Cluster analysis reveals increasing plume-like magmatism during progressive rifting in Afar (Ethiopia)
Cluster analysis reveals increasing plume-like magmatism during progressive rifting in Afar (Ethiopia)
Reconstructing chemical variations of magma during rifting is challenging due to the heterogeneous mantle sources of the melt and different evolution pathways that magma potentially takes. Therefore, how and when the magma generation process evolves to that typical of an oceanic ridge (MORB-like composition) is still unclear. The Afar depression is an ideal place for studying magma changes during rift evolution, with North Afar close to breakup and older rift products preserved across the region. To investigate magma sources, we applied clustering analyses to a vast geochemical dataset of more than 1000 samples from the Afar rift. Combinations of different clustering methods (K-means and hierarchical) and assessment of correlation between features (Pearson coefficient) show that both trace element and isotope clustering group the North Afar samples, identifying a mantle source containing residual MREE-bearing minerals and an enriched mantle component. This suggests that North Afar, where the rift is closest to breakup, has a stronger influence of the Afar plume and more extensive partial melting of metasomatized lithosphere than the rest of Afar. We show that geochemical variations during rifting do not always follow a progressive transition toward a MORB-like composition but, instead, plume-like magmatism can increase until the most advanced stages of rifting (i.e., North Afar), potentially because the mantle plume is focused towards regions of thinnest lithosphere.
Tortelli, Gianmaria
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Crescenzi, Pierluigi
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Pagli, Carolina
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Gioncada, Anna
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Keir, Derek
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Pagli, Linda
26092f83-c9de-4ce5-ad3f-f16c5033493a
31 January 2026
Tortelli, Gianmaria
cc85fd6a-8800-413d-8a4d-7d5be239dc28
Crescenzi, Pierluigi
d931d610-e83f-4d40-b94a-71f12380a6fc
Pagli, Carolina
290edb22-712b-4563-a868-af4c21fdb6b0
Gioncada, Anna
ba2a4a16-e2f6-45a6-8655-72ccdbdfb731
Keir, Derek
5616f81f-bf1b-4678-a167-3160b5647c65
Pagli, Linda
26092f83-c9de-4ce5-ad3f-f16c5033493a
Tortelli, Gianmaria, Crescenzi, Pierluigi, Pagli, Carolina, Gioncada, Anna, Keir, Derek and Pagli, Linda
(2026)
Cluster analysis reveals increasing plume-like magmatism during progressive rifting in Afar (Ethiopia).
Scientific Reports, 16 (1), [6843].
(doi:10.1038/s41598-026-35961-0).
Abstract
Reconstructing chemical variations of magma during rifting is challenging due to the heterogeneous mantle sources of the melt and different evolution pathways that magma potentially takes. Therefore, how and when the magma generation process evolves to that typical of an oceanic ridge (MORB-like composition) is still unclear. The Afar depression is an ideal place for studying magma changes during rift evolution, with North Afar close to breakup and older rift products preserved across the region. To investigate magma sources, we applied clustering analyses to a vast geochemical dataset of more than 1000 samples from the Afar rift. Combinations of different clustering methods (K-means and hierarchical) and assessment of correlation between features (Pearson coefficient) show that both trace element and isotope clustering group the North Afar samples, identifying a mantle source containing residual MREE-bearing minerals and an enriched mantle component. This suggests that North Afar, where the rift is closest to breakup, has a stronger influence of the Afar plume and more extensive partial melting of metasomatized lithosphere than the rest of Afar. We show that geochemical variations during rifting do not always follow a progressive transition toward a MORB-like composition but, instead, plume-like magmatism can increase until the most advanced stages of rifting (i.e., North Afar), potentially because the mantle plume is focused towards regions of thinnest lithosphere.
Text
s41598-026-35961-0
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Accepted/In Press date: 9 January 2026
Published date: 31 January 2026
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© The Author(s) 2026.
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Local EPrints ID: 510120
URI: http://eprints.soton.ac.uk/id/eprint/510120
ISSN: 2045-2322
PURE UUID: b5838cae-eb0f-4e8d-92db-4b138a0c5cfc
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Date deposited: 17 Mar 2026 18:09
Last modified: 18 Mar 2026 02:45
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Author:
Gianmaria Tortelli
Author:
Pierluigi Crescenzi
Author:
Carolina Pagli
Author:
Anna Gioncada
Author:
Linda Pagli
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