Soils for Rhizotron, Pot and Green Manure Experiments
Rhizotrons were filled with Dikopshof soil. This soil was previously collected from P-depleted plots at the former experimental research station of the University of Bonn at Dikopshof (50° 48″ N, 6° 57″ E). The plots (pH 6.48) had not received any P-fertilization since 1942 (Kumar et al. 2019; Bauke et al. 2017; Mertens et al. 2008). For other pot experiments, a nutrient-deficient artificially mixed substrate (0-Erde), a standardized substrate type 0 obtained from the Werkverband e.V., Germany was used (pH (CaCl2) 6.1; water holding capacity 83,4%; N < 2 mg·L− 1 with < 2 mg·L− 1 NH4-N and < 1 mg·L− 1 NO3-N; P2O5 5 mg·L− 1; K2O 13 mg·L− 1, 19% TOC). Fresh samples of an organic farming species-rich loamy sand (Wiesengut, Siegaue, Hennef, Germany; geographical position 65 m above NN; 7Ê 17' East; 50Ê 48' North) were used. The soil contained 110 mg P/kg, further soil data are given in Siebers et al. (2018).
Plant Material
Abutilon theophrasti Med. seeds were purchased from Herbiseed (Twyford, UK). Seeds of Camelina sativa (L.) Crantz were harvested from plants grown as described (Hölzl and Dörmann 2021).
Camelina plants used for soil incorporation were grown in a phytotron (160 µmol m− 2 s− 1 light, 25°C and 65% humidity). Seeds were placed in pots filled with the soil used by Hölzl and Dörmann (2021), watered 3 times a week and fertilized once a week. Shoots were harvested when plants reached BBCH scale 64–73.
For extracts, Camelina seedlings were grown hydroponically from seeds on cheesecloth under natural conditions. Three and four day-old Camelina seedling were harvested, dried between filterpaper and weighed. The seedlings were mortared with quartz sand and water, the homogenate centrifuged at 20000g for 10 min and the supernatant directly added to fungal cultures (extract 1). Other extracts were prepared by homogenization with methanol (1:2,w:v), the slurries filtered and centrifuged at 20.000g for 10 min. The supernatant was removed, aliquoted and the aliquots evaporated to dryness at 60oC for 48h. The dry residue was dissolved either in ddH2O (extract 2), or in 50% methanol for compound identifications. The extracts were checked for the presence of intact glucosinolates using to the UHPLC/MS-MS method described below. All aliquots were stored at -20oC until use. The aqueous extracts were sterilized by filtration (syringe filter Excalibur, pore size 0.22µm, Labomedic, Germany) before adding to culture media.
Microorganisms Used for Rhizotron and Pot Experiments
The Trichoderma viride F-00612 consortium (collection of D.K. Zabolotny, Institute of Microbiology and Virology, National Academy of Sciences, Ukraine) was grown in liquid YEP medium for 48h and the diluted suspension (OD600 = 0.1) used for inoculations in the rhizotron and pot experiments with Dikopshof soil. In contrast to culturing on agar, the Trichoderma viride F-00612 consortium loses associated microorganisms, such as Enterobacter ludwigii (accession No MH915584), E. cloacae (accession No MH915583), Acinetobacter calcoaceticus (accession No MH915582), Bacillus pumilus (accession No MH915587), B. subtilis (accession No MH915585), and B. safensis (accession No MH915586), when grown in liquid medium (Voloshchuk et al. 2020). When used as a consortium, culturing was performed on Czapek agar.
Actinomucor elegans (accession KM404167, registered at the DMSZ as strain AbRoF1 used for morphological characterization) established stable associations with Abutilon root colonizing microorganisms after re-inoculation (Schulz et al. 2017; Haghi Kia et al. 2014). The resulting consortium contains among others Pantoea ananatis (DSM ID 14-714C) and the yeast Papilliotrema baii (DSM 100638) as two of the most viable microorganisms on culture plates. These microorganisms are not lost when Actinomucor elegans is grown in liquid Czapek medium.
The Pseudomonas species used in this study was formerly isolated from Salvia officinalis and identified as a strain belonging to the Pseudomonas putida complex (E-value: 2e-83, max. identity: 99%, accession No. HM488364). The identity was examined again in 2020 by the DSMZ (Deutsche Sammlung von Mikroorganismen und Zellkulturen GmbH, Braunschweig). According to the new identification, the strain (PpSalb ID 20–163 (= HM488364) matches to Pseudomonas laurentiana GSL-010 (MG719526.1), 100% identity), DSMZ ID20-163. For the rhizotron experiments, the bacterium was cultured in LB medium. A suspension of OD600 = 0.1 was used for inoculation.
Synthesis of 33P labeled Apatite
Radioactive labelling of apatite was the only method to demonstrate unequivocally the uptake of phosphate, solubilized from labelled apatite, by the seedlings. A three-step apatite synthesis was performed according to Wolff et al. (2018). For the preparation of 33P-(NH4)2HPO4, 50 ml of 1M radioactively labeled 1M H3PO4 (18.5 MBq 33P) were slowly added into 50 ml 2M NH3 in H2O and subsequently stirred for 1h. Ethanolamine (3% w/v) was added as dispersant to prevent aggregation. A freshly prepared 1M Ca(NO3)2 solution was placed at room temperature in a beaker equipped with a pH meter. The pH was first adjusted to 10 during the following reaction process, a pH of ≥ 9 was maintained with aqueous ammonia. Parallel to the radioactive labelling synthesis, a non-radioactive version was synthesized for the pot experiments and analytic product characterization by Raman spectroscopy, using a Bruker RFS 100/S in comparison to formerly unlabeled synthesized apatite, which was characterized by Raman, X-ray diffraction & scanning electron microscopy (Wolff et al. 2018).
Rhizotron Growth Studies and 33P–Imaging
For rhizotron experiments square (120 mm side length), top opened and three-sidewise sealed plastic petri dishes were used (Greiner Bio-One International, Kremsmünster, Österreich). The experiments followed roughly the method described by Bauke et al (2017). The apatite was first ground to a fine powder and then mixed with Dikopshof soil (8:100) in a drum-hop-mixer for several hours. 1g of the homogenized apatite-soil mixture was centrally placed at the bottom of each rhizotron, containing 170 g dry Dikopshof soil.
Roots of 7-day-old seedlings were inoculated with 20 µl Pseudomonas laurentiana and Trichoderma viride suspensions (see Material and Methods), then placed into the 12 rhizotrons. Non-inoculated plants were used as controls. Rhizotrons were then placed at an angle of 45° in a climate chamber with a day/night-length of 12 h under slowly transition and a light intensity of 320 µmol m− 2 s− 1 PAR. Temperatures were set to 22°C and 18°C, respectively, at a relative air humidity of 50%.
Periodic imaging of rhizotrons with suitable imaging plates (200 x 400; DÜRR NDT GmbH & Co. KG, Bietigheim-Bissingen, Germany) using the Bioimager CR35 Bio (Raytest, Straubenhardt, Germany) started one week later. Every time, first a two-step erasing process for resetting the sensitivity to their maximal storage capacity takes place – starting with 30 min under a high energy white light eraser (BAS 100, Fujifilm, Tokyo, Japan), followed by erasing with the Bioimager CR35 Bio immediately before using the plates. The closed, complete rhizotrons were wrapped into protection foil and placed horizontally on a scintillation plate for exposition. Rhizotrons were covered by a foam to prevent irreversible plant damage and weighted with a plastic plate to reach optimal contact between rhizotron/ plant and scintillation foil. The 5h-exposition and subsequent scanning took place in the dark. The sensitive mode with a resolution of 100 µm was chosen as parameter for readout immediately after exposition. In the scanning process, the photo-stimulated luminescence intensities were measured, receiving a digital autoradiographic image processed by the standard imager software AIDA Image Analyzer 2D (ELYSIARaytest, Straubenhardt, Germany).
The plants were poured after each imaging to prevent scintillation plate damage by moisture. Additionally, the plants were sprayed with water to faster recover the 3-dimensional plant shape after the flat pressure exposition. For parallel monitoring of plant development, simultaneously photos weret taken.
After 3 weeks the experiment was finished by harvesting the plants. Plants were separated from soil, dried and digested (6h, 180°C) with 4 ml 65% HNO3 in a Loftfield apparatus (Loftfields Analytische Lösungen, Neu Eichenberg, Germany). After dilution and filtration aliquots were mixed with 10 mL scintillation cocktail (ULTIMA Gold XR, PerkinElmer, Solingen, Germany) and the incorporated radioactivity subsequently measured by a Tri-Carb® 3110TR Liquid scintillation counter (PerkinElmer, Solingen, Germany).
Rhizotron Experiment - Re-isolation of Trichoderma viride from Roots
Camelina and Abutilon roots from suspension-inoculated plants were removed from the rhizotron soil after decay of radioactivity and soil particles were carefully picked off prior to placing the roots on Czapek or Sabouraud agar plates. After culturing for 14 days at 25°C in the dark, the plates were checked for Trichoderma viride colonies.
Identification of the Dominant Fungus and Accompanying Bacteria Present in the Dikopshof Soil
Microorganisms present in the Dikopshof soil were isolated by serial dilution as described in Siebers et al. (2018) and cultivated on different media (Sabouraud agar, Pikovskaya solid medium, Czapek agar). Only few microorganisms were detected after 2 weeks. Discrete colonies of a dominant fungus were further cultured on Sabouraud agar. A representative plate was used for identification of an assumed Penicillium species by the DSMZ (Deutsche Sammlung von Mikroorganismen und Zellkulturen GmbH, Braunschweig). For identification, the ITS rDNA sequences and morphological markers were used. The species was identified as Penicillium aurantiogriseum Dierckx (isolate 20–165) with a sequence identity of 100% to the reference (GeneBank accession No AF033476).
Single bacterial colonies were picked as template for touchdown-PCR with the bacterial 16S primers (27f AGAGTTTGATCMTGGCTCAG, 1492r(s) CGGTTGTTACGACTT). The PCR products were purified with the NucleoSpin Gel and PCR Clean-up Kit (Macherey& Nagel, Düren, Germany) and sequenced.The bacterial sequences were searched against the NCBI Nucleotide database using BLASTN, leading to the identification of species belonging to the genera Paenibacillus, Rhodococcus, Arthobacter, and Pseudomonas, (accession numbers: BS1_Paenibacillus_sp ON620168; BS2_Rhodococcus_sp ON620169; BS4_Pseudomonas_sp ON620170; BS5_Arthrobacter_sp ON620171).
Setups of Pot Experiments
For the first pot experiment non-sterilized and sterilized Dikopshof soil was used. 50g of the soil was thoroughly mixed with 2g apatite (AppliChem), filled in adequate pots and watered until the soil well moistened. Three Camelina or Abutilon seedlings (3-days-old) were planted in each pot. Root tips of the seedlings were inoculated with 20 µl Pseudomonas laurentiana and Trichoderma viride suspensions. The plants were cultured in a phytotron (160 µmol m− 2 s− 1 light, 25°C and 65% humidity) until three leaves were developed and cotyledons became yellowish (14–18 days). The plants were watered every second day and fertilized with P- fertilizer at day 8–10 when the first two leaves were unfolded. Shoot length was monitored during the entire culture at days shown in Fig. 3. Each experiment was performed with 15 pots per plant species and was repeated three times.
The second, 21days-pot experiment was performed with 25g 0-soil mixed with 1g apatite, filled in pots and watered as described above. Three Camelina or Abutilon seeds were placed into each pot. After seven days, 0.5 cm2 agar plugs covered with mycelia either of the Penicillium aurantiogriseum, the Trichoderma viride - or the Actinomucor elegans consortium were harvested and incorporated to the soil in the following manner: 5 pots – control (no fungus), 5 pots P. aurantiogriseum, 5 pots P. aurantiogriseum + Trichoderma viride consortium, 5 pots- Trichoderma viride consortium, 5 pots Actinomucor elegans, (all n = 3). The plants were watered every second day and fertilized with –P fertilizer after germination and further every week. The second set up was repeated with P containing fertilizer.
Co-Culture Experiments on Agar Plates and in Liquid Medium
For visualization of phosphate solubilization from apatite, Pikovskaya (PVK) plates were used. The development of transparent halo zones surrounding the microorganism placed on the agar either solely or in combination with other organisms indicate solubilization activity. The tests were performed with cultivable Dikopshof soil microorganisms, collections of Camelina root colonizing microorganisms, P. aurantiogriseum, P. olsonii, Paenibacillus spec. from the Camelina seed coat, Pseudomonas spec. from the Camelina seed coat. Co-cultures on PVK agar were performed with nonsterile germinating Camelina / P. aurantiogriseum for seven days. Cultivable microorganisms from Dikopshof-soil were cultivated on Sabouraud agar. Seedlings from sterilized Camelina seeds were co-cultured on MS Phytoagar with P. aurantiogriseum until seedlings became decolored.
Cultures in Liquid Pikovskaya and Czapek-Yeast Medium
The pre-cultures of fungi were done on Sabouraud Agar. 100 mg agar plugs covered with mycelium were placed in flasks containing 250 ml medium under sterile conditions. After placing, the media were supplemented with either 2x10mg sinigrin within 6 days, sterilized aqueous Camelina extracts (extract 1) 3 x 2ml within 6 days. The cultures were terminated after 14 days, the mycelium harvested by filtration and placed on filter paper to remove liquid prior to photographic documentation .
Determination of Released Phosphate by inductively coupled plasma mass spectrometry (ICP-MS)
P. aurantiogriseum, Trichderma viride, the Trichoderma viride consortium, the Actinomucor elegans consortium and the fungus from the Camelina seed coat were pre-cultivated on Sabouraud Agar. The collected microorganisms from the root surfaces and all other bacteria were precultured in LB liquid medium. Agar plugs (100 mg)of the fungi and 500µL of the microorganisms grown in LB medium (OD600nm 0.1) were transferred to flasks containing 15 mL PVK (Pikovskaya)medium and cultured for 6 days at 21°C in the dark. All incubations were done in triplicates using material from different cultures of the given species. Subsequently, the cultures were filtered and the filtrates centrifuged at 20.000 rpm for 15 min at 4°C to pellet microbial material and apatite particles. The supernatants were transferred to new tubes and again centrifuged at 20,000 rpm for 10 min. The supernatants of the triplicates were combined, aliquoted (2 mL) and stored at -20°C until analysis. Aliquots of the PVK medium was treated in the same way as the control. Sample preparation for ICP-MS measurements was performed as follows. After centrifugation, the supernatant was transferred into a round-bottomed 15 ml PFA vial (Savillex, Eden Prairie, USA) and placed on a heating plate at 80oC to be completely dried down in customer-designed laminar flow box in a cleanroom. The dried material was re-dissolved in a mixture of 1 ml 68% ultrapure HNO3 and 0.5 ml 30% H2O2. The closed vial was heated up at 120°C on a heating plate for 1 h to dissolve any organic matter. After digestion, the solution was dried again and then re-dissolved in 1 ml 0.3 M HNO3 for further dilution before the determination of P concentration started.
The P concentrations were analyzed by quadrupole inductively coupled plasma mass spectrometry (ICP-QMS, Agilent 7900, Agilent, Bremen, Germany). The measurements were performed after two hours of warm-up time to reduce the P background towards 10 ppb (10 µg/L).
Identification of Glucosinolates and Derived Compounds by UHPLC-MS/MS
For the identification, supernatants of the centrifuged culture media and Camelina seedling extracts were used. Screening and quantification were carried out using an ultra-high performance liquid chromatography (UHPLC)-electrospray-mass spectrometry (MS) instrument consisting of an ACQUITY UPLC system equipped with a Xevo TQ-S triple quadrupole mass spectrometer (Waters, Eschborn, Germany). The UHPLC was equipped with a cooled autosampler (6°C), binary pump and a Nucleodur C18 Gravity-SB column (150 x 3 mm, 3 µm; Macherey-Nagel, Düren, Germany) thermostated to 25°C. The gradient elution was performed at a flow rate of 1 mL/min with Millipore water (Millipore GmbH, Schwalbach, Germany) with 0.1% formic acid (pH 3.0) as solvent A and acetonitril with 0.1% formic acid as solvent B (VWR International GmbH, Darmstadt, Germany, LC-MS grade) as follow: start with 1% B, held for one minute, then raising to 100% B in 59 minutes, back to start conditions in further 1 min and held for 4 minutes. The injection volume was 10 µl for each sample.
The mass spectra were recorded with an ESCi source in positive and negative full scan mode. The nebulizer gas was set to 7 bar. The capillary voltage was set to 2.5 kV, the cone voltage to 20 V. Desolvation temperature and source temperature were 600°C and 150°C, respectively. Nitrogen was used as desolvation and cone gas at a flow rate of 1000 and 150 L h− 1, respectively. Argon was used as collision gas at a flow of 0.14 mL min− 1 with a collision energy of 30 eV.
Identification of secondary metabolites released from Penicillium aurantiogriseum by UHPLC/MS-MS
P. aurantiogriseum was cultured for four weeks in Czapek yeast medium (Frisvad et al. 2004). The medium was filtrated, the filtrate centrifuged at 10,000 g for 15 min. The supernatant was extracted with ethyl acetate and the organic and aqueous phases evaporated to dryness. The dried ethyl acetate phase was used for compound identification.
The dry residue was reconstituted with CH3CN/MeOH (3:1) using vortexing/sonication. After centrifugation the supernatant was filtered using a Socorex® borosilicate glass syringe and 0.2 µm MilliQ Millipore® LCR filters. An aliquot of the filtrate was 10x diluted with MeOH prior to injection (1 µL).
Chromatographic separation was performed on an UltiMate 3000 UHPLC system from Thermo Fischer Scientific (Waltham, MA, USA) equipped with an Acquity BEH C18 column (2.1× 100 mm/1.7 µm, Waters) at a flow rate of 450 µL/min at 30°C. The mobile phase consisted of H2O + 0.1% formic acid (A) and acetonitrile + 0.1% formic acid (B). A gradient elution was performed from 5 to 30% B in 8 min, increase to 100% B in 1 min and flushing at 100% B during 2 min. The UHPLC system was connected to a high-resolution QExactive orbitrap mass spectrometer (Thermo Fisher Scientific) equipped with a heated electrospray ion source. Masses were calibrated below < 2 ppm accuracy using the Thermo Fischer Pierce calibration solution. Data were acquired in (+)- and (–)-ESI mode, with a mass range from m/z 100 to 800 and 35,000 resolution. MS/MS experiments were performed with a normalized collision energy of 30 eV.
To study fractions with phytotoxic compounds, additional ethyl acetate extracts were fractionated via HPLC using the method described in Schütz et al. (2019). Three fractions were collected: fraction I contained compounds eluting with 15–35% methanol, fraction II those eluting between 36–60% and fraction III compounds eluting between 60–100% methanol. The most hydrophilic fraction was dried and the residue dissolved in 1 mL water. Camelina seedlings were placed in cuvettes with 800 µL tap water and 200 µL of the dissolved, aqueous fraction was added, 200 µL tap water was added to the controls. Harmful effects became visible within three days at room temperature and day light conditions.
Cyclo(L-Leu-L-Pro)-Tolerant and Intolerant Microorganisms from Camalia sativa Seed Coats
The fungus associated with C. sativa seeds was isolated and cultured on TSB medium.
Colonies of the most abundant bacteria growing on Pikovskaya plates untreated/treated with 200 µl 1 mM cyclo(L-Leu-L-Pro) were picked and used as templates for identification as decribed above. The cyclo(L-Leu-L-Pro) tolerant species was identified as Paenibacillus polymyxa (accession No. Paenibacillus_sp ON620175). The intolerant yellow colonies are composed of different species, thus presenting a bacterial consortium. One of the species which was most abundant in the young colonies matches several Pseudomonas species with identical sequence similarity (accession number: Pseudomonas_sp ON620172), whereby Pseudomonas aeruginosa could be excluded by PCR analysis using specific primers. Another species that proliferated from aging yellow colonies was identified by the DSMZ (Deutsche Sammlung von Mikroorganismen und Zellkulturen GmbH, Braunschweig). A partial 16SrRNA sequence indicates the strain as most likely belonging to Cytobacillus firmus (syn. Bacillus firmus, ID 22–142; identity 99.9%). Due to the impoverichment of species and their change in abundance during culturing it was not yet possible to comprehensively characterize this complex consortium.
The identification of the fungus associated with Camelina seed coats was performed by the DSMZ (isolate ID: 22–51). For identification, the ITS rDNA fragment and the partial β-tubulin gene were used as barcodes for sequencing. The species was identified as Penicillium olsonii Bainier & Sartory (strain CBS 232.60 Ex-Typus). The sequences were compared with reference sequences (Genbank, MycoID und INDOOR; Penicillium olsonii btub EF652020, KAS6229).
Growth Behavior of the Bacterial Consortium in the Presence of cyclo(L-Leu-L-Pro) and Camelina Glucosinolate Containing Extract
Bacterial consortium cultures were inoculated in LB medium to an OD600nm 0.1, grown at 37 ̊ C for 150 min, followed by the addition of a) cyclo(L-Leu-L-Pro), 1.33 mM in methanol; b) Camelina extract, 0.1% (v/v) in methanol; c) cyclo(L-Leu-L-Pro), 1.33 mM in methanol and Camelina extract, 0.1% (v/v) in methanol. Growth was normalized to OD600nm at which compounds were added to the culture.
Microbial Degradation Capacity of Camelina Glucosinolates
P. aurantiogriseum was cultured on Sabouraud agar until colonies were 5 cm in diameter. 2–3 mg mycelium were removed from the agar and placed into flasks containing 15 mL PVK medium with 300 µL Camelina extract 2. The addition of Camelina extract 2 was repeated after 3 days of culturing for 6 days at 21°C in the dark. Cultures were grown in triplicates. After 6 days, the cultures were filtrated, the filtrates centrifuged at 20000 g for 10 min and the supernatants combined, resulting in one sample. Further cultures using the same designs were supplemented with 3 units myrosinase (from Sinapis alba, Merck, Germany) every two days or with 500 µL of Camelina root colonizing microorganisms (RCM), which were prepared as mentioned above. Camelina root colonizing microorganisms without the fungus were tested by inoculation of 15 mL PKV medium with 500 µL of the LB precultured assembly for 6 days under the same conditions as described. All samples were aliquoted and stored at -20°C until analysis which were performed by UHPLC-MS/MS as described above.
Green Manure Experiment with Camelina Shoot Material
180 g Wiesengut soil was filled in a 200 mL glass beaker. Camelina above-ground plant material (phenological growth stage: anthesis, BBCH scale: 64–73) was crushed with a homogenizer (Philips HR 2870/50 Minimixer) after adding water in a ratio 1:1 (plant/water (w/v)). 50 g of homogenized plant material was added to the soil resulting in a ratio of 0.28 g plant material/g soil) and thoroughly mixed. Beakers were closed with a glass lid and Parafilm and stored in the dark at 21°C. Samples were drawn directly after application (t0), then after 1, 7, 14, 21, 28, and 63 days. Treatments were carried out in three biological replicates.
PLFA Analysis
The microbial community structure was described by analysis of the phospholipid fatty acid composition (PLFA) in the soil. Lipid were extracted according to Bligh and Dyer (1959), and analyzed as described in Kruse et al. (2015). Lipids were fractionated according to their polarity by solid phase extraction (Gasulla et al. 2013). Soil samples were dried for 24 h at 105°C in the oven to determine the soil moisture content and dry weight. For PLFA analysis,he acyl groups of the separated lipids were cleaved and converted into their methyl esters by methanolysis (FAMEs), (Browse et al. 1986). For quantification, an internal standard (100 µL of tridecanoic acid, 50 µg/mL in methanol) was used. All chemicals were of analytical grade. In total 28 PLFAs were identified in the soil samples. Specific PLFAs (or combinations thereof) were assigned to certain groups of organisms as described in Siebers et al. (2017). For plant material and other eukaryotes such as algae, PLFA 18:3 was used as marker. FAMEs were analyzed using an Agilent 7890 gas chromatograph with Supelco SP-2380 capillary column and a flame ionization detector (Siebers et al. 2017).
Statistics
Statistical analysis of growth and phosphate data was performed with PRISM 9.0. Significant differences were calculated by use of the Student’s t-test. Variables were subjected to one-way analysis of variance (ANOVA). Normality was tested according to Anderson-Darling, DÁgostino & Pearson, Shapiro-Wilk and Kolmogorow Smirnov. Student’s t-tests were performed in addition and P-values provided in results. Results are presented in the figures as means ± standard deviation .
To evaluate the effects of green manure application on microorganisms we used clustering and a clustered heatmap to reveal hierarchical clusters in data matrices (Engle et al., 2017). To this end, we used heatmap and factoextra packages in R. In addition to the clustering and clustered heatmap, we also performed principal component analysis (PCA) and then both the observations and the original variables were illustrated in the principal component space (Gabriel, 1971). In a biplot, closely aligned variables are positively correlated with each other where the stronger the correlation is when the larger the arrows are. Negatively correlated variables are aligned in opposite directions and the strength of the correlation is again measured by the magnitude of the arrows. Non-correlated variables are typically shown by arrows that are aligned in 90 degrees to each other.