| Literature DB >> 27294018 |
Manabu Watanabe1, Junko Kusano1, Shinsaku Ohtaki1, Takashi Ishikura1, Jin Katayama1, Akira Koguchi1, Michael Paumen1, Yoshiharu Hayashi1.
Abstract
Combining single-cell methods and next-generation sequencing should provide a powerful means to understand single-cell biology and obviate the effects of sample heterogeneity. Here we report a single-cell identification method and seamless cancer gene profiling using semiconductor-based massively parallel sequencing. A549 cells (adenocarcinomic human alveolar basal epithelial cell line) were used as a model. Single-cell capture was performed using laser capture microdissection (LCM) with an Arcturus® XT system, and a captured single cell and a bulk population of A549 cells (≈ 10(6) cells) were subjected to whole genome amplification (WGA). For cell identification, a multiplex PCR method (AmpliSeq™ SNP HID panel) was used to enrich 136 highly discriminatory SNPs with a genotype concordance probability of 10(31-35). For cancer gene profiling, we used mutation profiling that was performed in parallel using a hotspot panel for 50 cancer-related genes. Sequencing was performed using a semiconductor-based bench top sequencer. The distribution of sequence reads for both HID and Cancer panel amplicons was consistent across these samples. For the bulk population of cells, the percentages of sequence covered at coverage of more than 100 × were 99.04% for the HID panel and 98.83% for the Cancer panel, while for the single cell percentages of sequence covered at coverage of more than 100 × were 55.93% for the HID panel and 65.96% for the Cancer panel. Partial amplification failure or randomly distributed non-amplified regions across samples from single cells during the WGA procedures or random allele drop out probably caused these differences. However, comparative analyses showed that this method successfully discriminated a single A549 cancer cell from a bulk population of A549 cells. Thus, our approach provides a powerful means to overcome tumor sample heterogeneity when searching for somatic mutations.Entities:
Keywords: Heterogeneity; Laser capture microdissection; Semiconductor-based sequencing; Single cell identification
Year: 2014 PMID: 27294018 PMCID: PMC4887956 DOI: 10.1016/j.atg.2014.05.004
Source DB: PubMed Journal: Appl Transl Genom ISSN: 2212-0661
Fig. 1Workflow used for this study.
A) Procedures used and the time required for an experiment. The total time required for a single experiment was approximately 21 h. B) Summary of single-cell identification and simultaneous functional sequence analysis with a semiconductor-based sequencer. Amplifications using a population of cells and a whole-genome amplified single cell from the same bulk population were compared.
Fig. 2Results for single-cell capture and WGA.
A) Image of a single cell. This cell was captured by LCM using an Arcturus® XT system (Life Technologies). B) Captured single cells and a blank sample included as a negative control were lysed and WGA was performed using single cell WGA kits (New England Bio Laboratories). Successful amplification of the samples was checked by agarose gel electrophoresis.
Sequence data at SNP HID panel and Cancer hotspot panel v2.
| Basic reads information | ||
|---|---|---|
| Mapped reads (Cancer panel + HID panel) | Reads on target | |
| A549 single cell Library prep replicate #1 | 1,129,189 | 90.06% |
| A549 single cell Library prep replicate #2 | ||
| Population cells | 1,562,883 | 96.22% |
Uniformity of coverage = percentage of bases covered at ≥ 20% of the mean coverage.
On-target reads = percentage of reads that mapped to target regions out of total mapped reads per run.
Fig. 3Correlations for read depths between two A549 single-cell replicates and between an A549 single cell and an A549 population of cells.
Comparative analyses were conducted for two A549 single-cell replicates and for an A549 single cell and an A549 population of cells. A) Correlation for read depths between single cell Library prep replicates #1 and #2 (#1 was from 50 ng of DNA templates and # 2 was from 10 ng of DNA templates). These results indicated a high correlation between these replicates. B) Correlation for read depths between A549 single cell Library prep replicate #1 and an A549 population of cells.
Comparison analysis at SNP HID panel on the autosomal chromosomes.
| Chromosome | Position | Target ID | A549 population cells | A549 single cell Library prep replicate #1 | A549 single cell Library prep replicate #2 | Allele matching between population and single cell #1 | |
|---|---|---|---|---|---|---|---|
| Reads | Reads | Reads | |||||
| 1 | chr1 | 4367323 | rs1490413 | 783 | 506 | 887 | m |
| 2 | chr1 | 14155402 | rs7520386 | 8221 | 4566 | 4018 | m |
| 3 | chr1 | 160786670 | rs560681 | 2079 | 0 | 9 | n |
| 4 | chr1 | 238439308 | rs10495407 | 3626 | 1512 | 1923 | m |
| 5 | chr1 | 239881926 | rs891700 | 4255 | 91 | 147 | m |
| 6 | chr1 | 242806797 | rs1413212 | 3737 | 1078 | 2094 | m |
| 7 | chr2 | 114974 | rs876724 | 12185 | 5851 | 4528 | m |
| 8 | chr2 | 182413259 | rs12997453 | 3130 | 2359 | 4558 | m |
| 9 | chr3 | 961782 | rs1357617 | 4374 | 0 | 13 | n |
| 10 | chr3 | 59488340 | rs9866013 | 2409 | 951 | 1115 | m |
| 11 | chr3 | 113804979 | rs1872575 | 7710 | 276 | 311 | p |
| 12 | chr3 | 190806108 | rs1355366 | 8155 | 3452 | 2696 | m |
| 13 | chr3 | 193207380 | rs6444724 | 2755 | 1719 | 2107 | m |
| 14 | chr4 | 76425896 | rs13134862 | 1081 | 0 | 0 | n |
| 15 | chr4 | 169663615 | rs6811238 | 9403 | 405 | 0 | m |
| 16 | chr4 | 157489906 | rs1554472 | 511 | 0 | 325 | n |
| 17 | chr4 | 190318080 | rs1979255 | 7192 | 4561 | 2920 | m |
| 18 | chr5 | 2879395 | rs717302 | 16202 | 1432 | 934 | m |
| 19 | chr5 | 17374898 | rs159606 | 10053 | 4047 | 4056 | m |
| 20 | chr5 | 136633338 | rs13182883 | 3322 | 6 | 3 | m |
| 21 | chr5 | 159487953 | rs7704770 | 1111 | 434 | 917 | m |
| 22 | chr5 | 174778678 | rs251934 | 6320 | 2997 | 4315 | m |
| 23 | chr5 | 178690725 | rs338882 | 7017 | 15978 | 16675 | m |
| 24 | chr6 | 1135939 | rs1029047 | 372 | 105 | 350 | m |
| 25 | chr6 | 12059954 | rs13218440 | 6175 | 1066 | 1118 | m |
| 26 | chr6 | 55155704 | rs2811231 | 255 | 1019 | 1574 | m |
| 27 | chr6 | 120560694 | rs1478829 | 984 | 0 | 1 | n |
| 28 | chr6 | 123894978 | rs1358856 | 2631 | 0 | 0 | n |
| 29 | chr6 | 148761456 | rs2272998 | 4807 | 0 | 0 | n |
| 30 | chr6 | 152697706 | rs214955 | 3266 | 211 | 329 | m |
| 31 | chr6 | 165045334 | rs727811 | 8586 | 15 | 31 | m |
| 32 | chr7 | 4310365 | rs6955448 | 5403 | 2536 | 4468 | m |
| 33 | chr7 | 4457003 | rs917118 | 5497 | 792 | 716 | m |
| 34 | chr7 | 13894276 | rs1019029 | 6249 | 1272 | 1605 | m |
| 35 | chr7 | 137029838 | rs321198 | 7283 | 251 | 277 | p |
| 36 | chr7 | 155990813 | rs737681 | 13712 | 3881 | 2151 | m |
| 37 | chr8 | 28411072 | rs10092491 | 7523 | 67 | 121 | m |
| 38 | chr8 | 136839229 | rs4288409 | 4312 | 277 | 168 | m |
| 39 | chr8 | 139399116 | rs2056277 | 11214 | 4874 | 5782 | m |
| 40 | chr8 | 144656754 | rs4606077 | 1964 | 738 | 680 | m |
| 41 | chr9 | 14747133 | rs2270529 | 9489 | 1405 | 1911 | m |
| 42 | chr9 | 27985938 | rs7041158 | 3365 | 5217 | 6537 | m |
| 43 | chr9 | 126881448 | rs1463729 | 3678 | 21817 | 17240 | m |
| 44 | chr9 | 137417308 | rs10776839 | 7888 | 1506 | 1608 | m |
| 45 | chr10 | 3374178 | rs735155 | 2297 | 1198 | 1769 | m |
| 46 | chr10 | 17193346 | rs3780962 | 7251 | 3741 | 2789 | m |
| 47 | chr10 | 97172595 | rs1410059 | 5509 | 32 | 57 | m |
| 48 | chr10 | 118506899 | rs740598 | 9602 | 193 | 198 | m |
| 49 | chr10 | 132698419 | rs964681 | 10487 | 15260 | 16681 | m |
| 50 | chr11 | 5098714 | rs10768550 | 4277 | 69 | 101 | m |
| 51 | chr11 | 5099393 | rs10500617 | 8876 | 0 | 3 | n |
| 52 | chr11 | 5709028 | rs1498553 | 5400 | 10838 | 24725 | m |
| 53 | chr11 | 11096221 | rs901398 | 8284 | 12116 | 10728 | m |
| 54 | chr11 | 105912984 | rs6591147 | 3389 | 0 | 0 | n |
| 55 | chr11 | 122195989 | rs590162 | 1306 | 0 | 0 | n |
| 56 | chr12 | 888320 | rs2107612 | 868 | 16 | 49 | m |
| 57 | chr12 | 6909442 | rs2255301 | 6306 | 1009 | 933 | m |
| 58 | chr12 | 6945914 | rs2269355 | 6034 | 19889 | 20339 | m |
| 59 | chr12 | 106328254 | rs2111980 | 1820 | 14 | 12 | m |
| 60 | chr12 | 130761696 | rs10773760 | 20475 | 75 | 37 | m |
| 61 | chr13 | 22374700 | rs1886510 | 554 | 35 | 49 | m |
| 62 | chr13 | 84456735 | rs9546538 | 2879 | 9826 | 17784 | m |
| 63 | chr13 | 100038233 | rs1058083 | 2334 | 532 | 1110 | m |
| 64 | chr13 | 106938411 | rs354439 | 2635 | 2 | 4 | m |
| 65 | chr14 | 25850832 | rs1454361 | 9917 | 1251 | 915 | m |
| 66 | chr14 | 98845531 | rs873196 | 6715 | 2750 | 3275 | m |
| 67 | chr14 | 104769149 | rs4530059 | 6079 | 22987 | 23406 | m |
| 68 | chr15 | 39313402 | rs1821380 | 4909 | 1162 | 1481 | m |
| 69 | chr16 | 5606197 | rs729172 | 10102 | 2275 | 2360 | m |
| 70 | chr16 | 5868700 | rs2342747 | 2610 | 6048 | 5248 | m |
| 71 | chr16 | 78017051 | rs430046 | 6083 | 8464 | 11680 | m |
| 72 | chr16 | 80106361 | rs1382387 | 3983 | 443 | 444 | m |
| 73 | chr17 | 41286822 | rs2175957 | 7090 | 3093 | 4591 | m |
| 74 | chr17 | 41341984 | rs8070085 | 6172 | 9215 | 11726 | m |
| 75 | chr17 | 41691526 | rs1004357 | 5712 | 22482 | 23964 | m |
| 76 | chr17 | 80526139 | rs2291395 | 8351 | 19 | 9 | m |
| 77 | chr17 | 80531643 | rs4789798 | 6312 | 43 | 80 | m |
| 78 | chr17 | 80715702 | rs689512 | 6038 | 129 | 129 | m |
| 79 | chr17 | 80739859 | rs3744163 | 8121 | 480 | 652 | m |
| 80 | chr17 | 80765788 | rs2292972 | 7626 | 8748 | 12108 | m |
| 81 | chr18 | 1127986 | rs1493232 | 2756 | 18 | 34 | m |
| 82 | chr18 | 9749879 | rs9951171 | 6520 | 872 | 683 | m |
| 83 | chr18 | 22739001 | rs7229946 | 5395 | 2718 | 3322 | m |
| 84 | chr18 | 29311034 | rs985492 | 4040 | 14112 | 16841 | m |
| 85 | chr18 | 47371014 | rs521861 | 3959 | 0 | 0 | n |
| 86 | chr18 | 55225777 | rs1736442 | 5762 | 16 | 16 | m |
| 87 | chr18 | 75432386 | rs1024116 | 1300 | 1762 | 2807 | m |
| 88 | chr19 | 28463337 | rs719366 | 17160 | 5626 | 5487 | m |
| 89 | chr19 | 39559807 | rs576261 | 5800 | 8440 | 8923 | m |
| 90 | chr20 | 16241416 | rs12480506 | 11582 | 3938 | 4690 | m |
| 91 | chr20 | 23017082 | rs2567608 | 11131 | 18667 | 22692 | m |
| 92 | chr20 | 39487110 | rs1005533 | 4770 | 2345 | 3535 | m |
| 93 | chr20 | 51296162 | rs1523537 | 3113 | 2924 | 5102 | m |
| 94 | chr21 | 16685598 | rs722098 | 746 | 98 | 264 | m |
| 95 | chr21 | 28023370 | rs464663 | 5969 | 1750 | 1357 | m |
| 96 | chr21 | 33582722 | rs2833736 | 11000 | 6320 | 3864 | m |
| 97 | chr21 | 42415929 | rs914165 | 4174 | 6788 | 5841 | m |
| 98 | chr22 | 19920359 | rs9606186 | 8589 | 26670 | 25031 | m |
| 99 | chr22 | 23802171 | rs2073383 | 3889 | 659 | 798 | m |
| 100 | chr22 | 27816784 | rs733164 | 4370 | 1531 | 1524 | m |
| 101 | chr22 | 33559508 | rs987640 | 3691 | 1511 | 2156 | m |
| 102 | chr22 | 47836412 | rs2040411 | 11123 | 1985 | 1680 | m |
| 103 | chr22 | 48362290 | rs1028528 | 5252 | 5580 | 4370 | m |
m = match; p = partial match; n = no depth.
Fig. 4Allelic description plots as replication study using TaqMan® SNP genotyping assays.
To validate SNP HID sequencing results, allele-specific real-time PCR was performed. Four representative plots showing performance of four assays in analysis of A549 samples and reference samples. VIC signal (x-axis) is associated with the probe for allele A (graph (1), (3)) and allele C (graph (2), (4)), while FAM (y-axis) labels the allele G (graph (1), (3)) and allele T (graph (2), (4)) probes. Aqua blue × symbols indicate A549 bulk cells and a single cell with NGS reads data. Circles symbols and black × symbols indicate 20 Coriell gDNA samples as reference.
Comparative analysis for the Cancer hotspot panel of 50 cancer-related genes.
| Chromosome | Position | Gene Sym | Hotspot ID | A549 population cells | A549 single cell Library prep replicates #1 | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Zygosity | Ref | Variant | Var freq | Coverage | Ref cov | Var cov | Zygosity | Ref | Variant | Var freq | Coverage | Ref cov | Var cov | ||||
| chr4 | 1807894 | FGFR3 | – | Hom | G | A | 99.7 | 2003 | 6 | 1997 | Hom | G | A | 99.25 | 2135 | 14 | 2119 |
| chr4 | 55141055 | PDGFRA | – | Hom | A | G | 100 | 1605 | 0 | 1605 | Hom | A | G | 99.69 | 12002 | 21 | 11965 |
| chr5 | 149433597 | CSF1R | – | Hom | G | A | 97.6 | 1503 | 36 | 1467 | Hom | G | A | 96.18 | 12894 | 458 | 12402 |
| chr5 | 149433596 | CSF1R | – | Hom | T | G | 97.88 | 1464 | 1 | 1433 | Hom | T | G | 97.2 | 12285 | 33 | 11941 |
| chr7 | 55249063 | EGFR | – | Hom | G | A | 99.88 | 2456 | 2 | 2453 | Hom | G | A | 100 | 12 | 0 | 12 |
| chr10 | 43615633 | RET | – | Het | C | G | 66.46 | 3208 | 1075 | 2132 | Het | C | G | 64.45 | 422 | 149 | 272 |
| chr10 | 43613843 | RET | – | Hom | G | T | 99.85 | 6073 | 0 | 6064 | Hom | G | T | 99.56 | 1609 | 0 | 1602 |
| chr12 | 25398285 | KRAS | COSM517; | Hom | C | T | 99.62 | 4487 | 17 | 4470 | Hom | C | T | 100 | 24 | 0 | 24 |
| chr13 | 28610183 | FLT3 | – | Hom | A | G | 99.9 | 4910 | 4 | 4905 | Hom | A | G | 99.88 | 3342 | 4 | 3338 |
| chr17 | 7579472 | TP53 | Het | G | C | 91.03 | 2520 | 225 | 2294 | Het | G | C | 88.23 | 3865 | 446 | 3410 | |
| chr19 | 1207021 | STK11 | COSM12925; | Hom | C | T | 99.9 | 2909 | 3 | 2906 | Hom | C | T | 99.35 | 10927 | 47 | 10856 |
| chr3 | 178917005 | PIK3CA | – | Hom | A | G | 99.57 | 1153 | 5 | 1148 | Not detected | ||||||
| chr4 | 55602749 | KIT | Not detected | Het | T | C | 46.36 | 4864 | 2581 | 2255 | |||||||
| chr4 | 55979623 | KDR | COSM32339 | Het | C | G | 48.72 | 2422 | 1243 | 1180 | Het | C | T | 73.68 | 19 | 5 | 14 |
| chr11 | 108155120 | ATM | Not detected | Het | G | T | 50 | 12 | 6 | 6 | |||||||
| chr11 | 108204661 | ATM | Not detected | Het | T | C | 70.54 | 258 | 76 | 182 | |||||||
| chr11 | 108204660 | ATM | Not detected | Hom | T | C | 91.89 | 259 | 21 | 238 | |||||||