Predicting the storm: Can computer models improve stem cell transplantation?
Posted: December 5, 2014 at 1:45 pm
PUBLIC RELEASE DATE:
4-Dec-2014
Contact: John Wallace wallacej@vcu.edu 804-628-1550 Virginia Commonwealth University @vcunews
Is the human immune system similar to the weather, a seemingly random yet dynamical system that can be modeled based on past conditions to predict future states? Scientists at VCU Massey Cancer Center's award-winning Bone Marrow Transplant (BMT) Program believe it is, and they recently published several studies that support the possibility of using next-generation DNA sequencing and mathematical modeling to not only understand the variability observed in clinical outcomes of stem cell transplantation, but also to provide a theoretical framework to make transplantation a possibility for more patients who do not have a related donor.
Despite efforts to match patients with genetically similar donors, it is still nearly impossible to predict whether a stem cell transplant recipient will develop potentially fatal graft-versus-host disease (GVHD), a condition where the donor's immune system attacks the recipient's body. Two studies recently published by the online journal Frontiers in Immunology explored data obtained from the whole exome sequencing of nine donor-recipient pairs (DRPs) and found that it could be possible to predict which patients are at greatest risk for developing GVHD and, therefore, in the future tailor immune suppression therapies to possibly improve clinical outcomes. The data provides evidence that the way a patient's immune system rebuilds itself following stem cell transplantation is representative of a dynamical system, a system in which the current state determines what future state will follow.
"The immune system seems chaotic, but that is because there are so many variables involved," says Amir Toor, M.D., member of the Developmental Therapeutics research program at Massey and associate professor in the Division of Hematology, Oncology and Palliative Care at the VCU School of Medicine. "We have found evidence of an underlying order. Using next-generation DNA sequencing technology, it may be possible to account for many of the molecular variables that eventually determine how well a donor's immune system will graft to a patient."
Toor's first study revealed a large and previously unmeasured potential for developing GVHD for which the conventional approach used for matching DRPs does not account. The conventional approach for donor-recipient compatibility determination uses human leucocyte antigen (HLA) testing. HLA refers to the genes that encode for proteins on the surface of cells that are responsible for regulating the immune system. HLA testing seeks to match DRPs who have similar HLA makeup.
Specifically, Toor and his colleagues used whole exome sequencing to examine variation in minor histocompatibility antigens (mHA) of transplant DRPs. These mHA are protein fragments presented on the HLA molecules, which are the receptors on cells' surface to which these fragments of degraded proteins from within a cell bind in order to promote an immune response. Using advanced computer-based analysis, the researchers examined potential interactions between the mHA and HLA and discovered a high level of mHA variation in HLA-matched DRPs that could potentially contribute to GVHD. These findings may help explain why many HLA-matched recipients experience GVHD, but why some HLA-mismatched recipients experience none remains a mystery. This seeming paradox is explained in a companion paper, also published in the journal Frontiers in Immunology. In this manuscript, the team suggests that by inhibiting peptide generation through immunosuppressive therapies in the earliest weeks following stem cell transplantation, antigen presentation to donor T cells could be diminished, which reduces the risk of GVHD as the recipients reconstitute their T-cell repertoire.
Following stem cell transplantation, a patient begins the process of rebuilding their T-cell repertoire. T cells are a family of immune system cells that keep the body healthy by identifying and launching attacks against pathogens such as bacteria, viruses or cancer. T cells have small receptors that recognize antigens. As they encounter foreign antigens, they create thousands of clones that can later be called upon to guard against the specific pathogen that presented the antigen. Over the course of a person's life, they will develop millions of these clonal families, which make up their T-cell repertoire and protect them against the many threats that exist in the environment.
This critical period where the patient rebuilds their immune system was the focus of the researchers' efforts. In previous research, Toor and his colleagues discovered a fractal pattern in the DNA of recipients' T-cell repertoires. Fractals are self-similar patterns that repeat themselves at every scale. Based on their data, the researchers believe that the presentation of minor histocompatability antigens following transplantation helps shape the development of T-cell clonal families. Thus, inhibiting this antigen presentation through immunosuppressive therapies in patients who have high mHA variation can potentially reduce the risk of GVHD by influencing the development of their T-cell repertoire. This is backed by data from clinical studies that show immune suppression soon after transplantation improves outcomes in unrelated DRPs.
More:
Predicting the storm: Can computer models improve stem cell transplantation?
- Bone Marrow Stem Cells [Last Updated On: June 24th, 2011] [Originally Added On: June 24th, 2011]
- Stem cells in bone marrow are being used to treat EB [Last Updated On: June 24th, 2011] [Originally Added On: June 24th, 2011]
- Stem cells in bone marrow are being used to treat EB [Last Updated On: June 25th, 2011] [Originally Added On: June 25th, 2011]
- Peripheral Artery Disease: Can Progenitor Cells Help? [Last Updated On: June 25th, 2011] [Originally Added On: June 25th, 2011]
- Bone Marrow Producing Insulin [Last Updated On: June 25th, 2011] [Originally Added On: June 25th, 2011]
- Stem Cells Reversing Endothelial Senescence [Last Updated On: June 25th, 2011] [Originally Added On: June 25th, 2011]
- Peripheral Artery Disease: Can Progenitor Cells Help? [Last Updated On: June 26th, 2011] [Originally Added On: June 26th, 2011]
- Science behind Enhancing Adult Stem Cells for wellbeing [Last Updated On: June 26th, 2011] [Originally Added On: June 26th, 2011]
- Bone Marrow Stem Cell Applications [Last Updated On: June 26th, 2011] [Originally Added On: June 26th, 2011]
- Immune Modulation by Bone Marrow Mesenchymal Stem Cells [Last Updated On: June 26th, 2011] [Originally Added On: June 26th, 2011]
- Expansion of Stem Cells by Valproic Acid [Last Updated On: June 27th, 2011] [Originally Added On: June 27th, 2011]
- STEM CELLS FOR MACULAR DEGENERATION Sam Smith's story.wmv [Last Updated On: June 27th, 2011] [Originally Added On: June 27th, 2011]
- StemLife's First Cord Blood Stem Cell Transplant Recipient [Last Updated On: June 28th, 2011] [Originally Added On: June 28th, 2011]
- Bone Marrow Differentiation to Heart? YES [Last Updated On: June 28th, 2011] [Originally Added On: June 28th, 2011]
- STEM CELLS FOR OTHER USES Interview with Sam Smith.wmv [Last Updated On: June 29th, 2011] [Originally Added On: June 29th, 2011]
- StemLife's First Cord Blood Stem Cell Transplant Recipient [Last Updated On: June 30th, 2011] [Originally Added On: June 30th, 2011]
- Bone marrow transplantation HD, ENG subtitles [Last Updated On: July 3rd, 2011] [Originally Added On: July 3rd, 2011]
- Cord Blood and Bone Marrow Stem Cells for Liver Failure [Last Updated On: July 4th, 2011] [Originally Added On: July 4th, 2011]
- Bone Marrow Stem Cell Applications [Last Updated On: July 4th, 2011] [Originally Added On: July 4th, 2011]
- Bone Marrow Producing Insulin [Last Updated On: July 5th, 2011] [Originally Added On: July 5th, 2011]
- Bone Marrow Stem Cell Donation [Last Updated On: July 6th, 2011] [Originally Added On: July 6th, 2011]
- Adult Stem Cells May Target and Repair Heart Attack Damage [Last Updated On: July 6th, 2011] [Originally Added On: July 6th, 2011]
- Stem cells used for medical treatment [Last Updated On: July 7th, 2011] [Originally Added On: July 7th, 2011]
- Bone marrow transplantation HD, ENG subtitles [Last Updated On: July 8th, 2011] [Originally Added On: July 8th, 2011]
- Adult Stem Cells May Target and Repair Heart Attack Damage [Last Updated On: July 8th, 2011] [Originally Added On: July 8th, 2011]
- From Surgical Repair to Stem Cell Repair: A Surgeon's Journey by Leonard Smith MD, FACS [Last Updated On: July 13th, 2011] [Originally Added On: July 13th, 2011]
- STEM CELLS - Bone Marrow Stem Cells (Balzitt).flv [Last Updated On: July 14th, 2011] [Originally Added On: July 14th, 2011]
- Spirulina DLA Naturals [Last Updated On: July 15th, 2011] [Originally Added On: July 15th, 2011]
- Spirulina DLA Naturals [Last Updated On: July 16th, 2011] [Originally Added On: July 16th, 2011]
- Insidermedicine In 60 - January 6, 2011 [Last Updated On: July 16th, 2011] [Originally Added On: July 16th, 2011]
- Christian Drapeau Talk About - Adult Stem Cells and StemEnhance./StemTech [Last Updated On: July 18th, 2011] [Originally Added On: July 18th, 2011]
- The potential of stem cells [Last Updated On: July 18th, 2011] [Originally Added On: July 18th, 2011]
- Insidermedicine In 60 - March 11, 2011 [Last Updated On: July 20th, 2011] [Originally Added On: July 20th, 2011]
- Blind Girl get's cure you need to see to believe" [Last Updated On: July 23rd, 2011] [Originally Added On: July 23rd, 2011]
- STEM CELLS - Bone Marrow Stem Cells (Balzitt).flv [Last Updated On: July 23rd, 2011] [Originally Added On: July 23rd, 2011]
- Expansion of Stem Cells by Valproic Acid [Last Updated On: July 23rd, 2011] [Originally Added On: July 23rd, 2011]
- Blind Girl get's cure you need to see to believe" [Last Updated On: July 24th, 2011] [Originally Added On: July 24th, 2011]
- LifeCell in Kalaignar Seithigal,Sun News [Last Updated On: July 26th, 2011] [Originally Added On: July 26th, 2011]
- Science behind Enhancing Adult Stem Cells for wellbeing [Last Updated On: July 27th, 2011] [Originally Added On: July 27th, 2011]
- Why treatment results vary after stem cell treatment [Last Updated On: July 27th, 2011] [Originally Added On: July 27th, 2011]
- From Surgical Repair to Stem Cell Repair: A Surgeon's Journey by Leonard Smith MD, FACS [Last Updated On: August 3rd, 2011] [Originally Added On: August 3rd, 2011]
- Insidermedicine In 60 - March 11, 2011 [Last Updated On: August 4th, 2011] [Originally Added On: August 4th, 2011]
- Why STEM-Enhance? [Last Updated On: August 10th, 2011] [Originally Added On: August 10th, 2011]
- Stem cells Transplatation in Completed Paralyze Dog. [Last Updated On: August 12th, 2011] [Originally Added On: August 12th, 2011]
- Stem cells Transplatation in Completed Paralyze Dog. [Last Updated On: August 15th, 2011] [Originally Added On: August 15th, 2011]
- Best natural skin care serum using stem cell technology [Last Updated On: August 19th, 2011] [Originally Added On: August 19th, 2011]
- "Bone Marrow Stem Cells" Donald Kohn [Last Updated On: August 29th, 2011] [Originally Added On: August 29th, 2011]
- The potential of stem cells [Last Updated On: August 31st, 2011] [Originally Added On: August 31st, 2011]
- Manatee man is paralyzed, but still plenty hopeful [Last Updated On: September 4th, 2011] [Originally Added On: September 4th, 2011]
- Stem Cells and Bone Marrow Transplants by Dipnarine Maharaj MD PhD [Last Updated On: September 5th, 2011] [Originally Added On: September 5th, 2011]
- MS Cure - Introduction to stem cell bone marrow transplant in Australia [Last Updated On: September 5th, 2011] [Originally Added On: September 5th, 2011]
- Bone Marrow/Stem Cell Transplantation: An Introduction, With Sonali Smith, MD [Last Updated On: September 5th, 2011] [Originally Added On: September 5th, 2011]
- Cancer Update: Autologus Stem Cell (Bone Marrow) Transplant [Last Updated On: September 5th, 2011] [Originally Added On: September 5th, 2011]
- Bone Marrow Stem Cell Transplant Live from Top US Hospital [Last Updated On: September 5th, 2011] [Originally Added On: September 5th, 2011]
- Adult Stem Cell Mobilization from Bone Marrow (Animation) [Last Updated On: September 6th, 2011] [Originally Added On: September 6th, 2011]
- Bone Marrow / Stem Cell Transplant Recovery Fund [Last Updated On: September 7th, 2011] [Originally Added On: September 7th, 2011]
- Bone Marrow Stem Cell Expansion by HOXB4 and p21 Knock Out [Last Updated On: September 10th, 2011] [Originally Added On: September 10th, 2011]
- Adult Stem Cell Mobilization from Bone Marrow (Animation) [Last Updated On: September 10th, 2011] [Originally Added On: September 10th, 2011]
- Bone Marrow/Stem Cell Transplant [Last Updated On: September 10th, 2011] [Originally Added On: September 10th, 2011]
- Bone Marrow/Stem Cell Transplant [Last Updated On: September 11th, 2011] [Originally Added On: September 11th, 2011]
- Macular Degeneration Improved With Stem Cells [Last Updated On: September 12th, 2011] [Originally Added On: September 12th, 2011]
- Stem Cell Transplant India,Bone Marrow Transplant India,Sickle Cell Anemia Treatment India [Last Updated On: September 20th, 2011] [Originally Added On: September 20th, 2011]
- Nurses Discuss Special Bonds With Bone Marrow and Stem Cell Transplant Patients [Last Updated On: September 20th, 2011] [Originally Added On: September 20th, 2011]
- Becoming a Blood Stem Cell Donor [Last Updated On: September 20th, 2011] [Originally Added On: September 20th, 2011]
- Bone Marrow and Stem Cell Transplant Patients Share Their Stories [Last Updated On: September 20th, 2011] [Originally Added On: September 20th, 2011]
- LittleBigPlanet 2 - (WIP) Stem Cell Sackboy Bone Marrow Bugaloo [Last Updated On: September 20th, 2011] [Originally Added On: September 20th, 2011]
- LittleBigPlanet 2 - Stem Cell Sackboy Quarter 4 Update (Bone Marrow Bugaloo) [Last Updated On: September 22nd, 2011] [Originally Added On: September 22nd, 2011]
- Bone Marrow Transplant Program Continues to Grow, Make a Difference [Last Updated On: September 23rd, 2011] [Originally Added On: September 23rd, 2011]
- Can Stem Cell Prolotherapy or Bone Marrow Prolotherapy help articular cartilage defects? [Last Updated On: September 23rd, 2011] [Originally Added On: September 23rd, 2011]
- Multiple Sclerosis, Stem Cells, and Hope, Part 2 [Last Updated On: September 23rd, 2011] [Originally Added On: September 23rd, 2011]
- Bone Marrow Transplant Program Continues to Grow, Make a Difference [Last Updated On: September 23rd, 2011] [Originally Added On: September 23rd, 2011]
- How to be an Anthony Nolan blood stem cell donor [Last Updated On: September 23rd, 2011] [Originally Added On: September 23rd, 2011]
- Stem Cells extracted from bone marrow [Last Updated On: September 23rd, 2011] [Originally Added On: September 23rd, 2011]
- Calum's stem cell donation for Anthony Nolan [Last Updated On: September 23rd, 2011] [Originally Added On: September 23rd, 2011]
- Cancer Update: Autologus Stem Cell (Bone Marrow) Transplant [Last Updated On: September 23rd, 2011] [Originally Added On: September 23rd, 2011]
- Bone Marrow - Stem Cell Prolotherapy [Last Updated On: September 24th, 2011] [Originally Added On: September 24th, 2011]
- Bone Marrow Stem Cell Aspiration and Re-Injection with PRP for Osteoarthritis by Dr Adelson [Last Updated On: September 24th, 2011] [Originally Added On: September 24th, 2011]
- Mesenchymal stem cells and marrow stromal cells---2nd--- [Last Updated On: September 25th, 2011] [Originally Added On: September 25th, 2011]
- Stem Cell Injections - Bone Marrow Prolotherapy - treatment for arthritis [Last Updated On: September 25th, 2011] [Originally Added On: September 25th, 2011]
- Chat w/ Dr. Maharaj, founder of S. FL. Bone Marrow/Stem Cell Transplant Institute [Last Updated On: September 25th, 2011] [Originally Added On: September 25th, 2011]