Submitted:
26 June 2026
Posted:
29 June 2026
You are already at the latest version
Abstract
Keywords:
Introduction
Methods
Results
Discussion
Conclusion
Author Contributions
Funding
Institutional Review Board Statement
Informed consent
Data Availability
Acknowledgments
Conflicts of interest
References
- Landgren, O.; Prior, T.J.; Masterson, T.; Heuck, C.; Bueno, O.F.; Dash, A.B.; et al. EVIDENCE meta-analysis: evaluating minimal residual disease as an intermediate clinical end point for multiple myeloma. Blood 2024, 144(4), 359–67. [Google Scholar] [CrossRef] [PubMed]
- Perrot, A.; Touzeau, C.; Lambert, J.; Hulin, C.; Caillot, D.; Karlin, L.; et al. Isatuximab, carfilzomib, lenalidomide, and dexamethasone induction in newly diagnosed myeloma: analysis of the MIDAS trial. Blood 2025, 146(1), 52–61. [Google Scholar] [CrossRef] [PubMed]
- Sonneveld, P.; Dimopoulos, M.A.; Boccadoro, M.; Quach, H.; Ho, P.J.; Beksac, M.; et al. Daratumumab, Bortezomib, Lenalidomide, and Dexamethasone for Multiple Myeloma. N Engl. J. Med. 2024, 390(4), 301–13. [Google Scholar] [CrossRef] [PubMed]
- Landgren, O.; Ye, C.; Hillengass, J.; Sborov, D.; Hoffman, J.; Diamond, B.; et al. Randomized, multi-center study of carfilzomib, lenalidomide, and dexamethasone (KRd) with or without daratumumab (D) in patients with newly diagnosed multiple myeloma (NDMM): The ADVANCE clinical trial. J. Clin. Oncol. 2025, 43, 7503. [Google Scholar] [CrossRef]
- Oliva, S.; Genuardi, E.; Paris, L.; D'Agostino, M.; Rogers, J.; Rota-Scalabrini, D.; et al. Prospective evaluation of minimal residual disease in the phase II FORTE trial: a head-to-head comparison between multiparameter flow cytometry and next-generation sequencing. EClinicalMedicine 2023, 60, 102016. [Google Scholar] [PubMed]
- Yoroidaka, T.; Takamatsu, H.; Urushihara, R.; Itagaki, M.; Yoshihara, S.; Sato, K.; et al. Prognostic value of minimal residual disease detected by EuroFlow next-generation flow cytometry and next-generation sequencing in patients with multiple myeloma achieving complete response and receiving lenalidomide maintenance after autotransplant: a prospective comparison study. Haematologica 2025. [Google Scholar] [PubMed]
- Ching, T.; Duncan, M.E.; Newman-Eerkes, T.; McWhorter, M.M.E.; Tracy, J.M.; Steen, M.S.; et al. Analytical evaluation of the clonoSEQ Assay for establishing measurable (minimal) residual disease in acute lymphoblastic leukemia, chronic lymphocytic leukemia, and multiple myeloma. BMC Cancer 2020, 20(1), 612. [Google Scholar] [CrossRef] [PubMed]
- Latham, S.; Hughes, E.; Budgen, B.; Ross, D.; Greenwood, M.; Bradstock, K.; et al. Sensitive Measurement of Minimal Residual Disease in Blood by HAT-PCR. J. Mol. Diagn. 2022, 24(6), 632–41. [Google Scholar] [CrossRef] [PubMed]
- Hughes, E.; Latham, S.; Kuss, B.; Grist, S.; Hall, R.; Khong, T.; et al. HAT-PCR Enables Sensitive Quantification of Minimal Residual Disease in Chronic Lymphocytic Leukemia and Myeloma. Int. J. Mol. Sci. 2025, 26(16). [Google Scholar] [CrossRef] [PubMed]
- Hughes, E.; Blombery, P.; Kannan, S.; Khong, T.; Spencer, A.; Morley, A. HAT-PCR is non-inferior to NGS when quantifying measurable residual disease for myeloma. Br. J. Haematol. 2026. [Google Scholar] [PubMed]
- Szczepanski, T.; Pongers-Willemse, M.J.; Langerak, A.W.; Harts, W.A.; Wijkhuijs, A.J.; van Wering, E.R.; et al. Ig heavy chain gene rearrangements in T-cell acute lymphoblastic leukemia exhibit predominant DH6-19 and DH7-27 gene usage, can result in complete V-D-J rearrangements, and are rare in T-cell receptor alpha beta lineage. Blood 1999, 93(12), 4079–85. [Google Scholar] [PubMed]
| Fr3mix | |
| Fr3g | GACGCTCTTCCGATCTnnnctgagagctgaggacacggctgtgtattactgt |
| Fr3h | GACGCTCTTCCGATCTnnnctgagagctgaggacacagccatgtattattgt |
| Fr3i | GACGCTCTTCCGATCTnnngtgacagccgtggacacggccgtgtattactgt |
| Fr3jkl | AATGATACGGCGACCACCGAGATCTACAC[index]ACACTCTTTCCCTACACGACGCTCTTCCGATCTFr3ghi spec seqs |
| Fr2mix | |
| Fr2k | tgggtccgccaggctccagggaaggggctggagtgg |
| Fr2m | tgggtccggcagcctccagggaagggcctggagtgg |
| Fr2n | tgggtgcgacaggcccctggacaagggcttgagtgg |
| Fr2opq | AATGATACGGCGACCACCGAGATCTACAC[index]ACACTCTTTCCCTACACGACGCTCTTCCGATCTFr2kmn spec seqs |
| Fr1mix | |
| VH1aFAD | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTnnngaagcctggggcctcagtgaaggtct |
| VH2-FAD | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTnnngtctggtcctacgctggtgaaaccc |
| VH3-FAD | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTnnnctggggggtccctgagactctcctg |
| VH4-FAD | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTnnncttcggagaccctgtccctcacctg |
| VH5-FAD | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTnnncggggagtctctgaagatctcctgt |
| VH6-FAD | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTnnntcgcagaccctctcactcacctgtg |
| Dpoolsz | |
| D1tagSz1 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTacccaggaggccccagagcaca |
| D1tagSz2 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTacccaggaggccccagagctca |
| D1tagSz3 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTatccaggaggccccagagcaca |
| D1tagSz4 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTatccaggaggccccagagctca |
| D2tagSz | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcagcactgggctcagagtcctctc |
| D3tagSz1 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcctcctcaggtcagccccggacat |
| D3tagSz2 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcctcctcaggtcagccctggacat |
| D3tagSz3 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcctcctccggtcagccccggacat |
| D3tagSz4 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcctcctccggtcagccctggacat |
| D4tagSz1 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcccaggacgcagcaccactgtcaa |
| D4tagSz2 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcccaggacgcagcaccgctgtcaa |
| D5tagSz | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTacccagcctcctgctgaccagag |
| D6tagSz1 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcaggccccccaaaaccagggat |
| D6tagSz2 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcaggccccccaaaaccagggtt |
| D6tagSz3 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcaggccccccaaaaccagtgat |
| D6tagSz4 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcaggccccccaaaaccagtgtt |
| D6tagSz5 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcaggccccccagaaccagggat |
| D6tagSz6 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcaggccccccagaaccagggtt |
| D6tagSz7 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcaggccccccagaaccagtgat |
| D6tagSz8 | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTcaggccccccagaaccagtgtt |
| D7tagSz | AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCTgggctggggtctcccacgtgtttt |
| FAD5 | AATGATACGGCGACCACCGAGATCTACAC[index]ACACTCTTTCCCTACACGACGCTCTTCCGATCT |
| Jpool | |
| AAMJ1bd | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTctttgctgagcacctgtccccaagtctgaa |
| J1dupad | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTcctcctgccgacctcctttgctga |
| J1j | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTgccctcctgcttctcccatacaaaaacaca |
| setA J1d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTcctctgccctcctgcttctcccataca |
| setEJ2d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTgccccagggctaagtgacagca |
| J2k | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTgggctctggcatgcagcccat |
| J2l | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTcagggctaagtgacagcagggctct |
| Jset6 J3d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTacatggcccagcgcagaccaa |
| setA J3d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTcgtggtcccaaacagccggagaa |
| setC J3d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTccagttcccaaagaaaggccttctgctgaa |
| J4h | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTctccggggctctcttggcagga |
| setA J4d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTctgttgcctcagggcatcctcctga |
| J4m | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTgagcccttgcccctcgtctgtgt |
| J4dupad | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTgcccttgcccctcgtctgtgt |
| J4j | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTgggctcaggaggaaggagcatctgga |
| J5g | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTcctgacctccaaaatgcctccaagactctga |
| J5dupad | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTtccccagctttctttcctgacctccaa |
| setA J5d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTgaggacaggctgggttcccattcgaa |
| J5i | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTgtggccggacttggggaggaca |
| setCa J5d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTctgccgacatctgtggccggactt |
| setA J6d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTgcccaggtcccctcggaacat |
| Jset6 J6d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTgaggaccaacctgcaatgctcaggaa |
| Jset5 J6d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTcggaaaatccacagaggctcccagatcc |
| setEJ6d | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTagtcccattttccaaaggcatcggaa |
| setC J6q | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTagcccccaggctcagttactccat |
| setC J6r | GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTttcaggcatctcgtccaaatgtggct |
| RAD | CAAGCAGAAGACGGCATACGAGAT[index]GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCT |
| Blockers | |
| With Fr3-Fr3 protocol | |
| IA1bl3 | TAC+TGT+ATG+TGA+GT+CA+CC+AG+GT+AA+GA+AG/3Phos/ |
| IA2bl3 | TAC+TGT+GCGAAA+GAC+ACA+GTG+AGG+GGA+AGT/3Phos/ |
| With Fr2-Fr2 protocol | |
| Fr2B1 | GAG+TGG+AGTGGG+GAGAGCCAGAGA+GGAATG+GGG+ACA/3Phos/ |
| Fr2B2 | GAG+TGG+AGTGGG+GAGAGCAGTAGC+AGGTGA+GGC+CA/3Phos/ |
| Fr2B3 | GAG+TGG+AGGGGG+CAGAGGGACCCC+CAGGCA+GGG+CCG/3Phos/ |
| Fr2B4 | GTG+GGG+GGAGGG+AAGGGCCCA+GAGCCC+GAG+CTAC/3Phos/ |
| Fr2B5 | GAG+TGG+GGCCAA+GTCCTGGAAAATGAGGTT+ACTTCT+CCA+AG/3Phos/ |
| Fr2B6 | GAG+TGC+CACTCC+GTCCATCCAGACTTC+AAA TGG+ACC+CAC/3Phos/ |
| Fr2B7 | GAG+TGG+GGGCTG+GGCATCGGAGAGGC+ACGGCC+TCC+TGC/3Phos/ |
| With D protocol | |
| GladF | CAGTGATTGGCAGCTCTACAAAAACCATGCT |
| GladRev | CCTGAGCCAGGGGCTACAGAAA |
| primers | |||||||
| sample | % plasma cells | D | Fr3:Fr3 | Fr2:Fr3 | Fr2:Fr2 | Fr1:Fr2 | summary |
| 4-26 | 1.0 | - | - | - | - | - | - |
| 39-26 | 1.0 | - | - | - | - | - | - |
| 38-26 | 1.8 | + | - | - | - | - | + |
| 28-26 | 2.0 | - | - | - | - | - | - |
| 20-26 | 3.0 | - | + | + | - | - | + |
| Jan-26 | 4.0 | - | + | + | + | + | + |
| 7-26 | 5.0 | + | + | + | + | + | + |
| 19-26 | 6.0 | - | + | + | - | - | + |
| 33-26 | 6.0 | - | + | - | - | - | + |
| 34-26 | 6.0 | + | + | + | + | + | + |
| 27-26 | 7.0 | - | + | - | - | - | + |
| 36-26 | 7.0 | + | + | + | - | + | + |
| 8-26 | 8.0 | - | + | + | - | + | + |
| 11-26 | 11.0 | - | + | + | + | + | + |
| 22-26 | 11.0 | - | + | + | + | + | + |
| 46-26 | 11.0 | + | + | + | + | + | + |
| 49-26 | 13.0 | + | + | + | + | + | + |
| 29-26 | 14.6 | + | + | + | + | + | + |
| 15-26 | 15.0 | - | + | + | + | + | + |
| 26-26 | 15.0 | + | + | - | - | + | + |
| 12-26 | 20.0 | - | + | + | + | + | + |
| 23-26 | 20.0 | - | + | + | + | + | + |
| 10-26 | 21.0 | + | + | + | + | + | + |
| 14-26 | 21.0 | - | + | + | + | + | + |
| 21-26 | 21.0 | + | + | + | + | + | + |
| 41-26 | 21.0 | + | + | + | + | + | + |
| 37-26 | 24.0 | - | + | + | + | + | + |
| 30-26 | 25.0 | - | - | - | - | - | - |
| 50-26 | 25.4 | - | + | + | + | + | + |
| 3-26 | 26.0 | - | - | - | - | - | - |
| 48-26 | 26.0 | + | + | + | + | + | + |
| 45-26 | 28.0 | - | - | + | - | - | + |
| 47-26 | 28.0 | + | + | + | + | - | + |
| 6-26 | 29.0 | - | + | + | + | + | + |
| 5-26 | 31.0 | + | - | + | + | + | + |
| 2-26 | 32.0 | - | + | + | + | + | + |
| 44-26 | 35.0 | - | + | - | + | + | + |
| 31-26 | 38.0 | + | + | + | + | + | + |
| 25-26 | 41.0 | - | + | - | + | + | + |
| 9-26 | 42.0 | + | + | + | + | - | + |
| 42-26 | 46.0 | - | + | + | + | + | + |
| 32-26 | 47.4 | - | - | - | + | + | + |
| 18-26 | 52.0 | - | + | + | + | + | + |
| 13-26 | 59.0 | + | + | + | + | + | + |
| 43-26 | 61.0 | + | + | + | - | - | + |
| 17-26 | 64.0 | + | + | + | + | + | + |
| 24-26 | 67.0 | + | - | - | + | - | + |
| 16-26 | 79.0 | + | + | + | + | + | + |
| 35-26 | 79.0 | + | + | + | + | + | + |
| 40-26 | 80.0 | - | + | + | + | + | + |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.