By Kevin E. Noonan --
The promise of an era of "personalized medicine" has been pursued for a generation, being one of the rationales for and purported benefits of the Human Genome Project. It has become such a sought-for goal that it has been used to drive policy: it is something that health care reform is banking on (literally), since by making medicine more individualized, success rates and fewer failed therapies are envisioned. It crept into the gene patenting debate, with Judge Bryson in his dissent crediting the ACLU's claim that gene patents will inhibit development of personalized medicine (they won't). But as others have noted (for example, Nicholas Wade, "A dissenting voice as the genome is sifted to fight disease," The New York Times, September 15, 2008), a promise is all it remains: achieving a personalized medicine future has proven (so far) to be much more daunting than its proponents believed (or told the rest of us to believe).
The results of a cancer study in the New England Journal of Medicine last week may have shed some light on what this has been so. The report, "Intratumor heterogeneity and branched evolution revealed by multiregion sequencing," a team of physicians and scientists from the UK and Harvard revealed that the genetics of human tumors is much more complicated than previously thought (Gerlinger et al., 2012, N. Engl. J. Med. 366: 883-92). These researchers obtained multiple biopsy samples from different regions of the same tumor (primary and metastatic) and performed multilocus genomic sequencing. The tumors were all a particular subtype of primary renal cell carcinoma, clear cell carcinoma (CCC) from patients that had been treated with everolimus (Zortress, an mTOR inhibitor) therapy before and after nephrectomy. Whole exome multiregion spatial DNA sequencing (see below) was performed on extracted tissue from fresh frozen samples as well as SNP analysis and mRNA expression profiling using gene arrays.
Exome Sequencing - Part I:
Exome Sequencing - Part 2
The results showed a significant amount of genetic heterogeneity that could be related to chemotherapeutic drug resistance and differential metastatic potential. In one CCC patient, nine regions of the primary tumor and three regions of metastatic tumors (as well as the germline DNA sequences) were assayed. A 2 bp deletion in the von Hippel-Lindau (VHL) tumor suppressor gene was found, a genetic characteristic of CCC. These analyses revealed 101 nonsynonymous point mutations and 32 instances of insertion or deletion (indels), with the assays showing a low false negative rate of detection. From a total of 128 mutations detected in the various samples, 40 were "ubiquitous" mutations (found in all samples), 59 were shared by "several but not all" regions, and 29 were unique to a particular region (called "private mutations"). Of the "shared" mutations, 31 were shared by most of the primary tumor samples, and 28 shared by most of the metastatic tumor samples. "The detection of private mutations suggested an ongoing regional clonal evolution," the authors concluded from this data.
From these results, the workers constructed a phylogenetic tree that revealed "branching rather than linear" tumor evolution. Deeper analysis showed that, in some regions, the primary tumor shared more mutation with the metastases than with other areas of the primary tumor, suggesting the existence of two "clonal populations of progenitor cells in this region." The study also compared these results with results from a "single" tumor biopsy study, which detected 70 somatic mutations (about 55% of the total detected using the multiregional approach). These figures were put into context by noting that only 31-34% of all mutations detected using the multiregional sampling/sequencing were detected in all regions. Finally, any major effect of the everolimus treatment on these results was discounted by finding that 67/71 mutations found after treatment were present in the tumor samples pretreatment, and that 64/66 chest wall metastasis mutations were found in post-treatment metastatic tumors. These results indicated to the researchers that "the two main branches of the phylogenetic tree were present before drug treatment" and that "60% of the mutations in pretreatment samples of the primary tumor and chest-wall metastases were not shared by both biopsy samples," i.e., evidence of clonal evolution that would have required reversion of somatic mutations during treatment (not very likely).
A conventional measure of tumor heterogeneity, ploidy analysis (i.e., how many chromosomes and chromosome fragments were present in the tumor cells) was also performed. While the primary tumor was predominantly diploid (i.e., facially "normal") there were two regions in the metastatic tumors that were subtetraploid (i.e., a few fewer than twice the [n]o limited by sample quality issues showed ubiquitous "allelic imbalance" on the short arm of the 3rd chromosome (3p) characterized by loss of heterozygosity at multiple allelic loci), including VHL and histone H3K36 methyltransferase SETD2. Even here, "tumor regions shared identical allelic-imbalance profiles, and heterogeneity of allelic imbalance within metastases, which is probably driven by aneuploidy, indicates that chromosomal aberrations contribute to genetic intratumor heterogeneity."
The study also compared the mutational status of genes known to be mutated in CCC, including VHL, SETD2, KDM5C, and mTOR. Only the VHL gene was ubiquitously mutated in all regions sampled, contrasted in the study by the mutational nature of SETD2: the metastases all showed a missense mutation while one primary region had a splice site mutation and the others showed a 2 bp frameshift deletion (which was also present in the region with the frameshift mutation). Convergent evolution was detected with regard to SETD2 histone methylation using functional assays; such convergent genetic evolution in tumor cells was also detected for the X chromosome-encoded histone methyltransferase KDM5C.
Another gene, mTOR, showed a missense mutation in the portion of the gene encoding a kinase domain; this mutation was found in all but one of the primary tumor regions tested. The researchers also reported that a currently used test for CCC, a 110-gene signature that assesses patient prognosis, displayed anomalous results: the metastases and one primary tumor sample showed the "good" prognostic pattern while all the other primary sites showed the "poor" prognostic pattern. The authors caution that "prognostic gene-expression signatures may not correctly predict outcomes if they are assessed from a single region of a heterogeneous tumor."
The workers performed similar analyses on three other patients. In one, patient 2, the researchers found 119 somatic mutations what also showed a branching pattern of clonal genetic evolution in this patient's tumor. Here, ~31-37 of the mutations were found ubiquitously (the lower number was obtained when the metastases were included). While no ploidy imbalance was detected in these tumor samples, allelic imbalance was found ubiquitously in all tested regions for 3p and on the long arm of chromosome 10 (10q). In addition to some of the 3p mutations found in patent 1's tumor, mutations were found for genes residing on 10q, including PTEN. Convergent evolution was also observed for the PTEN gene. Similar results were obtained and briefly noted for tumor samples obtained from patients 3 and 4 (patient 4's tumors showed allelic imbalance on chromosomes 5 (5q) and6 (6q)). However, "[t]hese early ubiquitous events were outnumbered by non-ubiquitous aberrations, indicating that the majority of chromosomal events occurred after tumors diverged, providing further evidence of branching evolution." Patient 4 also showed tumor heterogeneity in genes like SETD2 that had been detected in other tumor samples.
The authors summarized their results by noting that they had detected genetic heterogeneity in each tumor assayed, showing "spatial separated heterogeneous somatic mutations and chromosomal imbalances." These genetic lesions lead to phenotypic heterogeneity, with 63-69% of the mutations not detected in every tumor region sampled. Their detection of "ubiquitous alterations on the trunk of the tumor phylogenetic tree . . . may account for the benefits of cytoreductive nephrectomy" because it reduces the "reservoir" of primary tumors cells capable of genetic instability and failure to respond to more "conventional" regions of the tumor. Finally, the authors state that:
Genomics analyses from single tumor-biopsy specimens may underestimate the mutational burden of heterogeneous tumors. Intratumor heterogeneity may explain the difficulties encountered in the validation of oncology biomarkers owing to sampling bias, contribute to Darwinian selection of preexisting drug-resistant clones, and predict therapeutic resistance. Reconstructing tumor clonal architectures and the identification of common mutations located in the trunk of the phylogenetic tree may contribute to more robust biomarkers and therapeutic approaches.
These results illustrate a few things. First, the gene patenting debate per se is anachronistic and ten if not thirty years out of date. The complexity revealed by this study provides one reason why approaches tried thus far for implementing personalized medicine have not worked out as well as planned. This complexity suggests that it will take far more time to produce a worthwhile personalized medicine paradigm that fulfills all its unfulfilled promises and that the "gene age" will likely be long past by that time.
This very same complexity reinforces the risk in making any broad pronouncements against the patent-eligibility of "products to nature." With this level of complexity, the number of "false negatives" (and, presumably, false positives) may make it possible to identify diagnostic genetic markers for disease prognosis that can be protected without patents. As noted by the authors, identification of the "trunk" mutations (shared by the largest number of tumor samples) provide the best information on the tumor for treatment, prognosis and otherwise. The negative consequences of changing the incentives from disclosure (protected by patenting) and non-disclosure (protected, inter alia as a trade secret) has been discussed here before; this study points to ways that could be profitable for the company that develops the test at the cost of reaching the goal of personalized medical care. Because the alternative may be no personalized medical care at all, it behooves participants in the policy debate about gene patents, genetic diagnostic testing, and innovation to consider this study to be but the first in a long series demonstrating that, indeed, we are only at the beginning of the road when it comes to developing a robust personalized medicine system.
Images of exome sequencing (above) by SarahKusala, from the Wikipedia Commons (Part I & Part 2) under the Creative Commons Attribution 3.0 Unported license.
More here:
Patent Docs: Personalized Medicine
- 001 Jaenisch: Stem cells [Last Updated On: November 29th, 2011] [Originally Added On: November 29th, 2011]
- 002 2011 Summit: Stem Cells, Reprogramming and Personalized Medicine, Rudolf Jaenisch, MD - Video [Last Updated On: December 15th, 2011] [Originally Added On: December 15th, 2011]
- 003 Craig Venter: Understanding Our Genes - A Step to Personalized Medicine | CIRM Spotlight on Genomics - Video [Last Updated On: January 29th, 2012] [Originally Added On: January 29th, 2012]
- 004 'Personalized medicine' gets $67.5M research boost [Last Updated On: January 31st, 2012] [Originally Added On: January 31st, 2012]
- 005 Harper government invests in personalized medicine [Last Updated On: January 31st, 2012] [Originally Added On: January 31st, 2012]
- 006 Statement - Rx&D Applauds Government of Canada for Investing in Personalized Medicine [Last Updated On: February 1st, 2012] [Originally Added On: February 1st, 2012]
- 007 Study Identifies Cell Subtypes For Potential Personalized Cellular Therapies [Last Updated On: May 11th, 2012] [Originally Added On: May 11th, 2012]
- 008 New UConn Health Center Chief Looks Ahead [Last Updated On: May 29th, 2012] [Originally Added On: May 29th, 2012]
- 009 Personalized Medicine - A Global Market Overview [Last Updated On: August 17th, 2012] [Originally Added On: August 17th, 2012]
- 010 Research and Markets: Personalized Medicine - A Global Market Overview [Last Updated On: August 17th, 2012] [Originally Added On: August 17th, 2012]
- 011 Companion Diagnostics and Personalized Medicine Market Report 2012: Twease.org [Last Updated On: August 24th, 2012] [Originally Added On: August 24th, 2012]
- 012 Timothy J. Triche, MD PhD DBRM Retreat 2012 Genomics and Stem Cell Research - Video [Last Updated On: November 1st, 2012] [Originally Added On: November 1st, 2012]
- 013 Keynote Speaker: Daniel Kraft • Presented by SPEAK Inc. - Video [Last Updated On: November 8th, 2012] [Originally Added On: November 8th, 2012]
- 014 GNS Healthcare, Dana-Farber and Mount Sinai Collaborate to Build Computer Model of Multiple Myeloma [Last Updated On: November 9th, 2012] [Originally Added On: November 9th, 2012]
- 015 Nina Tandon: Could tissue engineering mean personalized medicine? - Video [Last Updated On: December 7th, 2012] [Originally Added On: December 7th, 2012]
- 016 Pastor Chui Adult Stem Cell Breakthroughs Continue - Video [Last Updated On: December 19th, 2012] [Originally Added On: December 19th, 2012]
- 017 Spotlight on Genomics: Understanding Our Genes - A Step to Personalized Medicine - Video [Last Updated On: June 2nd, 2013] [Originally Added On: June 2nd, 2013]
- 018 STEM CELLS Groundbreaking Discovery. The FUTURE of Personalized Medicine ? - Video [Last Updated On: February 2nd, 2014] [Originally Added On: February 2nd, 2014]
- 019 Personalized Medicine Bulletin Personalized Medicine ... [Last Updated On: May 19th, 2015] [Originally Added On: May 19th, 2015]
- 020 Personalized Medicine - Articles [Last Updated On: May 19th, 2015] [Originally Added On: May 19th, 2015]
- 021 Personalized Medicine [Last Updated On: May 19th, 2015] [Originally Added On: May 19th, 2015]
- 022 Personalized Medicine Coalition precision medicine [Last Updated On: May 19th, 2015] [Originally Added On: May 19th, 2015]
- 023 Personalized medicine and pharmacogenomics - Mayo Clinic [Last Updated On: May 21st, 2015] [Originally Added On: May 21st, 2015]
- 024 Personalized Medicine - Food and Drug Administration [Last Updated On: May 21st, 2015] [Originally Added On: May 21st, 2015]
- 025 Personalized Medicine - Information and Resources [Last Updated On: May 21st, 2015] [Originally Added On: May 21st, 2015]
- 026 Personalized Medicine and its Impact in the Clinic [Last Updated On: May 31st, 2015] [Originally Added On: May 31st, 2015]
- 027 The Koch Institute: Personalized Medicine - David ... [Last Updated On: May 31st, 2015] [Originally Added On: May 31st, 2015]
- 028 Personalized medicine could mean big business for D.C ... [Last Updated On: June 1st, 2015] [Originally Added On: June 1st, 2015]
- 029 How An Integrated Data Approach will Impact Personalized ... [Last Updated On: June 12th, 2015] [Originally Added On: June 12th, 2015]
- 030 Conquering Cancer: Personalized Medicine Is the Future ... [Last Updated On: June 20th, 2015] [Originally Added On: June 20th, 2015]
- 031 The Promise of Personalized Medicine - Vanderbilt Magazine [Last Updated On: June 27th, 2015] [Originally Added On: June 27th, 2015]
- 032 Personalized Medicine, Targeted Therapeutics and Companion ... [Last Updated On: June 28th, 2015] [Originally Added On: June 28th, 2015]
- 033 Pharmacogenomic Testing Services | Personalized Medicine ... [Last Updated On: August 1st, 2015] [Originally Added On: August 1st, 2015]
- 034 Personalized Medicine and Cancer Companion Diagnostics [Last Updated On: August 5th, 2015] [Originally Added On: August 5th, 2015]
- 035 Enthusiasm for personalized medicine is premature ... [Last Updated On: August 9th, 2015] [Originally Added On: August 9th, 2015]
- 036 Personalized Medicine Conferences | Europe | Worldwide ... [Last Updated On: September 5th, 2015] [Originally Added On: September 5th, 2015]
- 037 Personalized Medicine News -- ScienceDaily [Last Updated On: September 10th, 2015] [Originally Added On: September 10th, 2015]
- 038 Welcome to the Indiana Institute for Personalized Medicine [Last Updated On: October 7th, 2015] [Originally Added On: October 7th, 2015]
- 039 Personalized medicine - ScienceDaily [Last Updated On: October 9th, 2015] [Originally Added On: October 9th, 2015]
- 040 Center for Personalized Medicine | Roswell Park Cancer ... [Last Updated On: October 20th, 2015] [Originally Added On: October 20th, 2015]
- 041 Icahn School of Medicine at Mount Sinai - New York City ... [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 042 Clinical Pharmacology & Therapeutics - Wiley Online Library [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 043 Perelman School of Medicine at the University of Pennsylvania [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 044 Personalized medicine: The way forward? - Medical News Today [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 045 Medicine - Wikipedia, the free encyclopedia [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 046 University of Maryland School of Medicine [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 047 Personalized medicine - Bio-Medicine - latest biology and ... [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 048 Personalized Medicine | Labcyte Inc. [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 049 Personalized Medicine SFSU [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 050 NIHSeniorHealth: Taking Medicines - Personalized Medicines [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 051 What Is Personalized Cancer Medicine? | Cancer.Net [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 052 Personalized Medicine | Breast Cancer New York & LA [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 053 Precision Medicine - Food and Drug Administration [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 054 Personalized Medicine Conference | Medical Events | 2016 ... [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 055 Personalized Medicine: How the Human Genome Era Will Usher ... [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 056 Personalized Medicine: Redefining Cancer and Its Treatment [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 057 Personalized medicine: Precise genomic solutions for disease [Last Updated On: August 4th, 2016] [Originally Added On: August 4th, 2016]
- 058 Genome | What Is Personalized Medicine [Last Updated On: August 28th, 2016] [Originally Added On: August 28th, 2016]
- 059 Worlds Leading Genomics Conference | Global Meetings ... [Last Updated On: August 31st, 2016] [Originally Added On: August 31st, 2016]
- 060 Worlds Leading Biomarkers Congress | CPD Points ... [Last Updated On: September 19th, 2016] [Originally Added On: September 19th, 2016]
- 061 Personalized Medicine - Swedish Medical Center [Last Updated On: November 29th, 2016] [Originally Added On: November 29th, 2016]
- 062 What Is Personalized Medicine? [Last Updated On: November 30th, 2016] [Originally Added On: November 30th, 2016]
- 063 We Just Got Two Steps Closer to Personalized Cancer Vaccines ... - Mental Floss [Last Updated On: July 5th, 2017] [Originally Added On: July 5th, 2017]
- 064 Personalized Medicine Summit Personalized Medicine ... [Last Updated On: July 5th, 2017] [Originally Added On: July 5th, 2017]
- 065 CURE Pharmaceutical & Therapix Biosciences Signs MOU with Israel's Assuta Medical Center to Develop First-in ... - New Cannabis Ventures (blog) [Last Updated On: July 12th, 2017] [Originally Added On: July 12th, 2017]
- 066 Personalized Medicine Extending to Supportive Needs of Brain Tumor Patients/Caregivers - PR Newswire (press release) [Last Updated On: July 12th, 2017] [Originally Added On: July 12th, 2017]
- 067 Targeted therapy and personalized medicine in hepatocellular ... - Dove Medical Press [Last Updated On: July 12th, 2017] [Originally Added On: July 12th, 2017]
- 068 Growing Demand for Personalized Medicine Driving Therapeutic Drug Monitoring Market - Digital Journal [Last Updated On: August 2nd, 2017] [Originally Added On: August 2nd, 2017]
- 069 MedStar Health Collaborates With Indivumed to Advance Precision Oncology Research - Markets Insider [Last Updated On: August 2nd, 2017] [Originally Added On: August 2nd, 2017]
- 070 Biomedical informatics gets a boost with $2.5 million grant - UB News Center [Last Updated On: August 5th, 2017] [Originally Added On: August 5th, 2017]
- 071 Medicine Is Getting More Precise For White People - FiveThirtyEight [Last Updated On: August 5th, 2017] [Originally Added On: August 5th, 2017]
- 072 Ben-Gurion University scholars uncover the secret to personalized medicine - The Jerusalem Post [Last Updated On: August 5th, 2017] [Originally Added On: August 5th, 2017]
- 073 A Cancer Conundrum: Too Many Drug Trials, Too Few Patients - New York Times [Last Updated On: August 14th, 2017] [Originally Added On: August 14th, 2017]
- 074 PRODIGE: PRediction models in prOstate cancer for personalized meDIcine challenGE. - UroToday [Last Updated On: August 14th, 2017] [Originally Added On: August 14th, 2017]
- 075 Biovista expands Project Prodigy collaborations in personalized medicine - Markets Insider [Last Updated On: August 14th, 2017] [Originally Added On: August 14th, 2017]
- 076 Computing cancer - Pamplin Media Group [Last Updated On: August 17th, 2017] [Originally Added On: August 17th, 2017]
- 077 NIH gives nod to Vibrent Health for precision medicine work - Healthcare IT News [Last Updated On: August 17th, 2017] [Originally Added On: August 17th, 2017]
- 078 Global Research Antibodies Market 2017-2022 - Increasing Demand for Personalized Medicine and Protein ... - PR Newswire (press release) [Last Updated On: August 17th, 2017] [Originally Added On: August 17th, 2017]
- 079 The Entire Medical Industry Is About To Change - ValueWalk [Last Updated On: August 19th, 2017] [Originally Added On: August 19th, 2017]
- 080 5 ways 3D printing could totally change medicine - Futurity: Research News [Last Updated On: August 28th, 2017] [Originally Added On: August 28th, 2017]