The DOI matches its Crossref record; 63 of the 63 references it cites were found in a registry or an index.
Second Revision of the International Staging System (R2-ISS) for Overall Survival in Multiple Myeloma: A European Myeloma Network (EMN) Report Within the HARMONY Project
Open accessAbstract
PURPOSE: Patients with newly diagnosed multiple myeloma (NDMM) show heterogeneous outcomes, and approximately 60% of them are at intermediate-risk according to the Revised International Staging system (R-ISS), the standard-of-care risk stratification model. Moreover, chromosome 1q gain/amplification (1q+) recently proved to be a poor prognostic factor. In this study, we revised the R-ISS by analyzing the additive value of each single risk feature, including 1q+. PATIENTS AND METHODS: The European Myeloma Network, within the HARMONY project, collected individual data from 10,843 patients with NDMM enrolled in 16 clinical trials. An additive scoring system on the basis of top features predicting progression-free survival (PFS) and overall survival (OS) was developed and validated. RESULTS: In the training set (N = 7,072), at a median follow-up of 75 months, ISS, del(17p), lactate dehydrogenase, t(4;14), and 1q+ had the highest impact on PFS and OS. These variables were all simultaneously present in 2,226 patients. A value was assigned to each risk feature according to their OS impact (ISS-III 1.5, ISS-II 1, del(17p) 1, high lactate dehydrogenase 1, t(4;14) 1, and 1q+ 0.5 points). Patients were stratified into four risk groups according to the total additive score: low (Second Revision of the International Staging System [R2-ISS]-I, 19.2%, 0 points), low-intermediate (II, 30.8%, 0.5-1 points), intermediate-high (III, 41.2%, 1.5-2.5 points), high (IV, 8.8%, 3-5 points). Median OS was not reached versus 109.2 versus 68.5 versus 37.9 months, and median PFS was 68 versus 45.5 versus 30.2 versus 19.9 months, respectively. The score was validated in an independent validation set (N = 3,771, of whom 1,214 were with complete data to calculate R2-ISS) maintaining its prognostic value. CONCLUSION: The R2-ISS is a simple prognostic staging system allowing a better stratification of patients with intermediate-risk NDMM. The additive nature of this score fosters its future implementation with new prognostic variables.
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International Staging System for Multiple Myeloma
Greipp, P. R., Miguel, J. S., Durie, B. G. M., Crowley, J. J., Barlogie, B., Bladé, J., Boccadoro, M., Child, J. A., Avet-Loiseau, H., Kyle, R. A., et al. (2005) · Journal of Clinical Oncology · doi:10.1200/jco.2005.04.242 · Cited by 2,974
Self-citationPalumbo, A., & Anderson, K. (2011) · New England Journal of Medicine · doi:10.1056/nejmra1011442 · Cited by 2,326
Palumbo, A., Avet-Loiseau, H., Oliva, S., Lokhorst, H. M., Goldschmidt, H., Rosinol, L., Richardson, P., Caltagirone, S., Lahuerta, J. J., Facon, T., et al. (2015) · Journal of Clinical Oncology · doi:10.1200/jco.2015.61.2267 · Cited by 2,210
Self-citationDaratumumab plus Lenalidomide and Dexamethasone for Untreated Myeloma
Facon, T., Kumar, S., Plesner, T., Orlowski, R. Z., Moreau, P., Bahlis, N., Basu, S., Nahi, H., Hulin, C., Quach, H., et al. (2019) · New England Journal of Medicine · doi:10.1056/nejmoa1817249 · Cited by 1,045 · cited 2×
“917 (0) 750 (23) 585 (36) 437 (42) 326 (47) 252 (52) 188 (76) 133 (102) 83 (137) 47 (162) 24 (181) 195 (0) 141 (5) 93 (6) 63 (8) 45 (10) 32 (11) 26 (14) 20 (19) 10 (27) 7 (27) 3 (31) Time (months)”
Self-citationDaratumumab plus Bortezomib, Melphalan, and Prednisone for Untreated Myeloma
Mateos, M.-V., Dimopoulos, M. A., Cavo, M., Suzuki, K., Jakubowiak, A., Knop, S., Doyen, C., Lucio, P., Nagy, Z., Kaplan, P., et al. (2018) · New England Journal of Medicine · doi:10.1056/nejmoa1714678 · Cited by 988
Self-citationInternational Myeloma Working Group molecular classification of multiple myeloma: spotlight review
Fonseca, R., Bergsagel, P. L., Drach, J., Shaughnessy, J., Gutierrez, N., Stewart, A. K., Morgan, G., Van Ness, B., Chesi, M., Minvielle, S., et al. (2009) · Leukemia · doi:10.1038/leu.2009.174 · Cited by 886
Sonneveld, P., Schmidt-Wolf, I. G. H., van der Holt, B., el Jarari, L., Bertsch, U., Salwender, H., Zweegman, S., Vellenga, E., Broyl, A., Blau, I. W., et al. (2012) · Journal of Clinical Oncology · doi:10.1200/jco.2011.39.6820 · Cited by 824
Self-citationCavo, M., Tacchetti, P., Patriarca, F., Petrucci, M. T., Pantani, L., Galli, M., Di Raimondo, F., Crippa, C., Zamagni, E., Palumbo, A., et al. (2010) · The Lancet · doi:10.1016/s0140-6736(10)61424-9 · Cited by 819
Self-citationAutologous Transplantation and Maintenance Therapy in Multiple Myeloma
Palumbo, A., Cavallo, F., Gay, F., Di Raimondo, F., Ben Yehuda, D., Petrucci, M. T., Pezzatti, S., Caravita, T., Cerrato, C., Ribakovsky, E., et al. (2014) · New England Journal of Medicine · doi:10.1056/nejmoa1402888 · Cited by 778
Self-citationPalumbo, A., Bringhen, S., Mateos, M.-V., Larocca, A., Facon, T., Kumar, S. K., Offidani, M., McCarthy, P., Evangelista, A., Lonial, S., et al. (2015) · Blood · doi:10.1182/blood-2014-12-615187 · Cited by 775
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Cited by
Genomic Classification and Individualized Prognosis in Multiple Myeloma
Maura, F., Rajanna, A. R., Ziccheddu, B., Poos, A. M., Derkach, A., Maclachlan, K., Durante, M., Diamond, B., Papadimitriou, M., Davies, F., et al. (2024) · Journal of Clinical Oncology · doi:10.1200/jco.23.01277 · Cited by 131
Self-citationTemporal genomic dynamics shape clinical trajectory in multiple myeloma
Maura, F., Kaddoura, M., Poos, A. M., Baughn, L. B., Ziccheddu, B., Bärtsch, M.-A., Cirrincione, A., Maclachlan, K., Chojnacka, M., Diamond, B., et al. (2025) · Nature Genetics · doi:10.1038/s41588-025-02292-1 · Cited by 14
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Metadata
- Authors
- D'Agostino, M., Cairns, D. A., Lahuerta, J. J., Wester, R., Bertsch, U., Waage, A., Zamagni, E., Mateos, M.-V., Dall'Olio, D., van de Donk, N. W. C. J., Jackson, G., Rocchi, S., Salwender, H., Bladé Creixenti, J., van der Holt, B., Castellani, G., Bonello, F., Capra, A., Mai, E. K., Dürig, J., Gay, F., Zweegman, S., Cavo, M., Kaiser, M. F., Goldschmidt, H., Hernández Rivas, J. M., Larocca, A., Cook, G., San-Miguel, J. F., Boccadoro, M., & Sonneveld, P.
- Venue
- Journal of Clinical Oncology
- Published
- 2022-10-10
- Volume
- 40
- Issue
- 29
- Pages
- 3406-3418
- ISSN
- 0732-183X (ISSN-L)
- 1527-7755
- OpenAlex
- W4281397013
- Cited by
- 429
- References
- 63
- FWCI
- 54.94
- Type
- journal article
- Language
- en
- Open access
- hybrid
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- CoChat. (2026). Citation check: Second Revision of the International Staging System (R2-ISS) for Overall Survival in Multiple Myeloma: A European Myeloma Network (EMN) Report Within the HARMONY Project. https://app.cochat.ai/papers/10.1200/jco.21.02614
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- D'Agostino, M., Cairns, D. A., Lahuerta, J. J., Wester, R., Bertsch, U., Waage, A., Zamagni, E., Mateos, M.-V., Dall'Olio, D., van de Donk, N. W. C. J., Jackson, G., Rocchi, S., Salwender, H., Bladé Creixenti, J., van der Holt, B., Castellani, G., Bonello, F., Capra, A., Mai, E. K., . . . Sonneveld, P. (2022). Second Revision of the International Staging System (R2-ISS) for Overall Survival in Multiple Myeloma: A European Myeloma Network (EMN) Report Within the HARMONY Project. Journal of Clinical Oncology. https://doi.org/10.1200/jco.21.02614
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Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.