Temperature affects the silicate morphology in a diatom

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Supplementary Information: Temperature affects the silicate morphology in a diatom N. Javaheri 1, R. Dries 1&2, A. Burson 3, L.J. Stal 3&4, P.M.A. Sloot 1,5,6, J.A. Kaandorp 1* 1- Computational Science, University of Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands 2- FOM Institute AMOLF, Science Park 104, 1098 XG Amsterdam, The Netherlands 3- Aquatic Microbiology, Institute for Biodiversity and Ecosystem Dynamics, University of Amsterdam, PO Box 94248, Amsterdam 1090 GE, The Netherlands 4- - Department of Marine Microbiology, Royal Netherlands Institute for Sea Research, PO Box 140, 4400 AC, Yerseke, The Netherlands 5- ITMO University, St. Petersburg, Russian Federation 6- Complexity Institute, NTU, Singapore * Corresponding author: J.A.Kaandorp@uva.nl

Text S1. MDV Medium recipe for Diatoms minerals conc. medium conc. Stock ml stock per medium (g. l -1 ) (g. l -1 ) per 1 l - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - NaCl 24.1 241 100 Na 2 SO 4 3.2 32 100 MgCl 2. 6 H 2 O 8.7 435 20 KCl 0.54 54 10 CaCl 2. 2 H 2 O 1.6 160 10 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Fill up to ca. 950 ml with Aqua dest. and autoclave. For solid medium fill up to 400 ml and sterilise agar (15g/l) separately in 550 ml Aqua dest. - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -- - - - - - - - - - - - - - - - - NaHCO 3 0.18 18 10 NaNO 3 ** 0.5 100 5 NaH 2 PO 4. H 2 O 0.0069 6.9 1 Na 2 SiO 3. 5 H 2 O 0.0426 21.3 1 Citrate Mix / / 10 Trace Metal Mix / / 1 Vitamin 8 Mix / / 1 M2 (modified) / / 1 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -- - - - - - - - - - - - - - - - - - **or NH 4 Cl 0.0268 26.8 1 For liquid medium fill up to 100 ml and add to the autoclaved medium through a sterile 0.2 µm filter. For solid medium fill up to 50 ml. Citrate Mix: conc. Medium conc. Mix (g/l) (g/l) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - C 6 H 8 O 7. H 2 O 0.003 0.3 Fe-NH 4 -citrate 0.0036 0.36 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Autoclave the Citrate Mix to avoid fungal and bacterial growth. Trace Metal Mix: conc. medium conc. stocks I Trace metal mix (g/l) (g/l) (ml/l) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -- - - - - - - - - - - - - - - - - - - - CuSO 4. 5 H 2 O 9.8e-6 9.8 1 ZnSO 4. 7 H 2 O 22e-6 22.0 1

CoCl 2. 6 H 2 O 10e-6 10.0 1 MnCl 2. 4 H 2 O 18e-6 18.0 1 Na 2 MoO 4. 2 H 2 O 6.3e-6 6.3 1 Na 2 SeO 3. 5 H 2 O 1.6e-9 0.016 0.1 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -- - - - - - - - - - - - - - - - - - Prepare apart a stock of each trace metal (stock I) and dilute 1:1000 for the final Trace Metal Mix. M2 (modified): minerals conc. medium conc. M2 (g. l -1 ) (g. l -1 ) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - KBr 0.039 39 modified SrCl 2. 6 H 2 O 0.010 10 modified AlCl 3. 6 H 2 O 0.000014 0.014 LiCl 0.000003 0.003 KI 0.00001 0.010 H 3 BO 3 0.011 11 modified RbCl 0.00003 0.03 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Vitamin 8 Mix: vitamins conc. medium conc. Stock stock I stock II (g. l -1 ) (g. l -1 ) (g /100ml) (ml stock I / 100 ml) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Biotin* 4e-8 0.00004 0.004 0.1 Thiamine-HCl 2e-5 0.02 0.02 10 Cyanocobalamin 8e- 7 0.0008 0.08 0.1 Folic acid* 8e-8 0.00008 0.008 0.1 Inositol 2e-4 0.2 0.02 1 Nicotinic acid 4e-6 0.004 0.04 1 Thymine* 1.2e-4 0.12 0.012 1 Ca-d-pantothenate 4e-6 0.004 0.04 1 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - * Dissolve first in 1N NaOH and then add aqua dest. Prepared 1000 ml of less vitamin solution and freezed in 1.1 ml portions (Eppendorfcaps) by - 20 C and used as a reservoir for following media.

Table S1. List of nutrient content in seawater in three different time points of the experiment. Temperature ( C) Incubation time (h) WNH4 (µmol N- NH4/L) WNO2 (µmol N- NO2/L) WNO3 (µmol N- NO3/L) WNOX (µmol N- NOx/l) WPO4 (µmol P- PO4/l) WSi (µmol Si- SiO2/l) Any 0 14 1.2 5764.8 5766 36 59.64 14 29 0 2.4 5958 5960,4 39,8 39,58 18 29 0 2.2 5971.4 5973.6 37.8 18.2 23 29 0 2.6 5945.4 5948 35.8 3.08 14 356 0 14 5453.2 5454.8 12.4 0.36 18 356 0 10.8 5399.6 5413.6 12.6 0.04 23 356 0 11.2 5518 5528.8 12 0 Table S2. List of features used in image quantification. Features 0-1 are geometry related. Features 2-21 are related to the nano-scale pattern, calculated from image analysis. Values of features 2-21 were divided by the analyzed area of the image to be comparable in different images. 0 Valve diameter 11 Number of segments 1 Number of Rimoportulae per valve surface 12 Number of branches 2 Number of Extremes 13 Number of isolated segments 3 Number of Nodes 14 Total length 4 Number of Junctions 15 Total branching length 5 Number of Master Junctions 16 Total segments length 6 Number of Master Segments 17 Total branches length 7 Total master segments length 18 Total isolated branches length 8 Number of meshes 19 Branching interval 9 Total meshes area 20 Mesh index 10 Number of pieces 21 Mean mesh size

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SI Figure Legends: Fig. S1. Cell size distribution vs. time and growth phases Three cultures was grown for each incubation temperature: 14, 18 and 23 degrees Celsius Fig. S2. Diameter (A), length (B) and volume (C) distributions of diatoms grown in three different temperatures in limited or non-limited silicon samples. The measurements were performed manually using SEM images for approximately 100 cells in each sample. Fig. S3. ph values measured for all 9 cultures. 14 o C (green), 18 o C (red) and 23 o C (blue). For each temperature the mean and standard deviation values of three cultures are shown. Fig. S4. Accuracy of the classification method using cross-validation test: The mean and the standard deviation values of each method over 40 runs are shown. DTC has the least accuracy for current dataset. RFC and ETC both show a very good accuracy. Fig. S5. Feature importance in each classifier for 40 runs of the method. (A) Random Forest classifier (B) Extra Tree classifier Fig. S6. Angiogenesis analysis of silica patterns of diatoms valves at different temperatures: 14(A), 18(B) and 23(C), for samples from cultures with non-limited silicon supply (left column) or limited silicon supply (right column).