Assessing the Calibration of Benthic Foraminifera Elemental Ratios from the Northeastern Atlantic

<jats:p>On six different species of benthic foraminifera covering various microhabitats and recovered from the Northern Atlantic Ocean, we tested the potential of the Mg/Ca and Sr/Ca ratios as proxies for paleoceanography. We performed analysis using two instruments (ICP-OES and ICP-MS) and compared results obtained from living and dead specimens. Our results are in good agreement with previous published calibrations for Hoeglundina elegans, Uvigerina mediterranea, U. peregrina, Melonis barleeanum, and Globobulimina spp. However, we observed a strong variability between living and dead specimens, and between both instrumental approaches. We discuss the impact of the cleaning procedure, as well as the natural variability between samples recovered at different depths inside the sediment. No specific trend can be deciphered from our dataset, but we observed that species from the Uvigerina genus presented the lowest external reproducibility and the best agreement between living and dead specimens. We highlight that both species should not be mixed for analysis, since U. mediterranea presents lower values and a reduced range of variability compared to U. peregrina. We explored the temperature and the Δ[CO32−] as potential controls on the variability of both ratios from U. peregrina and showed that neither of these two parameters can be discarded.</jats:p>

section_content: Reconstructing past climates is a key step towards understanding the current climate system and its future evolution [1, 2]. Except for a few cases, such as ice cores, in which direct measurements can be made (e. g., [3] ), most climate reconstructions rely on proxies, which make it possible to reproduce the variability of an environmental parameter over time (e. g., [4] [5] [6] ). Consequently, the calibration of these tracers under known (e. g., modern environment) and/or controlled (e. g., laboratory) conditions is an essential prerequisite for their application to climate archives. 

In the ocean, calcium carbonates CaCO 3 recovered from marine sediments are wellstudied archives for reconstruction of past changes in the physical and chemical seawater properties related to ocean dynamics and circulation, and, in a larger sense, to global climate changes. In particular, the relationship between the concentration of some elements-normalized to Ca-and environmental parameters has been explored, both through laboratory experiments on these abiotic CaCO 3 (e. g., [7] ) and on biogenic CaCO 3 (e. g., [8] ). Moreover, instrumental development since the 1980s has enabled the chemical composition of climate archives to be measured with increasing precision on ever smaller sample quantities (e. g., [9] [10] [11] [12] [13] [14] [15] [16] [17] ). 

Foraminifera, which are unicellular organisms, secrete a CaCO 3 test, potentially recording in their geochemical signature the parameters of the environment in which they precipitated their test. Because of the chemical composition of their tests and their ecological preferences, foraminifera, like other groups of micro-or nannofossils, are powerful archives of environmental change (e. g., [18, 19] ). Benthic foraminifera especially live at the watersediment interface (epifaunal species) or deeper inside the sediment (endofaunal species). This distribution mainly depends on the quantity and quality of the organic matter that sediments contain, as well as oxygen availability (TROX model, [20, 21] ). They represent a key microfossil group to reconstruct past changes in the deep-water properties and dynamics through time. 

Among the various environmental parameters, the reconstruction of the temperature of bottom water (Bottom-Water Temperature, BWT) masses has been widely explored. Indeed, constraining variations in ocean temperature is a key factor to better assess exchanges between the different water masses as well as between the reservoirs of the climate system and the variations in their dynamics. To achieve this objective, the Magnesium to Calcium ratio Mg/Ca has been studied since the 1990s and has rapidly become a key tracer in palaeoceanographic reconstructions when the relationship between this elemental ratio and temperature was demonstrated in planktonic foraminifera by the pioneering work of, for example, [22] [23] [24] [25] and also in benthic foraminifera [26]. Numerous studies have since refined these relationships in benthic foraminifera based on the analysis of core tops (e. g., [27] [28] [29] [30] [31] [32] [33] ) or laboratory culture experiments (e. g., [33] [34] [35] [36] [37] [38] [39] [40] [41] ). Nevertheless, limitations have also gradually been highlighted, such as (i) the impact of other environmental parameters on the Mg/Ca tracer, and especially the carbonate ion content [CO 3 2-] (or associated parameters like ∆[CO 3 2-] or Ω) [28, 42] and (ii) the impact of different cleaning protocols and the choice of calibration applied on the results [28, 41, 43, 44]. 

To better understand the sources of Mg/Ca vs. temperature deviation, coupling with other proxies may be useful. Several studies have explored the potential of the Strontium versus Calcium (Sr/Ca) proxy, which shows a relationship with carbonate system parameters in inorganic precipitation experiments [45] [46] [47] but also in cultured benthic foraminifera [34, 48, 49] or modern foraminifera [45] [46] [47] 50 ]. However, these results are controversial since other works did not find any relationships between the Sr/Ca and the carbonate system parameters; in conclusion, other studies on benthic foraminifera have shown that there is no relationship between Sr/Ca and the temperature or salinity of deep waters (e. g., [51, 52] ). 

The present work aims at refining the relationships between the Mg/Ca and the Sr/Ca ratios with the BWT and the ∆[CO 3 2-] for several species of benthic foraminifera recovered in modern sediments from the Northern Atlantic Ocean, a key area for the Atlantic Meridional Overturning Circulation (AMOC) and climate regulation (e. g., [53, 54] ). Our aim is to combine the existing Mg/Ca and Sr/Ca calibrations with our new data to refine these calibrations and help in obtaining more precise palaeoceanographic reconstructions. Indeed, there is no real consensus on the calibration to choose for BWT reconstructions (e. g., [30, 31] and references therein), and environmental controls on the Mg/Ca and the Sr/Ca variations are still under debate (e. g., [31, 48] ). To achieve these goals, we analyze six benthic foraminiferal species from the Bay of Biscay living at water depths from 250 to 1993 m covering various BWT (4. 1-11. 8 • C; [55] ) and ∆[CO 3 2-] conditions (∆[CO 3 2-] calcite = 72. 6-99. 2 µmol. mol -1 ) (Figure 1 ). We also test two technical approaches to measure the Mg/Ca and Sr/Ca ratios. When possible, we compare the results obtained from living specimens (i. e., Rose Bengal-stained) with dead individuals. Finally, we discuss the potential control of BWT and ∆[CO 3 2-] on both proxies and compile our data with the existing published datasets. -] of calcite (black) and aragonite (grey calculated with CO2. SYS. EXE software [56] and the WOCE database [57]. Modified from [55]. calculated with CO2. SYS. EXE software [56] and the WOCE database [57]. Modified from [55].
section_name: Introduction

section_content: The Bay of Biscay is largely open to the North Atlantic and is, therefore, subject to the influence of the North Atlantic surface circulation (Figure 1 ). Surface water (Figure 1 ) representing the eastern edge of a branch of the North Atlantic current, the Eastern North Atlantic Central Water (ENACW), flows from the north, along the Irish plateau, southwards to Cape Finisterre, and is characterized by highly variable temperatures and salinity depending on the season [58]. Between ~150 and 800 m below the surface, the SAIW (Sub Arctic Intermediate Water) mass circulates, with salinities decreasing from 35. 65 to 35. 5 psu and temperatures decreasing slightly from around 12 to 10 • C (Figure 1 ; [59] [60] [61] ). Between ~800 and 1200 m, the increase in salinity from 35. 65 to 35. 8 psu marks the influence of the Mediterranean Outflow Water (MOW) with temperatures from 7. 5 to 10 • C (Figure 1 ; [59] [60] [61] ). The underlying water mass, the Labrador Sea Water (LSW), is characterized by much lower salinities (from 35. 6 to 35. 0 psu) and temperatures of between 4 and 7 • C. Deeper, the North Atlantic Deep Water (NADW) is found, with salinities and temperatures decreasing slightly (from 35. 0 to 34. 9 psu and from 4 to 2 • C, respectively) (Figure 1 ; [59] [60] [61] ). 

These different water masses are also characterized by varying states of saturation with respect to calcite and aragonite, represented by the ∆[CO 3

2-] [62] (Equation ( 1 )):

which corresponds to the difference between the [CO 3 2-] concentration in the water and the [CO 3 2-] concentration at saturation defined as (Equation ( 2 )):

where Ω is the saturation defined by the ratio (Equation ( 3 )):

where K sp is the solubility product of aragonite or calcite. When Ω < 1 or >1, the waters are undersaturated and oversaturated with respect to CaCO 3, respectively. Calculations of ∆[CO 3 2-] using the CO2SYS software [56] with the WOCE database [57] show that the waters in the Bay of Biscay are supersaturated with respect to calcite and aragonite throughout the depth range, attesting to good preservation conditions at the study site (Figure 1c ). 

The main environmental parameters of the stations studied are summarized in Table 1.
section_name: Study Area

section_content: Previous work has determined the benthic foraminiferal assemblages in the study area [55, 63, 64]. According to their findings, we selected six species: Hoeglundina elegans (the only one in aragonite shell) and Hyalinea balthica from the epifauna, Uvigerina peregrina, U. mediterranea and Melonis barleeanum from the superficial to intermediate endofauna, and Globobulimina spp. from the deep endofauna. The choice of species was guided by their abundance but also by the availability of previous geochemical data to be compared to (see references in the description of results). In addition, we selected species corresponding to different microhabitats, and it was possible to analyze living and dead specimens at the time of sampling, sometimes at the same station (see Table 2 ). The living specimens are recognized thanks to their pink color due to the Rose Bengal staining commonly used to identify live foraminifera [65]. Around 10-15 foraminifera were picked from the coarse fraction (>150 µm) to reach a weight of around 250 µg. The samples were cleaned following the protocol of [43] and analyzed using two techniques, with an inductively coupled plasma optical emission spectrophotometer (ICP-OES) Varian Vista Pro AX at the LSCE following the analytical procedures developed by [9] (see also [66] ), and with a high resolution inductively coupled plasma mass spectrometer (ICP-MS-HR) Thermo Element XR at GEOPS following the procedures of [17] (see also [50] ). In order to overcome the Ca matrix effect, for the two approaches, two series of analyses were carried out, the first by aligning the samples at concentrations of 100 ppm and 1 ppm for ICP-OES and ICP-MS-HR, respectively, estimated from the weights of foraminifera and dedicated to measuring the real Ca concentration. The second series was used to precisely align the concentrations. Three alignments were made, one at 15 ppm plus another at 40 ppm for ICP-OES, and a single alignment at 45 ppm for ICP-MS-HR. Concentrations were determined through the intensity ratio calibration procedure from five standard solutions of appropriate concentrations for the two runs, that were gravimetrically prepared by spiking a 1000 ppm Ca standard with appropriate amounts of Mg, Sr, Fe, and Mn monoelemental 1000 ppm certified grade stock solutions. Dilution of the standards and samples was done using ultra-pure 0. 1 N HNO 3 that was analyzed as a blank. Raw intensities (including standards) were corrected by removing the specific blank intensity values. Regular measurement of a sample of known composition was used to control instrument drift over time by bracketing, and the linear regression estimated using standards was interspersed every four samples. Standard curves were used to calculate elemental/Ca ratios, and coefficients of determination (r 2 ) were always >0. 9999 for all elemental ratios. 

The standard deviations are 1. 3% and 1% for the Mg/Ca and Sr/Ca ratios and 1. 1% and 0. 8% for the Mg/Ca and Sr/Ca ratios respectively for ICP-OES and ICP-MS-HR. In addition, the measurement of other elements (in particular, Fe and Mn) enables us to monitor the efficiency of the cleaning protocol and, in particular, the elimination of clays and any contamination by oxy(hydroxy)des. The standard deviations are 5. 0% and 7. 2% on ICP-OES and 5% and 1. 1% on ICP-MS-HR for the Mn/Ca and Fe/Ca ratios, respectively.
section_name: Materials and Methods

section_name: Results

section_content: All the results are shown in Table 3 was analyzed as a blank. Raw intensities (including standards) were corrected by removing the specific blank intensity values. Regular measurement of a sample of known composition was used to control instrument drift over time by bracketing, and the linear regression estimated using standards was interspersed every four samples. Standard curves were used to calculate elemental/Ca ratios, and coefficients of determination (r 2 ) were always >0. 9999 for all elemental ratios. The standard deviations are 1. 3% and 1% for the Mg/Ca and Sr/Ca ratios and 1. 1% and 0. 8% for the Mg/Ca and Sr/Ca ratios respectively for ICP-OES and ICP-MS-HR. In addition, the measurement of other elements (in particular, Fe and Mn) enables us to monitor the efficiency of the cleaning protocol and, in particular, the elimination of clays and any contamination by oxy(hydroxy)des. The standard deviations are 5. 0% and 7. 2% on ICP-OES and 5% and 1. 1% on ICP-MS-HR for the Mn/Ca and Fe/Ca ratios, respectively.
section_name: Global Overview

section_content: All the results are shown in Table 3 and Figure 2. Empty and full symbols represent data obtained from dead and live specimens, respectively. Green crosses: Hyalinea balthica; purple squares and crosses: Hoeglundina elegans; red squares: Uvigerina mediterranea; blue squares: Uvigerina peregrina; black triangles: Melonis barleeanum; orange circles: Globobulimina spp. 

By applying selection criteria of Mn/Ca < 0. 1 mmol. mol - and Fe/Ca < 0. 1 mmol. mol - [43] (Table A1 ), only one sample of M. barleeanum for which the values were above the threshold was discarded (station B, level 1-1. 5 cm, living specimen). The Mg/Ca and Sr/Ca values were plotted as a function of temperature (Figure 2a, c ) and ∆[CO 3

2-] (Figure 2b,d) at the sampling station. To clarify the description, the results are presented following the different microhabitats of the species.
section_name: Global Overview

section_content: The Mg/Ca values for H. elegans (Figure 3 ) range from 0. 278 to 1. 385 mmol. mol - for dead specimens from station WH (1993 m), and from 0. 573 to 2. 533 mmol. mol - for live individuals from stations WH (1993 m) and FP11 (1600 m), respectively.
section_name: Epifaunal Species

section_content: The Mg/Ca values for H. elegans (Figure 3 ) range from 0. 278 to 1. 385 mmol. mol - for dead specimens from station WH (1993 m), and from 0. 573 to 2. 533 mmol. mol - for live individuals from stations WH (1993 m) and FP11 (1600 m), respectively. 

For the stations where comparison is possible, there are significant differences between the results obtained from dead and live specimens. Furthermore, the values obtained on the same samples by the two instruments show contrasting results, with similar results in some cases (e. g., 1. 297 and 1. 292 mmol. mol - obtained respectively by ICP-OES and ICP-MS-HR for 'dead' H. elegans from station B at 2-2. 5 cm depth) and different in others (e. g., 2. 411 and 1. 117 mmol. mol - obtained respectively by ICP-OES and ICP-MS-HR for 'live' H. elegans from station FP11 at 0-0. 5 cm depth). Finally, no clear trend was observed between Mg/Ca and temperature or Δ[CO3 2-]. The Sr/Ca of living H. elegans specimens is between 0. 352 and 5. 213 mmol. mol - for stations FP11 (1600 m) and B (550 m), respectively, and range from 0. 485 (station WH, 1993 m) to 5. 165 (station B, 550 m) mmol. mol - for dead individuals. The values obtained from dead and living specimens from the same stations also give contrasting results, with identical ratios at some sites (e. g., station WH, same levels) and significantly different ratios at others (e. g., station B, different levels). The values obtained by ICP-OES or ICP-MS-HR are also comparable in some samples (e. g., station WH) but different in other locations For the stations where comparison is possible, there are significant differences between the results obtained from dead and live specimens. Furthermore, the values obtained on the same samples by the two instruments show contrasting results, with similar results in some cases (e. g., 1. 297 and 1. 292 mmol. mol - obtained respectively by ICP-OES and ICP-MS-HR for 'dead' H. elegans from station B at 2-2. 5 cm depth) and different in others (e. g., 2. 411 and 1. 117 mmol. mol - obtained respectively by ICP-OES and ICP-MS-HR for 'live' H. elegans from station FP11 at 0-0. 5 cm depth). Finally, no clear trend was observed between Mg/Ca and temperature or ∆[CO 3 2-]. The Sr/Ca of living H. elegans specimens is between 0. 352 and 5. 213 mmol. mol - for stations FP11 (1600 m) and B (550 m), respectively, and range from 0. 485 (station WH, 1993 m) to 5. 165 (station B, 550 m) mmol. mol - for dead individuals. The values obtained from dead and living specimens from the same stations also give contrasting results, with identical ratios at some sites (e. g., station WH, same levels) and significantly different ratios at others (e. g., station B, different levels). The values obtained by ICP-OES or ICP-MS-HR are also comparable in some samples (e. g., station WH) but different in other locations (e. g., station B). Finally, the Sr/Ca ratio appears to show higher values as temperature or ∆[CO 3

2-] increases. The observed variations appear to be in line with the results of [51] for the Sr/Ca-T • C relationship, but are in less agreement with the Sr/Ca-∆[CO 3 2-] correlation as defined by [50, 67]. 

The Mg/Ca and Sr/Ca of living H. balthica vary respectively from 3. 486 and 6. 366 (station G, 400 m) and from 1. 579 (station G, 400 m) to 3. 578 mmol. mol - (station B, 550 m) (Figure 2 and Table 3 ). It is not possible to compare dead and living individuals for this species, and, furthermore, the data obtained are highly variable depending on the instrument used but consistent with each other for each technique. Finally, as the stations where H. balthica was found are close, the contrast in temperature and ∆[CO 3 2-] is not very marked, making it difficult to interpret these data, which is an area for future work. In addition, there is little work on the geochemistry of this species, but previous experience has already demonstrated a high level of intra-and inter-test variability [68].
section_name: Epifaunal Species

section_content: Mg/Ca values for U. peregrina range from 0. 900 to 2. 589 mmol. mol - for living individuals (stations FP11, 1600 m and G, 400 m, respectively) and are between 0. 791 (station WH, 1993 m) and 2. 149 (station FP11, 1600 m) mmol. mol - for dead specimens (Figure 4a, b ). For dead specimens, Sr/Ca results vary from 1. 118 (FP11, 1600 m) to 2. 646 (station B, 550m); for living individuals, values range from 2. 381 (station FP11, 1600 m) to 2. 724 (station G, 400 m) mmol. mol - (Figure 4c, d ). The dead/alive comparison concerns only certain stations, but applies to different levels inside the sediment, as well as the comparison between the two analytical approaches. 

The Mg/Ca of 'dead' U. mediterranea shows minimum and maximum values of 0. 800 and 1. 179 mmol. mol -, respectively, for the same station A (1000 m) (Figure 4a, b ). Living specimens exhibit results ranging from 0. 776 to 1. 319 mmol. mol - at station FP12 (800 m) (Figure 4a, b ). Sr/Ca results for living specimens range from 1. 517 (station B, 550 m) to 2. 835 (station A, 1000 m); results range from 1. 506 (station A, 1000 m) to 2. 594 (station B, 550 m) mmol. mol - for dead individuals (Figure 4c, d ). The comparison of the values obtained between instruments on the same samples gives contrasting results, sometimes identical (e. g., Mg/Ca from station B) and sometimes variable (e. g., Sr/Ca from station B). The direct comparison between dead and alive must be carefully done since the analyzed levels are close but different. 

The calibration curves from the literature obtained for Mg/Ca by [29, 31] are consistent with the results obtained (Figure 4a, b ) and appear to show a better correlation with temperature. In contrast, the curve of [51] for Sr/Ca is close to the lowest values obtained, which are all associated with ICP-MS-HR measurements (Figure 4c, d ) and seem in better agreement with the Sr/Ca-∆[CO 3

2-] correlation. Uvigerina peregrina (blue) and Uvigerina mediterranea (red). Empty and full symbols represent data obtained from dead and live specimens, respectively. The black curves were obtained on Uvigerina spp. by [51] (solid line) and [29, 31], the two latest calibrations being statistically indistinguishable for temperature (dashed line). 

Mg/Ca values range from 1. 596 (station FP13, 375 m) to 3. 121 (station C, 250 m) mmol. mol - for live M. barleeanum, and from 1. 905 (station B, 550 m) to 2. 857 (station A, 1000 m) mmol. mol - for dead specimens (Figure 5a, b ). Sr/Ca range from 1. 317 (station B, 550 m) to 1. 427 (station K, 650 m) mmol. mol - and from 1. 204 (station FP13, 375 m) to 1. 327 (station C, 250 m) mmol. mol - for dead and living individuals, respectively (Figure 5c, d ). 

Results for living Globobulimina spp. specimens range from 3. 081 (station E, 750 m) to 6. 299 (station A, 1000 m) mmol. mol - and from 2. 448 (station A, 1000 m) to 2. 602 (station K, 650 m) mmol. mol - for the Mg/Ca and the Sr/Ca ratios, respectively (Figure 5 ). For dead individuals, minimum and maximum Mg/Ca values are 0. 994 (station A, 1000 m) and 6. 842 (station B, 550 m) mmol. mol -, respectively. Results for Sr/Ca range from 2. 007 (station A, 1000 m) to 2. 535 (station K, 650 m) mmol. mol - (Figure 5 ). 

Comparison of the data obtained with the literature shows a good agreement between the Mg/Ca of M. barleeanum and the curves of [69, 70], as well as between the Mg/Ca of Globobulimina spp. and the work of [71] (Figure 5a ). Nevertheless, the range of variation in the values obtained remains low, particularly for Sr/Ca, which appears to correlate little with temperature or ∆[CO 3 2-]. Specimens of M. barleeanum and Globobulimina spp. were all analyzed by ICP-MS-HR or ICP-OES respectively, which does not allow inter-instrument comparison. Comparisons between dead and living individuals are scarce because the samples come from different stations or from different levels within the same station.
section_name: Endofaunal Species

section_name: Discussion

section_content: The direct comparison between results from live and dead specimens is limited to species for which both kinds of specimens were available. They comprise the following: Moreover, some results that are compared strictly come from the same depth but in some cases, the depth was close but not identical (see Table 3
section_name: Results of Living Versus Dead Specimens

section_content: When comparing values of Mg/Ca of H. elegans between dead and live specimens (Figure 6, Panel A(a-d )), we observe similar average values of 1. 186 (±0. 188, 1σ) and 1. 298 (±0. 968, 1σ) mmol. mol -, respectively, considering the high dispersion of the data (especially from live H. elegans) at station B (Figure 6, Panel A(a, b )). At station WH (Figure 6, Panel A(c, d )), the Mg/Ca values of 'dead' specimens are more variable than for the 'living' ones, with average values of 0. 831 (±0. 783, 1 σ) and 0. 686 (±0. 102, 1 σ), respectively. It seems that one value of Mg/Ca of living H. elegans (2. 416 mmol. mol -, station B) is out of the expected range of values for this species. This could be attributed to: (i) the difference in the depth of retrieval of the sample (0. 5-1 cm, the shallowest sample of all of them) or (ii) the difference in the analytical procedure (measurement by ICP-MS), this latter point being recently discussed in the literature. However, when removing this value, the difference between the Mg/Ca of dead and living H. elegans increases and becomes statistically significant (average of 0. 740 ±0. 005, 1 σ). Average values of Sr/Ca (Figure 6, Panel A(e-h))
section_name: for details).

section_content: The direct comparison between results from live and dead specimens is limited to species for which both kinds of specimens were available. They comprise the following:

• H. elegans at stations B (550 m) and WH (1993 m); • U. mediterranea at stations B (550 m) and A (1000 m); • U. peregrina at stations B (550 m), A (1000 m), and FP11 (1600 m); • Globobulimina spp. at stations K (650 m) and A (1000 m). 

Moreover, some results that are compared strictly come from the same depth but in some cases, the depth was close but not identical (see Table 3
section_name: Results of Living versus Dead Specimens

section_content: When comparing values of Mg/Ca of H. elegans between dead and live specimens (Figure 6, Panel A(a-d )), we observe similar average values of 1. 186 (±0. 188, 1σ) and 1. 298 (±0. 968, 1σ) mmol. mol -, respectively, considering the high dispersion of the data (especially from live H. elegans) at station B (Figure 6, Panel A(a, b )). At station WH (Figure 6, Panel A(c, d )), the Mg/Ca values of 'dead' specimens are more variable than for the 'living' ones, with average values of 0. 831 (±0. 783, 1σ) and 0. 686 (±0. 102, 1σ), respectively. It seems that one value of Mg/Ca of living H. elegans (2. 416 mmol. mol -, station B) is out of the expected range of values for this species. This could be attributed to: (i) the difference in the depth of retrieval of the sample (0. 5-1 cm, the shallowest sample of all of them) or (ii) the difference in the analytical procedure (measurement by ICP-MS), this latter point being recently discussed in the literature. However, when removing this value, the difference between the Mg/Ca of dead and living H. elegans increases and becomes statistically significant (average of 0. 740 ± 0. 005, 1σ). Average values of Sr/Ca (Figure 6, Panel A(e-h)) of 'living' H. elegans are 3. 986 (±1. 947, 1σ) mmol. mol -, close to the results from 'dead' specimens at 3. 588 (±1. 366, 1σ) mmol. mol -. At station WH (Figure 6, Panel A(g-h)), the average Sr/Ca is 1. 182 (±0. 535, 1σ) and 0. 912 (±0. 603, 1σ) mmol. mol - for U. mediterranea average results of Mg/Ca measured in dead specimens (Figure 6, Panel B(a-c)) are 1. 134 (±0. 013, 1σ) and 1. 052 (±0. 177, 1σ) mmol. mol - at stations B and A, respectively, statistically equivalent to values 1. 131 (±0. 006, 1σ) and 1. 022 (±0. 119, 1σ) mmol. mol - obtained from living specimens (Figure 6, Panel B(b, d )) from the same stations. Average values of Sr/Ca at stations B (Figure 6, Panel B(e,f)) and A (Figure 6, Panel B(g,h)) are 1. 995 (±0. 675, 1σ) and 2. 628 (±0. 139, 1σ) mmol. mol -, and 2. 431 (±0. 143, 1σ) and 2. 260 (±0. 505, 1σ) for living and dead specimens, respectively. Overall, values of U. mediterranea are poorly scattered at one station and exhibit a good agreement between live and dead specimens.
section_name: for details).

section_content: For U. peregrina, the comparison can be done for three stations but we only measured one living specimen at station A. Moreover, it is important to notice that all living specimens were measured by ICP-OES whereas some analyses were performed by ICP-MS for dead specimens (stations A and FP11). Mg/Ca values for dead specimens (Figure 6, Panel C(a, c, e )) are 1. 128 (±0. 125, 1σ), 1. 968 (±0. 003, 1σ), and 1. 925 (±0. 317, 1σ) mmol. mol - at stations B, A, and FP11, respectively. Values obtained from living specimens are statistically different, higher at station B (1. 155 mmol. mol - ± 0. 111, 1σ, Figure 6, Panel C(b)) and lower at stations A (1. 317 mmol. mol -, Figure 6, Panel C(d)) and FP11 (0. 934 mmol. mol - ± 0. 048, 1σ, Figure 6, Panel C(f)). Sr/Ca results are similar between dead (2. 619 mmol. mol - ± 0. 037, 1σ) and live (2. 594 mmol. mol - ± 0. 034, 1σ) specimens from station B (Figure 6, Panel C(g,h)). However, there was a significant difference at station A (Figure 6,Panel C(i,j)), with higher values for living specimens (2. 557 mmol. mol - ) compared to dead specimens (1. 203 mmol. mol - ± 0. 026, 1σ), and the opposite trend for station FP11 (2. 418 mmol. mol - ± 0. 053, 1σ, versus 1. 119 mmol. mol - ± 0. 002, 1σ, respectively, Figure 6, Panel C(k,l)). 

Overall values are lower for dead specimens of Globobulimina spp. for Mg/Ca and Sr/Ca at stations K and A when the comparison was possible, but analysis was only performed on one sample each time: 3. 728 versus 4. 951 mmol. mol - and 0. 994 versus 6. 299 mmol. mol - for 'dead' and 'live' Mg/Ca at stations B and K, respectively, and 2. 535 versus 2. 602 mmol. mol - and 2. 007 versus 2. 498 mmol. mol - for 'dead' and 'live' Sr/Ca at stations B and K, respectively. However, it seems that Sr/Ca values are in better agreement between 'dead' and 'living' specimens than the Mg/Ca results were. 

Finally, there is no clear trend when comparing dead and live specimens' values, as the dispersion of the values can be high in both sets of samples. Moreover, as measurements have been performed on different instruments, and at different depths inside the sediment, there may be additional processes that could influence the geochemical signature. 

However, results from the Uvigerina genus seem to be less scattered and in better agreement between 'live' and 'dead' specimens than for other species. An increase in the number of data in the future would be crucial to improve the statistical significance of these differences.
section_name: PANEL

section_content: The comparison between values obtained from the two instruments gives contrasting results. 

Indeed, the Mg/Ca of dead H. elegans measured by both ICP-OES and ICP-MS are in good agreement at station B (Figure 6, Panel A(a)) whereas values are significantly different at station WH (Figure 6, Panel A(c)); the opposite trend is observed for living specimens, with values in good agreement at station WH (Figure 6, Panel A(d)) but different at station B (Figure 6, Panel A(b)). The Sr/Ca ratios measured by both techniques are always different in any case (Figure 6, Panel A(e-h)). At station FP11, both the Mg/Ca and the Sr/Ca of living H. elegans are significantly different depending on the instrument (Figure 7a-d ). 

specimens at all stations (Figure 6, Panel B(a-d)). There is no global trend for Sr/Ca values, which are in good agreement for living and dead specimens for stations B (Figure 6, Panel B(e)) and A (Figure 6, Panel B(h)), respectively, but significantly different for living specimens at station B (Figure 6, Panel B(f)) and dead ones at station A (Figure 6, Panel B(g)). 

The Mg/Ca (Figure 7b ) and the Sr/Ca (Figure 7d ) of H. balthica are in good agreement for each instrument but significantly different between both techniques. 

There is no special trend in the observed difference, i. e., values can be both higher or lower on both instruments, and there is no trend between the Mg/Ca and the Sr/Ca from the same sample, i. e., Mg/Ca values can be higher (or lower) and Sr/Ca lower (or higher). For U. mediterranea, values are in good agreement for the Mg/Ca from living or dead specimens at all stations (Figure 6, Panel B(a-d)). There is no global trend for Sr/Ca values, which are in good agreement for living and dead specimens for stations B (Figure 6, Panel B(e)) and A (Figure 6, Panel B(h)), respectively, but significantly different for living specimens at station B (Figure 6, Panel B(f)) and dead ones at station A (Figure 6, Panel B(g)). 

The Mg/Ca (Figure 7b ) and the Sr/Ca (Figure 7d ) of H. balthica are in good agreement for each instrument but significantly different between both techniques. 

There is no special trend in the observed difference, i. e., values can be both higher or lower on both instruments, and there is no trend between the Mg/Ca and the Sr/Ca from the same sample, i. e., Mg/Ca values can be higher (or lower) and Sr/Ca lower (or higher). 

We calculated the external reproducibility for each instrument, i. e., when replicates of strictly the same sample were measured (Table 4 ). The external reproducibility for Mg/Ca ranges from 0. 1 to 26%, with an average of about 12% (n = 15), and from 0. 2 to 17%, with an average of 7. 5% (n = 4), for ICP-OES and ICP-MS, respectively. For Sr/Ca, the external reproducibility is between 0. 5 and 8. 7% (average of 3. 2%, n = 15) and 0. 1 to 2. 2% (average of 1. 4%, n = 4) for ICP-OES and ICP-MS, respectively. Thus, the analytical conditions are close between both instruments (despite fewer measurements on the ICP-MS compared to the ICP-OES). There is no special trend between living and dead specimens' measurements. 

The analysis of our results does not allow us to decipher a special trend. Differences between technical approaches have already been observed [72], for instance between LA-ICP-MS and ICP-MS [31]. A strong dispersion of the data is especially measured by LA-ICP-MS [31, 48, 73] or by SIMS [73], reflecting the intra-test variability. This could be related to biomineralization processes, since in this study, we worked in conditions where the impact of early diagenesis should be limited. Table 4. External reproducibility of replicate measurements by ICP-OES (X) and ICP-MS (*). The letters "L" and "D" refer to live and dead specimens, respectively. However, we could perhaps discuss the efficiency of the cleaning procedure. Indeed, in this work we chose to apply the sample preparation from [43] that does not include the reductive step from the original protocol of [74]. This approach could be insufficiently efficient to ensure reproducibility between living and dead foraminifera, between stations, or between instruments. However, even if we apply the correction of minus 0. 2 mmol. mol - that has been applied between both procedures [29], this will not resolve the difference and the variability observed in our results. As the calculated external reproducibility is higher for Mg/Ca than for Sr/Ca, the Mg/Ca ratio seems to be more sensitive to analytical conditions or sample preparation, as already demonstrated in laboratory studies [44]. Previous works [75] [76] [77] have also used an extended version of the oxidative step (50% buffered H 2 O 2 for 45 min) of the short protocol from [43], as a precaution to eliminate the potential higher organic matter contents found in core top material. We suggest that the systematic use of the full cleaning method should be chosen to avoid problems associated with technical conditions; however, this will not solve the natural intra-test or inter-test variability (see also Section 5. 3. 2). In this context, some species seem to be better candidates for palaeoceanographic reconstructions. As we worked on six different species, we can discuss their respective potential for palaeoceanographic reconstructions. However, in our study, the temperature and ∆[CO 3
section_name: Comparison between Analytical Approaches

section_content: 2-] ranges of variations remain low, as the studied stations are close geographically and in depth (Figure 1 and Table 1 ). The best approach is thus to combine the obtained dataset with previous works, in order to refine the existing calibrations. We already compared our results with previous calibrations for each species and demonstrated that they are in good agreement with the literature (see Section 4, Figures 3 4 5 ). As the relationship between Mg/Ca and temperature is well-documented in the literature, we plotted the obtained data from all species (except H. elegans because the aragonitic nature of the test induced a geochemical behavior different than calcitic species), together with published calibrations of Globobulimina spp. [71], Cibicidoides spp. and Oridorsalis umbonatus [32], M. barleeanum [69, 70], Uvigerina spp. [29, 31], as well as the relationship obtained with inorganic calcite [7] (Figure 8 ). The overall dataset fits well with the published calibrations, and, except for Globobulimina spp. and H. balthica with higher values than the other species, the variability of the results falls within the limits defined by the existing relationships. Thus, the only way to increase the robustness of the environmental reconstructions is to provide more data in the future, allowing an increase in the precision and sensitivity of a proxy to a given environmental parameter. However, to decipher the different sources of influence on a proxy, several parameters must be tested. As we worked on six different species, we can discuss their respective potential for palaeoceanographic reconstructions. However, in our study, the temperature and Δ[CO3 2-] ranges of variations remain low, as the studied stations are close geographically and in depth (Figure 1 and Table 1 ). The best approach is thus to combine the obtained dataset with previous works, in order to refine the existing calibrations. We already compared our results with previous calibrations for each species and demonstrated that they are in good agreement with the literature (see Section 4, Figures 3 4 5 ). As the relationship between Mg/Ca and temperature is well-documented in the literature, we plotted the obtained data from all species (except H. elegans because the aragonitic nature of the test induced a geochemical behavior different than calcitic species), together with published calibrations of Globobulimina spp. [71], Cibicidoides spp. and Oridorsalis umbonatus [32], M. barleeanum [69, 70], Uvigerina spp. [29, 31], as well as the relationship obtained with inorganic calcite [7] (Figure 8 ). The overall dataset fits well with the published calibrations, and, except for Globobulimina spp. and H. balthica with higher values than the other species, the variability of the results falls within the limits defined by the existing relationships. Thus, the only way to increase the robustness of the environmental reconstructions is to provide more data in the future, allowing an increase in the precision and sensitivity of a proxy to a given environmental parameter. However, to decipher the different sources of influence on a proxy, several parameters must be tested. Mg/Ca mmol. mol -1
section_name: Station

section_content: . Compilation of published data on the relationship between Mg/Ca and temperature for the studied calcitic species and other species: orange line and circles: Globobulimina spp. [71] ; pink line: Cibicidoides spp. and green line: Oridorsalis umbonatus [32] ; Melonis barleeanum: black dotted line and triangles [69] and grey dotted line [70] ; Uvigerina spp. : red and blue squares, and bold black line [29, 31]. The calibration obtained by precipitation of inorganic calcite is also reported in light red [7]. Empty and full symbols represent data obtained from dead and live specimens, respectively.
section_name: T °C

section_content: In the following, we chose to discuss in detail the species of the Uvigerina genus. Indeed, our dataset tends to show that U. mediterranea and U. peregrina are the best candidates to obtain robust calibrations, since the differences between living and dead specimens and the external reproducibility are the lowest observed (Figure 6, Panel B,C and Table 4 ). To better analyze our results, we plotted the average values with their external reproducibilities (Table 4 ) together with the full dataset (Figure 9 ). 

Values of Mg/Ca (Figure 9a,b) and Sr/Ca (Figure 9c,d) of U. mediterranea and U. peregrina are significantly different, meaning that the mixing between different species of the Uvigerina genus can be questioned, although it has been done already in previous works to provide global calibrations [26, [28] [29] [30] 78]. Moreover, in our study, values of U. mediterranea do not exhibit a strong variability throughout the environmental conditions, whereas the Mg/Ca and Sr/Ca values of U. peregrina change with temperature and ∆[CO 3

2-] (Figure 9 ). 

The Sr/Ca values of both species are scattered and do not cover a large range of values (Figure 8c, d ). An explanation for this variability could be related to the microhabitat of the Uvigerina species. Indeed, we measured specimens coming from different depths inside the sediment (Table 3 ), that live in various geochemical compositions of the surrounding porewater. Thus, our data tend to show that the Sr/Ca ratio may be more influenced by the living depth inside the sediment, as already suggested [31] for the Mg/Ca of U. peregrina. From a broader perspective, the significance of the Sr/Ca ratio is not fully understood, depending on species and locations, even though more and more studies point towards a control of the C-system such as the ∆[CO 3

2-] [ 48, 50, 51, 73]. 

Figure 8. Compilation of published data on the relationship between Mg/Ca and temperature for the studied calcitic species and other species: orange line and circles: Globobulimina spp. [71] ; pink line: Cibicidoides spp. and green line: Oridorsalis umbonatus [32] ; Melonis barleeanum: black dotted line and triangles [69] and grey dotted line [70] ; Uvigerina spp. : red and blue squares, and bold black line [29, 31]. The calibration obtained by precipitation of inorganic calcite is also reported in light red [7]. 

Empty and full symbols represent data obtained from dead and live specimens, respectively.
section_name: U. mediterranea vs. U. peregrina

section_content: In the following, we chose to discuss in detail the species of the Uvigerina genus. Indeed, our dataset tends to show that U. mediterranea and U. peregrina are the best candidates to obtain robust calibrations, since the differences between living and dead specimens and the external reproducibility are the lowest observed (Figure 6, Panel B,C and Table 4 ). To better analyze our results, we plotted the average values with their external reproducibilities (Table 4 ) together with the full dataset (Figure 9 ). 4 ). The blue curve corresponds to the calculated correlation including only the data measured in living specimens of U. peregrina (see text for explanation). 

Values of Mg/Ca (Figure 9a, b ) and Sr/Ca (Figure 9c, d ) of U. mediterranea and U. peregrina are significantly different, meaning that the mixing between different species of the Uvigerina genus can be questioned, although it has been done already in previous works to provide global calibrations [26, [28] [29] [30] 78]. Moreover, in our study, values of U. mediterranea do not exhibit a strong variability throughout the environmental conditions, whereas the Mg/Ca and Sr/Ca values of U. peregrina change with temperature and Δ[CO3 2-] (Figure 9 ). 

The Sr/Ca values of both species are scattered and do not cover a large range of values (Figure 8c, d ). An explanation for this variability could be related to the microhabitat of the Uvigerina peregrina (blue) and Uvigerina mediterranea (red). Empty and full symbols represent data obtained from dead and live specimens, respectively. The average values are indicated with larger symbols with error bars corresponding to the external reproducibility (Table 4 ). The blue curve corresponds to the calculated correlation including only the data measured in living specimens of U. peregrina (see text for explanation). 

We chose to explore the correlation between the temperature and ∆[CO 3 2-] and the average Mg/Ca values of living specimens of U. peregrina (Figure 8a, b ). Indeed, this is the most complete dataset measured with one unique instrument (ICP-OES), allowing us to avoid variability due to technical approaches (Tables 3 and 4 ). We assume that drawing a correlation using only a few points must be cautiously considered, and this is the reason why we do not provide the coefficient correlation, because in this context, it may not be statistically robust. However, the interesting observation is that within our dataset, there is no better correlation between the Mg/Ca and the temperature (Figure 8a ) or ∆[CO 3

2-] (Figure 8b ). The influence of ∆[CO 3 2-] has already been discussed for Uvigerina species [28, 29] but there is an admitted assumption that the Mg/Ca of U. peregrina is more controlled by temperature than by the ∆[CO 3 2-]. Indeed, infaunal species such as the Uvigerina genus are supposed to live inside the sediment, where the ∆[CO 3

2-] reaches 0 and below in the first centimeters of depth [79, 80], buffering the impact of changes in the ∆[CO 3

2-] of bottom-waters. Our observations need to be confirmed with more data, but this assumption may not be valid in all ocean contexts, and should be better documented. Moreover, there are few data about the ∆[CO 3

2-] of porewater, and more investigations could help to explain this point. A complementary approach could also be the analysis of the individual and even of the intra-test variability by LA-ICP-MS or SIMS, for instance (e. g., [48, 68] ).
section_name: U. mediterranea vs. U. peregrina

section_content: In order to better constrain the relationships between the Mg/Ca and Sr/Ca ratio with environmental parameters, we performed elemental analysis on six different species of benthic foraminifera (Hoeglundina elegans and Hyalinea balthica from the epifauna, Uvigerina peregrina, U. mediterranea and Melonis barleeanum from the superficial to intermediate endofauna, and Globobulimina spp. from the deep endofauna) from the Bay of Biscay with two different analytical approaches (ICP-OES and ICP-MS). Our results are in overall good agreement with previous studies, fitting well with published calibrations. However, we point out a strong variability in the results: (i) between living and dead specimens; (ii) between both instrumental approaches. We discussed the impact of the cleaning procedure, as well as the natural variability between samples from the same station coming from different depths inside the sediment, even when they are close together. Finally, we focus on species from the Uvigerina genus (U. peregrina and U. mediterranea) since they present the most reduced external reproducibility and the best agreement between living and dead specimens. Our results show that the two species should not be mixed for analysis, with lower values and a reduced range of variability for U. mediterranea compared to U. peregrina. In our dataset, the control of the temperature on the Mg/Ca ratio of U. peregrina is as strong as the ∆[CO 3

2-], suggesting a need to consider BWT reconstructions when not considering the potential impact of the ∆[CO 3 2-].
section_name: Conclusions

section_content: Funding acquisition, S. S. All authors have read and agreed to the published version of the manuscript. Funding: This research has been supported by the CNRS ( INSU-LEFE-CYBER: Project GeoFoBe ). Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable.

section_name: Conflicts of Interest:

section_content: Data Availability Statement: Data is contained within the article.

section_content: The authors declare no conflicts of interest.
section_name: Conflicts of Interest:

section_name: Station

section_content: Appendix A Table A1. Results of Fe/Ca carried out by ICP-OES (X) and ICP-MS-HR (*) on live (L) and dead (D) benthic foraminifera in the Bay of Biscay. See reference for stations in Table 1, and their location in Figure 1a. The Fe/Ca ratio is used as a screening criterion for the efficiency of the cleaning procedure, with a critical value of <0. 1 mmol. mol -. n. d. : not determined, i. e., below the limit of quantification.