| Literature DB >> 31245284 |
Qiumei Yao1, Yinlei Bai2, Alberto Orfao3, Chor Sang Chim1.
Abstract
Next-generation sequencing (NGS) has been applied to monitor minimal residual disease (MRD) in multiple myeloma (MM). Standardized DNA input and sequencing depth is essential for achieving a uniform sensitivity in NGS-based MRD study. Herein, the sensitivity of 10-5 was verified by a standardized experimental design based on triplicate measurements of 1 μg DNA input and 1 million sequencing reads using the LymphoTrack-MiSeq platform. MRD level was defined as the mean MRD burden of the triplicates. Two spike-in controls at concentrations of 0.001% tumor plasma cells (PC) for verifying the sensitivity of 10-5 and 0.01% (or 0.005%) for MRD normalization were systematically analyzed. The spike-in control of 0.001% MRD was consistently detected in all samples, confirming a sensitivity of 10-5. Moreover, this standardized NGS approach yielded MRD measurements concordant with serological response and comparable to allele-specific oligonucleotide (ASO) real-time quantitative (RQ)-PCR. Moreover, NGS showed an improved sensitivity and provided quantification of MRD for cases assigned "positive but not quantifiable" (PNQ) by ASO RQ-PCR, even without the use of patient-specific probes/primers. Issues regarding the specificity of myeloma-specific sequences as MRD target, optimal input for spike-in normalization, and interpretation of MRD from triplicates are discussed. Herein, the standardized LymphoTrack-MiSeq-based method is verified to carry a sensitivity of 10-5, hence an effective tool for MRD monitoring in MM. As only a small number of samples are tested here, further study with a larger number of patients is warranted.Entities:
Keywords: allele-specific oligonucleotide-PCR; minimal residual disease; multiple myeloma; next-generation sequencing; sensitivity
Year: 2019 PMID: 31245284 PMCID: PMC6563351 DOI: 10.3389/fonc.2019.00449
Source DB: PubMed Journal: Front Oncol ISSN: 2234-943X Impact factor: 6.244
Patient and sample characteristics.
| 1 | A | 3.0 | 3.9 | 0 | t (4;14); | VTD | Yes | FU-1 | Before ASCT | VGPR |
| FU-2 | After ASCT | CR | ||||||||
| FU-3 | After consolidation | CR | ||||||||
| 2 | G | 9.1 | 3.3 | 0 | t (14;16); del 17p | VTD | Yes | FU-1 | Before consolidation | VGPR |
| FU-2 | After consolidation | CR | ||||||||
| 3 | D | 13.6 | 4.2 | 0 | No | PAD | No | FU-1 | After ASCT | CR |
| 4 | Non-secretory | 3.3 | 4.2 | 1 | No | VTD | No | FU-1 | After ASCT | CR |
LDH, lactate dehydrogenase; FU, follow-up; VTD, bortezomib–thalidomide–dexamethasone; PAD, bortezomib–doxorubicin–dexamethasone; ASCT, autologous stem cell transplantation; VGPR, very good partial response; CR, complete response.
Presence of del(17p) and/or translocation t(4;14) and/or translocation t (14;16).
Figure 1Overview of the workflow of MRD measurement method used and evaluated in the present study. The number of cells contained in 1 μg bone marrow mononuclear cells (BMMCs) of each sample was determined by real-time PCR standard curve method. Each MRD sample was studied in triplicates of 1 μg DNA input with a sequencing g depth of 1 million reads in each replicate. Two plasmids containing unique IGH sequences were added to each replicate: plasmid A at concentration of 10−5 for validation of the sensitivity of 10−5, and plasmid B at 10−4 for deriving the amplification factor, i.e., percentage of tumor alleles per sequencing read (0.01%/sequencing reads of plasmid B). MRD of each replicate was derived by multiplying patient-specific sequencing reads with the amplification factor.
Results of clonality detection.
| 1 | Clone 1: VH3.9(0)-1-7-(2)D5.12(4)-2-(18)JH6 | Clone 1 (IGHV3-9_01) | IGHD5-12_01 | IGHJ6_03 | 45.5 | 100% |
| Clone 2: VH3.13(10)-5-(7)D3.22(10)-11-(1)JH3 | Clone 2 (IGHV3-13_01) | IGHD3-22_01 | IGHJ3_02 | 18.5 | 100% | |
| 2 | VH2.5(2)-6-(2)D1.26(2)-3-(5)JH4 | IGHV2-5_09 | IGHD1-26_01 | IGHJ4_02 | 42.8 | 100% |
| 3 | VH3.66(0)-5-(15)D3.16(7)-7-(14)JH6 | IGHV3-66_02 | IGHD3-16_02 | IGHJ6_02 | 80.3 | 100% |
| 4 | VH3.21(1)-9-(8)D2.21(3)-3-(5)JH6 | IGHV3-21_02 | IGHD2-21_01 | IGHJ6_03 | 13.9 | 100% |
NGS, next-gene sequencing; CDR3, complementarity-determining region.
Results of minimal residual disease measured by next-generation sequencing and allele-specific oligonucleotide real-time quantitative-PCR.
| 1/FU-1 | VGPR | −1 | 3.2 × 105 | 1.1 | 656 | 5 × 10−5 | 3,050 (2.8 × 10−3) | Clonotype 1: 18545 Clonotype 2: 2599 | Clonotype 1: 0.030% Clonotype 2: 0.004% | Clonotype 1: 0.046% Clonotype 2: 0.011% | Clonotype 1: 0.043% Clonotype 2: 0.013% | Clonotype 1: 23 copies/105 cells Clonotype 2: 45 copies/105 cells |
| −2 | 3.2 × 105 | 1.1 | 387 | 1,226 (1.1 × 10−3) | Clonotype 1: 15911 Clonotype 2: 3400 | Clonotype 1: 0.065% Clonotype 2: 0.014% | ||||||
| −3 | 3.2 × 105 | 0.9 | 24 | 1,411 (1.5 × 10−3) | Clonotype 1: 12154 Clonotype 2: 3679 | Clonotype 1: 0.043% Clonotype 2: 0.013% | ||||||
| 1/ FU-2 | CR | −1 | 2.5 × 105 | 0.8 | 0 | 10−4 | 13,128 (1.5 × 10−2) | Clonotype 1: 1737 Clonotype 2: 0 | Clonotype 1: 0.0013% Clonotype 2: 0 | Clonotype 1: 0.0004% Clonotype 2: 0.0006% | Clonotype 1: 0 Clonotype 2: 0 | Clonotype 1: Positive, <10−4 Clonotype 2: Negative |
| −2 | 2.5 × 105 | 0.9 | 1,279 | 8,216 (0.9 × 10−2) | Clonotype 1: 0 Clonotype 2: 1497 | Clonotype 1: 0 Clonotype 2: 0.0018% | ||||||
| −3 | 2.5 × 105 | 0.5 | 857 | 9,433 (2.0 × 10−2) | Clonotype 1: 0 Clonotype 2: 0 | Clonotype 1: 0 Clonotype 2: 0 | ||||||
| 1/ FU-3 | CR | −1 | 2.8 × 105 | 2.0 | 11 | 10−4 | 702 (3.5 × 10−4) | Clonotype 1: 1021 Clonotype 2: 30 | Clonotype 1: 0.016% Clonotype 2: 0.0004% | Clonotype 1: 0.010% Clonotype 2: 0.003% | Clonotype 1: 0.013% Clonotype 2: 0.0004% | Clonotype 1: positive, < 10−4 Clonotype 2: positive, < 5 × 10−4 |
| −2 | 2.8 × 105 | 1.2 | 250 | 616 (5.2 × 10−4) | Clonotype 1: 807Clonotype 2: 10 | Clonotype 1: 0.013% Clonotype 2: 0.0002% | ||||||
| −3 | 2.8 × 105 | 1.7 | 0 | 407 (2.4 × 10−4) | Clonotype 1: 141 Clonotype 2: 333 | Clonotype 1: 0.003% Clonotype 2: 0.008% | ||||||
| 2/FU-1 | VGPR | −1 | 1.9 × 105 | 1.2 | 0 | 10−4 | 65 (5.5 × 10−5) | 0 | Negative | Negative | Negative | Negative |
| −2 | 1.9 × 105 | 1.0 | 11 | 70 (5.5 × 10−5) | 0 | Negative | ||||||
| −3 | 1.9 × 105 | 0.9 | 1 | 43 (4.8 × 10−5) | 0 | Negative | ||||||
| 2/FU-2 | CR | −1 | 2.0 × 105 | 1.1 | 0 | 5 × 10−5 | 369 (3.4 × 10−4) | 0 | Negative | Negative | Negative | Negative |
| −2 | 2.0 × 105 | 0.5 | 5 | 0 | 0 | Negative | ||||||
| −3 | 2.0 × 105 | 0.8 | 48 | 516 (6.7 × 10−4) | 0 | Negative | ||||||
| 3/FU-1 | CR | −1 | 1.7 × 105 | 1.4 | 185 | 10−4 | 208 (1.4 × 10−4) | 3,547 | 0.170% | 0.082% | 0.049% | Positive, < 5 × 10−4 |
| −2 | 1.7 × 105 | 2.0 | 8 | 730 (3.7 × 10−4) | 1,962 | 0.027% | ||||||
| −3 | 1.7 × 105 | 1.1 | 5 | 340 (3.2 × 10−4) | 1,674 | 0.049% | ||||||
| 4/FU-1 | CR | −1 | 1.7 × 105 | 2.9 | 99 | 10−4 | 111 (3.8 × 10−5) | 687 | 0.061% | 0.042% | N/A | 30 copies/105 cells |
| −2 | 1.7 × 105 | 1.3 | 9 | 120 (9.3 × 10−5) | 280 | 0.023% | ||||||
| −3 | 1.7 × 105 | 2.1 | 7 | 5 (2.3 × 10−6) | 311 | N/A | ||||||
| Healthy | N/A | −1 | 3.8 × 105 | 0.6 | N/A | |||||||
| donor | −2 | 3.8 × 105 | 0.9 | |||||||||
| −3 | 3.8 × 105 | 1.6 | ||||||||||
FU, follow-up; VGPR, very good partial response; CR, complete response; N/A, not applicable.
Figure 2Comparison between NGS and RQ-PCR. For each MRD sample, NGS based MRD of triplicates, mean MRD and ASO RQ-PCR based MRD are shown. For comparison purposes, cases that were defined as “positive not quantifiable” in ASO RQ-PCR were placed to sensitivity of that patient (10−5 for clonotype-1 of patient 1, 5 × 10−5 for clonotype-2 of patient 1 and patients 3). Aberration: FU, follow-up; PNQ, positive not quantifiable.