Showing posts with label systems biology. Show all posts
Showing posts with label systems biology. Show all posts

Sunday, April 14, 2013

Human Microbiome: Futurist Augmentation Platform

The human microbiome is essential in working symbiotically with the human (and indeed all animals) for nutrient synthesis and pathology prevention. However, the large numbers of microbial populations are complicated and dynamic which makes it challenging to profile their activity and construct meaningful interventions. The 14th Annual Microbiology Student Symposium, held at UC Berkeley on April13, 2013 addressed some of these issues (conference program). 

There is tremendous microbiomic variation between individuals – a person’s gut microbiomic signature is perhaps as uniquely distinguishable as a fingerprint. There may be variability within the individual too, but there is a strong trend to persistent populations over time. The microbiome adjusts quickly to dietary and environmental change, within a day, and can shift back just as quickly. If certain populations are wiped out, other substitute species within the same taxa or phylum may emerge to (supposedly) fulfill a similar function. Pathology conditions like Crohn’s disease, colitis, and irritable bowel syndrome (IBS, IBD) are likely to mean the dysbiosis (e.g.; microbial imbalance) of the whole biosystem (not just are certain disease-related bacterial populations elevated, but mitigating populations may be much lower. Given the complexity of the microbiome with thousands of species across tax and phyla, machine learning techniques may be useful in combining a series of weak signals into a prognostication as the SLiME Project in the Eric Alm lab at MIT has done, claiming to predict IBD as accurately as other non-invasive methods.

In the longer term, the microbiome could be the perfect platform for many different less-invasive augmentations for the human - bringing on board micro-connectivity, memory, processing, and electronic storage (Google Gut Glass?), with applications such as real-time life-tracking and quantified-self monitoring and intervention.

Sunday, May 30, 2010

Microbubbles and photoacoustic probes energize cancer researchers

The Canary Foundation’s eighth year of activities was marked with a symposium held at Stanford University May 25-27, 2010. The Canary Foundation focuses on the early detection of cancer, specifically lung, ovarian, pancreatic, and prostate cancer, in a three-step process of blood tests, imaging, and targeted treatment.

Imaging advances: microbubbles and photoacoustic probes
Imaging is an area that continues to make advances. One exciting development is the integration of multiple technologies, for example superimposing molecular information onto traditional CT scans. Contemporary scans may show that certain genes are over-expressed in the heart, for example, but obscure the specific nodule (tumor) location. Using integrins to bind to cancerous areas may allow their specific location to be detected (4 mm nodules now, and perhaps 2-3 mm nodules as scanning technologies continue to improve).

Other examples of integrated imaging technologies include microbubbles, which are gassy and can be detected with an ultrasound probe as they are triggered to vibrate. Similarly, photoacoustic probes use light to perturb cancerous tissue, and then sound detection tools transmit the vibrations. Smart probes are being explored to detect a variety of metaloproteases on the surface of cancer cells, breaking apart and entering cancer cells where they can be detected with an ultrasound probe.

Systems biology approaches to cancer
Similar to aging research, some of the most promising progress points in cancer research are due to a more systemic understanding of disease, and the increasing ability to use tools like gene expression analysis to trace processes across time. One example is being able to identify and model not just one, but whole collections of genes that may be expressed differentially in cancers, seeing that whole pathways are disrupted, and the downstream implications of this.

Cancer causality
Also as in aging research, the 'chicken or the egg' problem arises as multiple things that go wrong are identified, but which happens first, and causality, is still unknown. For example, in ovarian cancer, where there are often mutations in the p53 gene, and gene rearrangements and CNV (copy number variation; different numbers of copies of certain genes), but which occurs first and what causes both is unknown.

Predictive disease modeling
There continues to be a need for models that predict clinical outcome, and serve as accurate representations of disease. DNA and gene expression, integrated with traits and other phenotypic data in global coherent datasets could allow the ability to build probabilistic causal models of disease. It also may be appropriate to shift to physics/accelerator-type models to manage the scale of data now being generated and reviewed in biomedicine.

Sunday, January 10, 2010

Aging research: systems biology, genomics and new tools

Three important themes emerged from the Buck Institute’s Systems Biology Symposium of Aging held November 10-13, 2009. The themes were progress in the overall understanding of aging as a systems biology problem, the role of genomics in aging, and new tools development for aging research. Happily, some immediately applicable tidbits were discussed: the findings of the protective response of endurance exercise, and the use of resistance exercise as a countermeasure to sarcopenia. (Mark Tarnopolsky)

Theme 1: Aging is a systems biology problem
Inflammation
Increasingly, aging is being understood as a systems biology problem involving cascades of signals across multiple pathways, many of which break down with aging. In younger organisms, problems are managed automatically as they arise, but in older organisms, the resolution processes do not work as well. When cells become damaged as a consequence of aging, they can either self-destruct through apoptosis (regulated cell death) or become senescent (living on without dividing). Senescent cells persist in tissues, where they may secrete inflammatory proteins. Many major age-related diseases, including atherosclerosis, heart attack, stroke and metabolic syndrome, share an inflammatory pathogenesis. The build-up of senescent cells can lead to both degenerative disease (aging) and hyper-proliferative disease (cancer). There are some efforts underway to facilitate the removal of senescent cells, for example, using an MMP inhibitor to kill senescent cells.

Dynamic regulatory continua
It is being suggested that more and more aspects of living systems such as humans are dynamic regulatory continua, and that there may be optimum points on the continuum which become harder to maintain with aging. One example of a dynamic regulatory continuum is the interrelation of cholesterol, fats, and Alzheimer’s disease. Having lower levels of the 142 alpha-beta plaques is neuroprotective, for example, but higher levels become harmful. One technique for understanding dynamic regulatory continua is to look at explaining the events at one biological level in terms of the events at the levels above and below them. (John Tower)

Signaling pathways
There is more of an effort to examine whole processes such as pathway networks and the chain of events in DNA transcription and translation. Current knowledge of signaling pathways is fairly primitive. The role of mRNA translation is being investigated as it is known to be related to growth promoting activities like cancer. There is the general translation of RNA, but this can be further modulated by the cell. In addition, signaling pathways are not working alone, there are probably many pathways converging. For example, there is likely cross-talk between several important signaling pathways such as the insulin pathway, the TGF-beta pathway, the IGF-1 pathway, and the TOR pathway. (Heidi Tissenbaum) In another example of the systemic interactions of aging, amyloid-binding compounds were found to suppress protein aggregation models in concert with homeostatic function (i.e., autophagy, chaperones, etc.). (Gordon Lithgow)

Theme 2: The role of genomics in aging
As with many areas of biology and medicine, the role of genomics is becoming increasingly important in aging. While it is known that there is little variation (0.1%) among SNPs in human genomes, 12% of the genome may vary structurally (copy-number variations, deletions, inversions and insertions of genes). On the threshold of whole human genome sequencing, it is being realized that SNP data alone is insufficient for a genomic understanding of health; more levels of data and annotated data, potentially including RNA sequencing to see protein expression will be needed. (Mike Snyder)

Variation in genomes
Three areas of research were presented regarding genome variation and aging. First were the long-expected results of Boston University's genome-wide association study (GWAS) on centenarians. The study found 150 SNPs in the genetic signature of longevity, 33 of which meet genome wide significance and are replicated. The most important longevity genes, most already associated with aging pathways, were: IL7 (immune system), CDKN2B (tumor suppressor), and APOE, CTNNA3, TOMM40, SORCS1, and SORCS2 (Alzheimer’s disease). (Tom Perls)

Related results were confirmed by personal genomics company 23andme. A study of senior athletes found that this cohort exhibited lower risk than the database in general. Ten chronic disease conditions were reviewed including coronary artery disease, breast cancer, prostate cancer, heart attack, type 2 diabetes, high blood pressure, high cholesterol, and macular degeneration. (Joanna Mountain) However, other research found that there is not a full overlap between genes conferring longevity and genes conferring increased healthspan. (Monica Driscoll)

Variation in genomic expression
Four interesting research findings found variation in genomic expression between older and younger organisms. First, another centenarian study found significant diversity of microbial communities in different age groups. For example, there was a high level of expression of certain miRNAs in older livers (miRNA-200c, miRNA-141, and miRNA-31). (Claudio Franceschi) A second study found that a full third of genome expression changed with age in worms. (Simon Melov)

A third study found a general relaxation in translational control and protein production during aging. It was proposed that increased or sloppy protein expression might contribute to proteotoxicity. (Monica Driscoll) Applying a systems biology and network analysis approach, a fourth study looked at how the structure of biological networks declines with age. The AGEMAP (a gene expression database for aging in mice) was reviewed, finding 26% fewer edges (edge nodes on the network) in 24 month old mice vs. 16 month old mice. It is possible that gene expression networks could lose integrity with age. An unexplored but possible explanation is that if there if less transcription, then network edges disappear. (Daniel Promislow)

Theme 3: New tools development for aging research
New approaches and tools are critical to advancing the study and potential remedy of aging, and three interesting talks were presented. First, progress in microfluidics and microscopy was discussed, particularly an exceptional development in electron microscopy that may allow the noninvasive molecular-resolution imaging of live samples (Figure 1). Usually electron microscopy is a destructive technique as the electron beam destroys the sample in the process of inspecting it. (paper: Noninvasive Electron Microscopy with Interaction-free Quantum Measurements). (Fatih Yanik)

Figure 1: In vivo noninvasive molecular imaging.

Image credit: http://www.rle.mit.edu/bbng

A second area of improvement has been in the targeted analysis of specific proteins. Now that there are robust measures for mRNA, proteins and post-translational modifications are the next areas of interest. Traditional shotgun analysis techniques are being improved upon by targeted analyses of specific proteins using mass spectrometry. The process is to take a protein mixture, produce peptides through proteolysis, collect a snapshot of multiple peptides at once, and use mass spectrometry to separate them by their mass. This method greatly expands protein identification and analysis capabilities, including the ability to do time course experiments. (Mike MacCoss)

Third, a genomic database tool, PharmGKB, was presented. The database facilitates a systems approach to pharmacology. Researchers can search for pharmacogenes, for example, given a drug and putative indication, ranking all genes in the genome for the likelihood of interactions. The database contains information regarding over 500 drugs, 500 diseases, and 700 genes with genotyped variants as of November 2009. (Russ Altman)

Sunday, December 13, 2009

Progress in Aging: Secretome, mRNA and Nutrients

The U.S. National Institute on Aging held a Systems Biology of Human Aging conference in Baltimore, MD on December 8-9, 2009. Several interesting topics were considered including the complexities of modeling the process of aging, the role of RNA in gene regulation, neurodegenerative disease and vascular compromise, and gene expression and signaling networks.

Aging: break-down in signaling networks
Aging is a systems biology problem where signaling networks break down. As part of the signaling break down, senescent cells secrete inflammatory proteins which together can be thought of as the ‘secretome.’ Judy Campisi has found that the secretome, the senescence-associated secretory phenotype (SASP), can provide a common biological explanation for the related phenomena of aging, degenerative disease and cancer. Senescent cells produce the SASP, essentially inflammation, which can then trigger degenerative disease (aging) and hyper-prolific disease (cancer). A potential solution is to remove the 10-15% of senescent cells that are not naturally killed by the immune system. Some secretome research has been applied specifically to vascular smooth muscle cells which have the tendency to unhealthily proliferate and migrate with aging, in a process called the pro-inflammatory age associated arterial secretory phenotype (AAASP).

RNA and gene regulation
With mRNA analysis it is possible to obtain the transcriptome, the complement of DNA that has been synthesized into RNA and exists in a cell at any given time snapshot. This is starting to allow findings that the process of transcription and translation is probably more tightly coordinated than previously thought, and that translational control could be a dominant force in transcription. The norm is starting to be that RNA binding protein and non-coding mRNA expression should be identified too in analysis, not just protein expression. Generally, DNA is much more active than initially thought with perhaps 90% of the human genome being actively expressed in some cell of the body. The level of certain mRNAs can be an upstream pathway indicator of aging as mRNAs may increase or decrease with aging which can cause the level of damaging proteins to increase. For example, MKK4 increases with the overexpression of four mRNAs.

Alternate day fasting and nutrients
Alternate day fasting may potentially confer the same benefits as calorie restriction in animals and humans, both in physical and neurological health. Neurodegenerative disease and neurological decline are part of aging pathologies. A countermeasure may be to increase the levels of certain proteins, especially BDNF, brain-derived neurotrophic factor, which is neuroprotective, neurogenerative and important in plasticity and synaptic activity. Some nutrients that may help to increase BDNF levels are sulforphane (broccoli), curcumin (tumeric), catechins (green tea), allicin (garlic), hypericin (St. John’s Wort) and plumbagin.

Sunday, November 15, 2009

MMP inhibitor to kill senescent cells

Important work in the understanding and remedy of aging at the Buck Institute’s Systems Biology Symposium of Aging held November 10-13, 2009 was presented by Judith Campisi in a keynote talk, “The Four Horsemen – Damage, Inflammation, Cancer and Aging: Integrating Aging and Age-Related Research.”

Summary
Campisi has found a common biological explanation for the related phenomena of aging, degenerative disease and cancer: the senescence-associated secretory phenotype (SASP). Senescent cells produce the SASP, essentially inflammation, which can then trigger degenerative disease (aging) and hyper-prolific disease (cancer). A potential solution is to remove the 10-15% of senescent cells that are not naturally killed by the immune system by using matrix metalloproteinase (MMP) inhibitors.

Background

Humans are much longer-lived than other organisms such as flies because they have evolved cell-dividing mechanisms for tissue regeneration and repair. However, mistakes in the form of mitotic mutations occur during this process and build-up cumulatively which can cause cancer. To counter the build-up of mutations, tumor suppressor mechanisms evolved. One action of gate-keeper tumor suppression mechanisms is to direct damaged cells to senesce, or lose function.

Senescent cells are not harmless, they amass at sites of inflammation and pre-cancer and secrete up to 40 different cytokines (immunoregulatory proteins) which together can be thought of as the SASP secretome. All major age-related diseases share an inflammatory pathogenesis including atherosclerosis, myocardial infarction, stroke and metabolic syndrome. The build-up of senescent cells can lead to both degenerative disease (aging) and hyper-proliferative disease (cancer).

The purpose of the cytokines is to repair tissue. In the SASP secretome, they are perhaps trying to summon the immune system, communicating to the rest of the tissue that there is a problem. The immune system does arrive and kill most senescent cells, but 10-15% survive, perhaps due to the over-expression of matrix metalloproteinases (MMPs) which can cleave the ligands off the cell surface where natural killer cells would bind, allowing the cell to escape the immune system.

Solution
Extending the existing research and application of matrix metalloproteinase (MMP) inhibitors, chemicals that mimic the binding site, Campisi’s lab has been able to drive senescent cell killing to 95%.

Sunday, June 07, 2009

Aging is solvable

That aging is understandable and solvable, not necessarily immediately but ultimately, was one topic not seeing a lot of opposition at the American Aging Association (AGE) conference in Phoenix AZ May 29 – June 1, 2009. Key research highlights are below.

Aging is a key contemporary concern, on the order of climate change, as all countries worldwide have populations increasingly stratified towards aging. Aging is not just a medical condition but a key challenge to be resolved for advanced societies to be successful in the long-term. Productivity, healthcare costs and happiness and comfort could all be improved with advances in the remedy of aging. Aging has advanced from a nebulous concept to concrete mechanisms that can be understood and managed. Thematically, most of the bioparts impacted in aging (cells, genes, proteins, neurons, etc.) seem to still be present in older organisms, just not functioning the way they did when the organisms were younger, suggesting that it may be possible to manage and reverse aging processes, and confirming the systemic nature of aging including, for example, the role of a healthy microenvironment and cell-cell signaling. Reductionism as an approach has proved unsuccessful.

Aging is a multidisciplinary phenomenon, involving different deterioration processes in different tissues over time. Aging involves a variety of fields (immunology, cancer, regenerative medicine, cognition, micronutrients, etc.) and a variety of levels of research species (C. elegans (worms), Drosophila (flies), mice, rats and humans). At AGE, the organizational structure was a focus on systems pathways, particularly signaling and hormones, together with a look at the role of proteins in aging.

AGE was an excellent place to obtain a broad and deep comprehension of how aging works. The systemic rigor required to characterize the process-intensive nature of aging has been making significant progress, with a much more detailed understanding of the complex nested multifactor pathways now existing as compared with that of even a few years ago. It is clear that the painstaking characterization work could be further improved with automation and quantitative tools, especially for example, digital linkage of aging pathways across organisms.

As with other life sciences areas, the potential widespread quick and cheap availability of the sequencing of genomes, proteomes, etc. is likely to dramatically change how the science of aging is conducted, though not guarantee quick solutions. As pathways continue to be confirmed, they can be digitized into software and nearly indefinite simulated iterations could be run before conducting time-consuming and expensive bench experiments in confirmation.

Many interventions work for extending the lifespans and healthspans of lower order organisms, for example knocking out any one of 200 known genes may extend the lifespan of the C. elegans worm but the specifics and replicability of the mechanisms in higher order organisms are not known. It does not make sense to directly translate point solutions up to mammals given the systemic nature of the organisms and aging processes. Even moving one biomarker for alcohol consumption from monkeys to humans is not direct.

Exciting new research findings
Reference links below and conference abstracts here

  1. 3-D organ printing: Use only biologics (cells and cell products) in a scaffold-free tissue engineering process to print 3-D tissues and organs which can be vascularized prior to implantation, relying on developmental biology to trigger the cells to fuse and self-assemble into organs. (Gabor Forgacs, video, lab, organ printing)
  2. Stem cell antibodies: Improve existing cardiac stem cell therapies (only 1% of cells reach the intended destination) by using specific antibodies for better targeting and retention of stem cells at sites of tissue injury. Replace cardiomyocytes with adult stem cells. (Jim Larrick, paper, general information)
  3. Stem cells: Amplify and rejuvenate adult stem cells for injection into knees and hips as an alternative to surgical replacements. (Regenexx)
  4. Bioremediation: Use natural enzymes to remediate biological build-ups; cholesterol oxidase from Brevibacteria to reduce 7KC cholesterol in atherosclerosis and A2E-degrading enzymes to improve macular degeneration. (John Schloendorn, research program, paper)
  5. Life extension: Examine the mechanisms of dietary restriction (DR) with further elucidation of TOR (target of rapamycin) pathways, a fast growing area of research. Find that inhibiting a downstream gene in the TOR pathway, HIF-1 (a transcription factor important for growth and metabolism), extends lifespan in worms. (Pankaj Kapahi, paper)
  6. Life extension: Generate a 10x lifespan extension in C. elegans by silencing many components of insulin/IGF-1 signaling (IIS) possibly via the disruption of PIP3 (a key signaling molecule required for the membrane tethering of many signaling molecules). (Puneet Bharill, paper)
  7. Amyloid plaque reduction: Use a known plaque imaging agent, ThT (Thioflavin T), as a therapeutic for amyloid plaques. (Silvestre Alavez, lab affiliation, paper)
  8. Cancer protection: Find that naked mole rats have two layers of anti-cancer protection, humans have only one. p16 is the first-line-of-defense anti-cancer protection mechanism found in naked mole rats. Humans (and other organisms) also have p16 (a suite of three genes), perhaps the mechanism for its upregulation (probably a cell:cell signaling dynamic) in naked mole rats could be understood and turned on with an enzyme in humans. (Andrei Seluanov, earlier research)
  9. Cognitive function: Find that neurogenesis is possible in aged organisms with exercise followed by cognitive stimulation (e.g.; tackling a puzzle or challenge); organisms can benefit by building up a larger reservoir of brain cells earlier in life by being exposed to a variety of external stimulation. (Gerd Kempermann) This author’s speculation: Perhaps neurogenesis could be further harnessed for brain enhancement beyond currently realizable human capacities as this mechanism is better understood.
  10. Aging biomarkers: Upstream the aging focus to prevention by measuring biomarkers and introducing interventions. Some suggested biomarkers of aging are p16 gene levels (which can be decreased with exercise), telomere length, the level of senescent cells, and the number of circulating lymphocytes in the immune system (measure total T cells (CD3+), B cells (CD19+) and CD28 absolute numbers on CD8+ T cells). (Kronos research projects, test menu; telomere length measuring)
  11. Hormones-IGF: Find no conclusive evidence of insulin-like growth factor's (IGF) ability to retard natural aging, though on an individual basis some people may find it useful. (Marc Blackman)
  12. Hormones-HRT: Find that hormone replacement therapy (HRT) can be good for improving cognitive function and bone loss in women that do not have a risk of heart disease; HRT should be started with the onset of menopause, not later. (Barbara Sherwin, Eef Hogervorst)
  13. Cost of reproduction: Find that ovary removal in grasshoppers resulted in a 25% increased lifespan, contributing to existing evidence regarding the high cost of reproduction. (John Hatle) This author’s speculation: In the farther future, in humans, it could be quite desirable to closely manage fertility, turning it on and off at will, if fertility is even necessary.
  14. Micronutrients: Find tremendous nutritional benefits from the consumption of fruits with skin, especially blueberries (pterostilbene that reduces oxidative stress), blackberries, raspberries, red grapes, pomegranates, cranberries, plums, strawberries, cherries, pears and apples (phytochemicals that provide cancer prevention), walnuts (preventing the inflammation and oxidative stress of brain aging:), green tea (catechins that reduce cardivascular and cancer risk) and tempeh (fermented whole soy bean with folate is healthier than tofu (processed soy bean curd)). (Blueberries: Agnes Rimando, Rolf Martin; Apples: Rui Hai Liu, Walnuts: James A. Joseph, Green tea: Vojo Deretic, Tempeh: Eef Hogervorst)
  15. Calorie restriction (CR)/dietary restriction (DR): Find that in humans, improved biomarkers for CR/DR, vegan and raw food diets that result in the extension of the onset of aging challenges. (John Holloszy)
  16. Aging mice testbed: A mouse type that sufficiently recapitulates early aging, the human WS phenotype (Werner syndrome), has been created which could hasten mammalian aging research. (David Kipling)
Conclusion
Aging is a key contemporary issue. Research is advancing both incrementally and radically in every area of aging. The highest immediate impact could come from working on aging problems upstream at important fulcrum points that impact everything below them, such as genetics, epigenetics and the immune function. The research is progressing and it is starting to be time for VCs, big pharma and DIYbio’ers to take advantage of the many interesting and actionable possibilities.

Sunday, December 28, 2008

Status of life sciences

Right now is an exciting time in life sciences. The field is advancing, growing and changing in nearly every dimension, not just content-wise but also structure-wise. Tremendous content is coming forth in the form of key research findings, affordable new technologies and simultaneous holistic and reductionist expansions via systems biology approaches and new sub-field branching. Structure-wise, life science is changing in three important ways: the concept of life science, how science is conducted and the models by which health and health care are understood and realized.

Conceptually over time, life sciences have transitioned from being an art to a science to an information technology problem to now, an engineering problem. The way science is conducted is also shifting. Science 1.0 was investigating and enumerating physical phenomenon and doing hypothesis-driven trial and error experimentation. Science 2.0 adds two additional steps to the traditional enumeration and experimentation to create a virtuous feedback loop: mathematical modeling and software simulation, and building actual samples in the lab using synthetic biology and other techniques.

A second aspect of Science 2.0 is the notion of being in a post-scientific society, where innovation is occurring in more venues, not just government and industrial research labs but increasingly at technology companies, startups, small-team academic labs and in the minds of creative individual entrepreneurs.