| Literature DB >> 24213133 |
Lijin Li1, Peter Goedegebuure, Elaine R Mardis, Matthew J C Ellis, Xiuli Zhang, John M Herndon, Timothy P Fleming, Beatriz M Carreno, Ted H Hansen, William E Gillanders.
Abstract
New DNA sequencing platforms have revolutionized human genome sequencing. The dramatic advances in genome sequencing technologies predict that the $1,000 genome will become a reality within the next few years. Applied to cancer, the availability of cancer genome sequences permits real-time decision-making with the potential to affect diagnosis, prognosis, and treatment, and has opened the door towards personalized medicine. A promising strategy is the identification of mutated tumor antigens, and the design of personalized cancer vaccines. Supporting this notion are preliminary analyses of the epitope landscape in breast cancer suggesting that individual tumors express significant numbers of novel antigens to the immune system that can be specifically targeted through cancer vaccines.Entities:
Year: 2011 PMID: 24213133 PMCID: PMC3763418 DOI: 10.3390/cancers3044191
Source DB: PubMed Journal: Cancers (Basel) ISSN: 2072-6694 Impact factor: 6.639
Summary of DNA sequencing platforms 1.
| Automated Sanger sequencer | Capillary electrophoresis, BigDye®-terminator chemistry | 3730 xl | Up to 900 bp | <3 Mb | Applied Biosystems |
| 454 | Pyrosequencing | GS FLX+ | 500–700 bp | 700 Mb | 454 Life Sciences (Roche) |
| SOLiD™ | Sequencing by ligation | 5500 xl | 75 bp | 30 Gb | Life Technologies (ABI) |
| Illumina | Clonal single molecule array | HiSeq2000 | 50–150 bp | Up to 55 Gb | Illumina, Inc. |
| Complete genomics | DNA nanoball array, ligation-based sequencing | N/A | 70 bp | 8.8 Gb | Complete Genomics |
| Ion Torrent | Hydrogen ion semiconductor | Ion 316 Chip | 100 bp | 100 Mb | Life Technologies (ABI) |
| HeliScope™ | Imaging single nucleotide incorporation | Single Molecule Sequencer | 35 bp | 1 Gb | Helicos |
| PacBio | SMRT™ technology | PacBio | >1,000 bp | 500 Mb | Pacific Biosciences |
Typical performances of selected model systems are listed based on the marketing materials from each company. Actual results may vary depending on specific sample and genomic characteristics;
Not commercially available. Complete Genomics offers in-house sequencing services bundled with web-based data analysis;
Output per chip;
Based on Enterobacteria phage λ at 45 Mb/SMRT cell, 12 SMRT cells/day.
Figure 1.The plummeting cost of genome sequencing. The cost-accounting data, available at the website of National Human Genome Research Institute (NHGRI) [12], are summarized relative to two metrics: (1) the cost of determining one megabase (106 bases) of DNA sequence of a specified quality [12], and (2) the cost of sequencing a human-sized genome (i.e., 3,000 Mb). Of note, the sudden and profound decrease beginning in January 2008 represents the time when the NHGRI sequencing centers transitioned from Sanger-based chemistry and capillary-based instruments to next-generation DNA sequencing technologies.
Figure 2.Human cancer genome timeline. Selected milestone events [13-16,18-23] are illustrated for human genome sequencing (blue boxes) and cancer genomics (pink boxes). Decade marks in red are not drawn to scale.
Unique and shared tumor antigens.
| single tumor | multiple tumors | |
| yes | no | |
| no | yes | |
| no | yes | |
| high | moderate to low | |
| universal | restricted | |
| yes | no |
Exceptions are mutations in oncogenes/tumor suppressor genes such as K-RAS and p53.
Unique tumor antigens identified through breast cancer genome sequencing and predicted binding to HLA-A2.
|
| |||||
|---|---|---|---|---|---|
| DDX11 | 12; 31122692 | SNV (T > G) | QED | 15 | 25 |
| PTCH2 | 1; 45068225 | SNV (C > G) | CHGFSHK | 26 | 21 |
| PARVA | 11; 12496610 | insertion | SFAFE | 32 | 18192 |
| JAK2 | 9; 5040714 | SNV (T > C) | QWRHD | 55 | 31 |
| DYNC2H1 | 11; 102687902 | SNV (G > A) | EQISKKDNT | 60 | 19004 |
| CMV pp65 | N/A | N/A | N/A | 60 | |
| PPPDE1 | 1; 242935580 | SNV (A > T) | LQSCLPKE | 65 | 102 |
| SHE | 1; 152723308 | deletion | AVFD | 66 | 18757 |
| SLC44A1 | 9; 107137789 | SNV (G > A) | LK | 94 | 82 |
| JAK2 | 9; 5040714 | SNV (T > C) | QWRH | 111 | 291 |
| NALCN | 13; 100688137 | SNV (A > T) | VIGT | 127 | 1293 |
| GP100280 | N/A | N/A | N/A | 135 | |
| GUK1 | 1; 226395989 | SNV (C > A) | MAGSQKEE | 162 | 331 |
| DHDDS | 1; 26646672 | SNV (G > A) | FLNVCFA | 186 | 378 |
| MAP3K8 | 10; 30789749 | SNV (C > T) | DLGALAGYF | 216 | 961 |
| DHDDS | 1; 26646672 | SNV (G > A) | FLNVC | 414 | 889 |
| FAM107B | 10; 14603968 | SNV (C > T) | ELQ | 429 | 949 |
Mutation location is from Ensembl build 54. The first number is the chromosome; the second indicates the first mutated nucleotide;
The indicated peptide sequences (21-mers) were screened for candidate epitopes of 8–11 amino acids in length. The minimal epitope with the highest predicted affinity is underlined. Amino acids that differ from the wildtype sequence are indicated in red;
Predicted affinity (nM) based on the NetMHC 3.2 prediction algorithm [59]. The NetMHC 3.2 server predicts binding of peptides to a number of different HLA alleles using artificial neural networks (ANNs) and weight matrices [60-62]. Affinity scores of <50 nM indicate strong binding, whereas scores between 50 and 500 nM indicate weak binding. Similar data were obtained using a second prediction algorithm [63];
Commonly used immunodominant peptides derived from cytomegalovirus (CMV pp65) [64] and melanoma (gp100280) [65] are highlighted in yellow;
Please note that one limitation of next-generation sequencing technologies is that it can be very difficult to identify and validate small structural variants such as insertions or deletions. Robust computer algorithms have been established for the identification of these structural variants or indels [66]. Because indels are frequently frame shift mutations, they significantly alter the amino acid sequence, and may be more likely to be recognized by the immune system;
• indicates stop codon.
Figure 3.Template of a polyepitope DNA vaccine.
Figure 4.Schematic overview of the personalized cancer vaccines strategy.