characteristics that differ from the other leukemia cells that are eliminated by treatment.
The study, along with a complementary study published in Blood Cancer Discovery, unraveled the genetic, epigenetic, metabolic and pro-survival molecular pathways driving treatment resistance. Together, these papers provide an integrated genomic and functional approach to describing the underlying genetics and mechanisms of relapse for ALL.
Interestingly, the research group discovered that dRI clones are present at diagnosis, opening opportunities to improve treatment up-front, devise drugs that target these resistant cells and prevent relapse from ever occurring.
“Our study has shown that genetic clones that contribute to disease recurrence already possess characteristics such as therapeutic tolerance that distinguish them from other clones at diagnosis,” says Dr. Stephanie Dobson, first author of the study who performed this research as a member of John Dick’s Lab. “Being able to isolate these clones at diagnosis, sometimes years prior to disease recurrence, has enabled us to begin to profile the properties allowing these particular cells to survive and act as reservoirs for relapse. This knowledge can be used to enhance our therapeutic approaches for targeting relapse and relapse-fated cells.”
“Xenografting added considerable new insight into the evolutionary fates and patterns of subclones obtained from diagnosis samples,” says John Dick, who is the co-senior author of the study, Senior Scientist at the Princess Margaret Cancer Centre and leader of OICR’s Acute Leukemia Translational Research Initiative. “We were able to gather extensive information about the genetics of the subclones from our models, which helped us describe the trajectories of each subclone and the order in which they acquired mutations.”
Ordering these mutations relied on the advanced machine learning algorithms designed by Dr. Quaid Morris and Jeff Wintersinger at the University of Toronto.
Research efforts are underway to build on these discoveries and determine how to block dRI clones.
The study was led by researchers at St. Jude Children’s Research Hospital, the Princess Margaret Cancer Centre and the University of Toronto and supported in part by OICR’s Acute Leukemia Translational Research Initiative.
This post has been adapted from the St. Jude Children’s Research Hospital news release.
April 24, 2019
Collaborative research group discovers a key pathway in the development of acute myeloid leukemia – and a potential new therapeutic strategy to treat the disease
Despite progress in the treatment of acute myeloid leukemia (AML), many patients still die from relapse or experience significant side effects from treatment. Dr. Aaron Schimmer, who is Research Director of the Princess Margaret Cancer Centre and co-lead of OICR’s Acute Leukemia Translational Research Initiative, worked with his collaborators to understand the root cause of AML relapse to develop more effective and less toxic therapies. Their recent findings are both surprising and promising.
The group, which consists of researchers from across Ontario and abroad, investigated the pathways that are uniquely important to the growth and development of leukemic stem cells (LSCs) – also known as the cells at the “root” of the disease. They discovered a key pathway, as described in Cell Stem Cell, which can be altered to control how LSCs mature. Interestingly, they found that this process can be modulated with an essential phospholipid (a type of fat), called phosphatidylserine.
“We discovered a pathway that these stem cells rely on. We investigated further and found that interfering with lipid metabolism – that is, the fats within these cells – could potentially slow their growth and reduce their ability to cause relapse,” says Ayesh Seneviratne, MD/PhD candidate in the Schimmer Lab at the University of Toronto and co-first author of the publication.
Normally, phosphatidylserine is important in maintaining the integrity of the cell membrane and normal cell function, but the authors found that within LSCs, phosphatidylserine acted as a trigger for the cell to lose its self-renewal properties. They are the first group to describe increasing phosphatidylserine as a potential therapeutic strategy for AML.
“We now better understand the function of this metabolite in leukemia, and in turn, we have found a new way to target the disease,” says Dr. Mingjing Xu, postdoctoral fellow in the Schimmer Lab and co-first author of the publication. “We are enthusiastic to pursue further studies and unravel how phosphatidylserine ceases leukemia growth.”
Schimmer says that this work could not have been done without the contributions of many collaborators.
“This discovery is a product of a concerted effort between many researchers,” says Schimmer. “Together, we’ve found new insights into the biology of leukemia and turned those insights into a new potential therapeutic strategy.”
September 10, 2018
Hamilton researchers discover that cancer stem cells may not be the only culprits of acute myeloid leukemia relapse
Although current chemotherapy for acute myeloid leukemia (AML) is effective in the short term, the disease often returns a few years after treatment. A new study suggests that the relapse of leukemia may not be caused by leukemic stem cells – a special set of cells that can avoid initial treatment by not dividing, then give rise to new cancerous cells after therapy – but rather a different class of leukemic cells.