Abstract
Mineral weathering is a balanced interplay among physical, chemical, and biological processes. Fundamental knowledge gaps exist in characterizing the biogeochemical mechanisms that transform microbe-mineral interfaces at submicron scales, particularly in complex field systems. Our objective was to develop methods targeting the nanoscale by using high-resolution microscopy to assess biological and geochemical drivers of weathering in natural settings. Basalt, granite, and quartz (53–250 µm) were deployed in surface soils (10 cm) of three ecosystems (semiarid, subhumid, humid) for one year. We successfully developed a reference grid method to analyze individual grains using: (1) helium ion microscopy to capture micron to sub-nanometer imagery of mineral-organic interactions; and (2) scanning electron microscopy to quantify elemental distribution on the same surfaces via element mapping and point analyses. We detected locations of biomechanical weathering, secondary mineral precipitation, biofilm formation, and grain coatings across the three contrasting climates. To our knowledge, this is the first time these coupled microscopy techniques were applied in the earth and ecosystem sciences to assess microbe-mineral interfaces and in situ biological contributors to incipient weathering.
Introduction
The weathering of Ca- and Mg-silicate rocks stabilizes global climate over geologic timescales by consuming carbon dioxide (CO2) as carbonic acid and nourishes the biosphere by supplying rock-derived nutrients to microorganisms and plants1–3. Microorganisms represent the bulk of subsurface terrestrial biomass, colonize almost all terrestrial environments, and are an important component in the biogeochemical cycling of carbon, nitrogen, and other life-supporting elements4. Microorganisms also actively and selectively interact with mineral surfaces by engaging in element capture and transfer processes from ecosystem to molecular levels. This is best demonstrated by the mycorrhiza “underground highway” that facilitates the transfer of carbon and nutrients within and between plants through a common hyphal network5,6. The feedback loops that plants and their rhizosphere microbiome develop with bedrock minerals emerged in the early Phanerozoic (as early as Devonian, 407 million years ago) during the colonization of terrestrial habitats by plants7–9, and continues to evolve in the present. However, knowledge gaps remain in characterizing biological-mineral interfaces at fundamental scales of interactions that dictate how the abiotic and biotic components of ecosystems contribute to elemental cycles and ecosystem function10,11. The study of biogeochemical interactions in soil can be aided by novel technologies that can enhance our ability to assess mineral surfaces and associated organisms at micro- to nanoscale resolutions. We demonstrate potential applications of Helium Ion Microscopy (HIM) as an emerging tool in the earth and ecological sciences in combination with Scanning Electron Microscopy (SEM)-Energy Dispersive X-ray spectra (EDX) using, as an example, samples from a field study.
Helium ion microscopy is a relatively new technology mostly used in the material and biomedical sciences that is well-suited for research in the natural sciences12,13. HIM has become renowned for its sensitivity for imaging surfaces and interfaces; its high-resolution imaging capabilities with applications in the sub-nanometer range for secondary electron imaging; and for the ability to image biological specimens with little to minimal damage to the sample given the low mass of He ions compared to other ion sources14. The low excitation volume of the helium ion beam allows for sharper, higher resolution images of surface materials to be obtained compared to SEM15. Helium ion microscopy offers an opportunity to assess natural nanomaterials produced through biogeochemical processes16, and more specifically, provides an avenue for addressing how microorganisms (primarily bacteria and fungi; collectively referred to herein as microbes) transform minerals at submicron scales.
Unresolved questions pertaining to mineral transformation mechanisms involve assessing relative controls of biochemical versus biomechanical weathering, indirect or direct microbe-mineral interactions, and whether microbes enhance or slow mineral dissolution17,18. Microscopy studies have examined biomechanical and biochemical weathering mechanisms that: weaken mineral structures through the fungal-driven oxidation of Fe(II) in biotite19, induce secondary mineral formation and biomineralization20, enhance microbial growth around nutrient-rich zones21, incongruently leach major and trace elements10,22, and exert control of K nutrient uptake and related clay mineral modifications under changing land-use regimes23. Atomic force microscopy has been used to detect the simultaneous occurrence of indirect and direct biochemical weathering, where it was observed that abundant small etching pits formed on mineral surfaces exposed to siderophores (molecular Fe chelators) released to solution by microbes, whereas fewer yet larger “biopits” formed on surfaces colonized directly by bacteria24. Fungal biofilms imaged with SEM were shown to enhance biochemical weathering through the release of organic acids at the hypha-mineral interface and transformed grains via shrink-swell processes25. Backscattered electron images captured by SEM were utilized to characterize polysaccharide biofilms produced by microbes that also affect weathering by promoting mineral dissolution or serving as a protective coating that slows weathering26,27. Biochemical processes may have a larger effect on weathering than biomechanical transformations18 as observed in saturated liquid cultures where fungi accelerated biotite dissolution by acidifying the bulk solution at greater rates than direct fungal-mineral interactions28, but this may not be the case in unsaturated conditions found in field settings. High resolution imaging and elemental mapping presents an opportunity to target biological weathering processes occurring at micron to submicron scales19,29,30. Coupling the superior imaging capabilities of HIM with established methods for measuring elemental distribution using SEM can help resolve complex weathering processes found in natural soil environments.
Bacteria and fungi intricately interact with silicate minerals to promote weathering; however, it is not completely understood how surface morphology and elemental distribution in mineral grains (a fundamental weathering scale unit) change under interactions with abiotic and biotic factors operating at various scales. In-soil mesh bags represent a successful approach to assess the response of soil fungal communities to contrasting soil nutrient patches31 or to deployed mineral substrates that vary in nutrient content32–35. In-soil mesh bags have also been used to estimate fungal biomass in the field36, to explore the role of mycorrhizal fungi as soil carbon sinks37, and to examine how forest soil nutrient status impacts soil mycorrhizal foraging activities38. Mesh bags filled with granular rock substrates also showed how mycorrhizal fungi employ “biosensing” mechanisms to preferentially colonize and weather basalt compared to granite and quartz under both laboratory conditions39 and in forest systems40.
Our objective was to employ HIM and SEM to detect potential drivers and evidence of mineral weathering at the micron-submicron scale using in-soil mesh bags filled with granular substrates that were deployed in natural field settings. We hypothesized that a reference locator grid would be effective to identify and analyze individual grains by applying: (1) surface sensitive helium ion microscopy to capture details at micron to sub-micrometer scales and to image mineral-organic matter interaction hotspots on grain surfaces; and (2) scanning electron microscopy to quantify elemental distribution at the same locations using electron backscattering for chemical point analyses and elemental maps. We used a field experiment to demonstrate the effectiveness of our microscopy approach for assessing incipient weathering of grains exposed to the natural environment. Briefly, nylon mesh bags filled with granular granite, basalt, and quartz (53–250 µm) were retrieved from surface soils (0–10 cm) of contrasting climates (semiarid, subhumid, and humid) and landscape positions (convergent footslope, divergent summit) after one year of deployment. The substrates were sealed into coarse (35 µm mesh size) and fine (0.5 µm mesh size) nylon mesh bags designed to include and exclude direct fungal hyphae contact with mineral surfaces. Both mesh sizes allow for solute, nanophase, and bacterial interactions with mineral grains. To our knowledge, this is the first time HIM has been used in conjunction with SEM to characterize complex field samples in the earth and ecosystem sciences, and we provide a benchmark method to assess microbe-mineral interfaces and biological inputs to incipient weathering in field and lab experiments at micro- to nanometer resolutions.
Results and Discussion
Helium ion microscopy
The high-resolution imaging of grain surfaces and microbe-mineral interfaces revealed the intricacies of such features in unprecedented detail. We first examined untreated granular substrate controls and distinguished grain microtopography and nanocrystal edges characteristic of quartz substrate (Fig. 1a–c), the lamellar structures and smooth surfaces of biotite monominerals in granite (Fig. 1d–f), and basalt vesicles embedded with amorphous glass, with trabecular inner surface topography (Figs 1g–i; S1, S2, S3). These surfaces are expected to respond differently to similar physical, chemical, and biological agents during weathering, and represent a source of chemical entities that subsequently feed into global biogeochemical cycles.
Helium ion microscopy further revealed interactions among fungal hyphae networks with the granular granite, basalt, and quartz in the coarse mesh bags (35 µm mesh size) in all ecosystems, i.e., semiarid Catalina desert scrub, subhumid Catalina mixed conifer forest, and humid Calhoun mixed hardwood-pine forest. For instance, basalt-fungal complexes in the Catalina desert ecosystem displayed morphological variability across resolutions (Fig. 2): micron scale imaging revealed hyphae connecting mineral grains (Fig. 2a) as well as growing along grain edges and surfaces (Fig. 2b). Nanoscale imaging of the same interface suggested accelerated weathering of the mineral surface due to biological interactions, as indicated by a contrast in grain texture between a site on the mineral surface previously in contact with a fungal hypha versus an adjacent smooth site with no evidence of hypha interaction (Fig. 2c). Likewise, nanoscale mineral coatings are visible on each side of the fungal-mineral contact (Fig. 2c).
Our results demonstrate that HIM is well-suited for the non-quantitative imaging of microbe-mineral interfaces that are common to the environmental and ecosystem sciences. Specifically, we present potential evidence for incipient microbial-mineral interactions, biological specimens in the weathering environment with contrasting morphological characteristics, and weathering features on grains at different resolutions. High resolution imaging with HIM has been utilized in the nanosciences12–14,41–43 and biomedical research44,45. However, HIM is often overlooked as a visualization tool to resolve complex environmental samples where various abiotic and biotic actors are at play, despite its elevated sensitivity and higher resolution capabilities compared to classical electron microscopy techniques.
Biomechanical and biochemical weathering
In this study, we present imagery and data collected by HIM and SEM that provide potential evidence of (i) biomechanical rock disruption manifested by fungal-enhanced expansion of mineral sheets (Fig. 3) and (ii) biochemical transformation of rock demonstrated by the development of nanocoatings (Figs 4 and 5), the formation of secondary minerals (Fig. 4), and incipient weathering features observed at microbe-mineral interfaces (Fig. 2). Biomechanical disruption is a form of weathering that involves fungal hyphae and microbes penetrating minerals along crystal planes or tunneling into minerals25. The turgor pressure exhibited by hyphae permit fungi to expand and contract as they selectively acquire nutrients from various minerals17,46. Fungal features in our study exhibited contrasting growth patterns, sizes, and surface morphologies across sites that likely represent a variety of fungal species or hyphal structures growing in the different environments (Figs 2 and 3). For instance, fungi present smooth, flat hyphae (Fig. 2b) that grow along grain edges (Fig. 3b,d) or in between mineral sheets (Fig. 3c). Fungal structures were also cylindrical in shape (Fig. 3a) and displayed spheroids adhered to its surfaces that may indicate a microbial symbiont (Fig. 3a).
Biochemical weathering, often concurring with its mechanical counterpart, is mediated by microorganisms through mechanisms that include: the release of compounds that promote weathering, such as organic acids, chelators, and reactive species (e.g., H+). These compounds originate from the organisms themselves or as by-products from the microbial decomposition of organic matter. Organic acids oxidize to produce carbon dioxide that results in greater concentrations of carbonic acid in solution47. The resultant higher pCO2 levels in soil solutions are made even higher due to plant and microbial respiration, which then creates more acidic, enhanced weathering conditions. Thus indirectly, microbe-mineral interactions enhance aggregate stabilization in soil, which allows for more effective, undisturbed weathering activity by bacteria and fungi17,48. Biochemically-induced changes to mineral surfaces following these processes involve pitting, etching, and other microtopographic changes to grain surfaces, mineral displacement and/or replacement by the formation of secondary nano-minerals, or the complete dissolution of mineral grains17,18,49.
Biomechanical disruption of mineral sheets
Fungi comprised a major component of the biota interacting with the granular substrates in all field sites (Fig. 3a–d) and showed strong evidence of biomechanical weathering (Fig. 3b–d). Biomechanical interactions were observed along the edges and surfaces of biotite sheets from granite placed in the subhumid forest environment (Catalina mixed conifer forest; Fig. 3b-c). Fungal hyphae can be seen interacting with mineral surfaces by penetrating between the interlayer spaces of biotite along grain edges (Fig. 3b) or growing between exposed surface sheets of biotite (Figs 3c and S4). Similar to the Catalina conifer forest, hyphae in the humid Calhoun hardwood-pine forest colonized all three rock types, with hyphae extending between mineral sheets, adhering to grain surfaces, and growing along the edges of grains (Fig. 3d).
We present potential evidence for contrasting mechanisms of biomechanical weathering versus biochemical weathering including interactions along mineral basal surfaces, side edges, and between mineral sheets. Our results and prior research suggest that distinct fungal species use varied strategies to mine nutrients that may place them in different ecosystem niches or that fungi exhibit contrasting responses to varying environmental conditions. For example, laboratory studies identified unique weathering signatures for individual fungal species grown under sterile conditions with phlogopite mica, where each species exhibited specific growth patterns (e.g., branching on mineral surface, penetration of interlayer sheets) and biochemical weathering signatures when interacting with the minerals50. Biomechanical forcing served as an early stage weathering mechanism in the surface transformation of biotite incubated with ectomycorrhizal fungi in a laboratory experiment for 3 months29. Here, the authors identified a coupled mechanical-chemical mechanism beginning with biomechanical weathering followed by the chemical alteration of the biotite lattice structure at the fungal-mineral interface. Nutrient abundance and accessibility were also found to influence fungal-mineral interactions in a33P radiotracer study where direct arbuscular mycorrhiza contact with biochar led to the uptake of six times more phosphorus into host plant roots compared to biochar minerals where mesh excluded direct fungal-mineral contacts51. The biomechanically enhanced dissolution of minerals may also be affected by differences in microbial access to moisture in addition to being dependent on the physical characteristics of mineral grains (e.g., particle size and shape) and the microbial taxa present in a particular weathering environment50.
Coatings on mineral surfaces
Microscopy revealed nanoscale coatings on mineral surfaces in the humid Calhoun forest that represent potential sites for incipient weathering (Fig. 4), yet we observed fewer coatings in our survey of mineral grains from the drier Catalina desert and mixed conifer sites (Fig. 2). Coatings in several of the Calhoun samples may be abiotic (i.e., chemically induced by nearby redox conditions) or may be attributed to microbial biopolymers. The latter is suggested by the patchy coatings associated with preliminary exudation of extracellular polymeric substances (EPS)52 (Fig. 4a), which may comprise the desiccated carbon- and iron-rich coatings detected on a quartz grain (Figs 4d and 5).
Mineral coatings were most pronounced in the wetter environment (downslope landscapes of Calhoun mixed hardwood-pine forest; Fig. 4a,b,d), suggesting that the mineral coatings could be abiotic and translocated via groundwater or that an early stage of biofilm formation was potentially detected on the edges of basaltic grains (Fig. 4a). Here, we define biofilms as exopolymeric matrices that differ from the surrounding environment53. Biofilms developed on mineral surfaces from our study would likely influence the magnitude and pathways of weathering, yet the factors that regulate biofilm formation remain a topic of ongoing investigation53–55. Nanoscale examination of the putative biofilm surfaces in our study revealed morphological characteristics of EPS (Fig. 4a)52. Neoformed features, possibly inorganic, were also present in the granular samples, with a closer examination suggesting the precipitation of clays onto the grains (Fig. 4b).
An iron-rich coating was also identified by SEM on the edge of a quartz grain from granite buried in the humid Calhoun forest (Figs 4d, 5 and S6). The coating featured desiccation cracks that exposes the silicon-rich grain underneath (Figs 4d and S6). Imaging and element maps by SEM showed Fe and C in the coating that was distinct from the underlying quartz (Fig. 5). The iron-rich coatings may be abiotic or microbial in origin given their elevated carbon levels compared to the exposed quartz surface (Fig. 5). One hypothesis is that the coating is abiotic in origin where soluble iron from pore spaces in the highly weathered soil environment precipitated out of solution as a coating on the surface of the quartz. This highly reactive Fe-oxide coating may have scavenged carbon via adsorption or coprecipitation with the Fe oxide minerals56. Another hypothesis is that microbes enhanced the dissolution of biotite minerals in the granite substrate sample containing quartz minerals and that the coating we observed served as a pathway for microbes to retain dissolved Fe as an electron source. A laboratory study comparing biofilm formation on biotite to those on glass in Fe-deficient growth medium found that biofilms developed on biotite contained more biomass, higher specific numbers of viable cells, and greater base cation concentrations in the biofilm53. Micrographs from the aforementioned study also present evidence that biofilms weather biotite particles adhered to the grain and enhance the dissolution of reactive channels in the biotite surface, which is consistent with our imaging results that identified an Fe-rich aggregate associated with a fungal hypha that grew adjacent to a biotite grain (Fig. 6).
Biomineral formation
Fungi promote soil aggregation and structural development by embedding grains into their hyphal network, and by forming secondary minerals that precipitate, in part, from the release of base cations (e.g., K+, Mg2+, Ca2+) during mineral weathering23. Biominerals formed by free-living and symbiotic fungi (e.g., mycorrhizae) include aggregated iron hydroxides, calcium and magnesium oxalates, among others53,57. We observed fungal hyphae adhered to an augite mineral in a basalt sample from the subhumid site (Catalina mixed conifer forest) that contained <250 nm aggregates embedded into a hyphal strand (Figs 4c and S5). We interpret this as potential evidence for biochemical weathering, specifically secondary biomineral formation (Fig. 4c). Based on our available chemical data (Fig. S5) and prior work33, we attribute the nanoparticulate secondary minerals attached to the hypha to fungal activity. We hypothesize that the aggregates may comprise Ca or Mg oxalates or Fe-rich precipitates secreted at the hypha surface. Point analyses detected Fe, Ca, and Mg in the energy dispersive spectra (Fig. S5); however, we were unable to identify the elemental composition of such biominerals due to the small size of the aggregates (SEM beam size limitations) and the proximity to augite.
Biominerals of comparable size (~1 µm) and morphology were documented during fungal diagenesis of carbonates, where Ca oxalate biominerals precipitated onto dolomite surfaces27. Similar to the secondary minerals on the hypha from our study (Fig. 4c), Cu, Cd, and Zn oxalates have been observed entrapped in hyphae, mycelial cords, and mucilaginous sheaths covering fungal biomass58. The accumulation of calcium oxalate on ectomycorrhizal hyphae can be mineral-specific and correspond linearly to the degree of calcium weathering from minerals as shown in a microcosm study for quartz, granite, basalt, and gabbro59. Oxalates are strong low molecular weight organic chelators of Al3+ and Fe3+ 17, which could be a fungal or plant-derived biochemical weathering agent in the Catalina mixed conifer forest. Another type of biomineral that may be produced by and adhere to fungal hyphae includes iron-rich aggregates, which have been recognized as <1 µm botryoidal minerals (globular external forms) produced during the fungal weathering of Icelandic basalt60. Our findings provide support for biomineralization in a field setting, where fungi produced secondary minerals utilizing cations present in pore solution or from incipient basalt weathering.
Co-locating microbe-mineral interfaces using HIM and SEM
We developed a method to overcome the limitation of HIM for quantifying elemental distribution and tested our technique by consecutively imaging the same microbial-mineral interface with both HIM and SEM (Fig. 6). A granular granite sample from the humid forest site (Calhoun mixed hardwood-pine forest) was mounted on a reference locator grid and imaged initially with SEM due to its large field of view (Fig. 6a). The sample was then surveyed using helium ion microscopy to identify both biological specimens that grew in the mesh bags during one year of deployment as well as potential biotic-abiotic weathering interfaces in the retrieved samples (Fig. 6b–d). The HIM micrographs revealed an association between a fungal hypha and mineral grain (Fig. 6b) and an aggregation of materials on the fungal hypha (Fig. 6c). Nanoscale imaging also showed bacterial cells that appeared to be attached to the hypha surface (Fig. 6d). Given that HIM provides no supporting elemental data, we revisited the same identified locations with SEM (displayed in Fig. 6e) to measure the chemical composition of the organic material and grain surfaces using elemental maps and point analyses (Fig. 6f,g). The aggregated particles, likely evidence of biomineral formation, were rich in iron, and appeared to contain titanium-rich particle(s) (Figs 6f and 7a–d). Energy dispersive spectra and mapped elemental distributions further showed that the hypha was associated with biotite (Figs 6f,g and 7e). Additional examples demonstrating the success of the bimodal HIM-SEM imaging method for analyzing mineral grains and potential weathering interfaces were documented (Figs S7, S8).
Helium ion microscopy has been successfully integrated with other technologies to enhance the strength of its superior imaging capabilities with additional quantitative measurements. X-ray diffraction and 43Ca nuclear magnetic resonance were combined with HIM to enhance the molecular and microscopic assessment of well-known organic matter reference materials (Suwannee River natural organic matter, fulvic acid, and humic acid)61. Helium ion microscopy was also coupled with atomic force microscopy, fluorescence microscopy, 3D structured illumination microscopy, and direct stochastic optical reconstruction microscopy to characterize membrane nanodomains in mammalian cells, where HIM helped identify specimens with 1.5 nm resolution44. Our findings provide examples of microbe-mineral interfaces identified using HIM in field samples that would be well-suited for integration with other quantitative analyses. We envision combining our SEM-HIM technique with focused ion beam sectioning and transmission electron microscopy to quantify the geochemical composition of biomineral formation (Fig. 4c), coatings on mineral surfaces (Figs 4a,b,d), and to potentially detect element loss at fungal-mineral interfaces (Figs 2 and 3). Furthermore, the SEM-HIM approach provides the resolution required to assess the structures of clay minerals required by microbes. For example, the frayed edges of weathered minerals release elements required for microbial growth (i.e., K+ in biotite) from the mineral structure during the initial stages of weathering. Conversely, frayed edge weathering sites also represent nutrient refugia where the reduction of ferric octahedral clay minerals under low pore water oxygen concentrations provide sites that fix biologically relevant interlayer cations (e.g., K+, H3O+, and NH4+)23. Our coupled SEM-HIM method demonstrates a pathway to capture HIM micrographs of microbe-mineral interfaces at sub-nanometer resolution in combination with measures of elemental distribution by SEM. Our approach also shows strong potential for integration with additional microscopy and spectroscopy techniques.
Conclusions
Microbes support terrestrial ecosystems by extracting and transferring rock-derived nutrients through direct and indirect weathering mechanisms. Our study is the first to illustrate how helium ion microscopy, in combination with scanning electron microscopy, can be successfully applied in the earth and ecosystem sciences to image the complex nanoscale environment of microbe-rock interfaces that are keystone in understanding incipient biogeochemical cycles. We demonstrate the effectiveness of a bimodal microscopy approach to assess how microbes interact with basalt, granite, and quartz deployed in semiarid, subhumid, and humid climates for one year. The method we employed identified the intricate morphology of exposed mineral surfaces prior to and following exposure to biological or chemical effects in the field. We visualized individual mineral grains and associated mineral-organic matter interactions at the micro- to nanoscale using helium ion microscopy. We then quantified the elemental distribution at the same referenced interface using point analyses and elemental maps produced by scanning electron microscopy. The results enhance our understanding of incipient mineral weathering in complex field systems by characterizing the biomechanical expansion of mineral sheets by soil fungi in all three climates at sub-nanometer resolutions. Rock substrates deployed in the humid mixed hardwood-pine environment also present evidence for putative biomineral formation and the development of coatings on mineral surfaces that represent early sites of biochemical transformation. Coupling the superior imaging capabilities of HIM with the ability to investigate elemental composition by SEM helped address how microbes interact with mineral surfaces in natural settings by assessing nanoscale features in combination with measures of geochemistry on mineral surfaces.
Methods
We addressed our research objective of assessing potential contributors to mineral weathering in field systems by utilizing in-soil mesh bags filled with unreacted basalt, granite, and quartz sand deployed in three climates for one year. Samples were buried in semiarid and subhumid landscapes in the Catalina Critical Zone Observatory (CZO) and humid environments in the Calhoun CZO. All samples were processed at Oregon State University and analyses were conducted with the Environmental Molecular Sciences Laboratory at the Pacific Northwest National Laboratory.
Field setting
Sites extend from water-limited systems in the southwest US to wet, humid forests in the southeast. The Catalina CZO (Arizona) encompasses a semiarid to subhumid environmental gradient that spans significant range in average temperature (24–10 °C) and precipitation (25–85 cm) with well-defined vegetative communities62,63. Climate end members include desert scrub (1100 m.a.s.l.), characterized by Saguaro (Carnegeia gigantea), Acacia (Acacia spp.), Agave (Agave spp.), and Ocotillo (Fouquieria splendens); and conifer forest (2400 m.a.s.l.) including Douglas fir, Ponderosa Pine, and white fir. The Catalina CZO spans intrusive Precambrian to Tertiary parent rock64,65 with granitic intrusions and granitic soils that present a relatively narrow range in mineral composition and grain size66,67. Desert scrub soils formed on the Catalina granitic pluton (Oligocene–Miocene) and the mixed conifer soils on the Wilderness granite suite (two-mica granite; Eocene). The most common soil types in the Catalina CZO include Entisols (e.g., Torriorthents) in the desert scrub landscape as well as Mollisols and Entisols (e.g., Haplustolls, Ustorthents) in the mixed conifer forest67. The Calhoun CZO (South Carolina) represents the wet, humid end member of the considered climate gradient, receiving 127 cm of precipitation a year with an average annual temperature of 16 °C. Hardwood tree species comprise Shortleaf Pine (Pinus echinata), Northern Red Oak (Quercus rubra), and Sweetgum (Liquidambar styraciflua). The Calhoun sites are located within the Holcomb’s Branch watershed of the USFS Calhoun Experimental Forest where soils formed on gneiss bedrock (biotite-quartz-feldspar mineralogy) in the region of the Whitmire Complex or metadiorite in the Wildcat Complex comprised of plutons and sub-volcanics68. The most common soil orders classified for the watershed include Alfisols (e.g., Hapludalfs) and Ultisols (e.g., Kanhapludults)69. Herein, we reference three field areas by location and vegetation type: Catalina desert scrub, Catalina mixed conifer forest, and Calhoun mixed hardwood-pine forest.
Experimental design
The in-soil mesh bag approach comprised granular granite, basalt, and quartz (53–250 μm) heat sealed into nylon mesh bags that (i) are reachable by fungal hyphae, referred to as “fungal-accessible” mesh bags (35 µm) and (ii) those that exclude fungi, or “fungal-excluding” mesh bags (0.5 µm). Our approach was adapted from established in-soil mesh bag methods that found the 35 µm mesh size excluded plant root growth into the bags while permitting the penetration of fungal hyphae70,71. We selected grain sizes that would enhance fungal foraging in the field based on work that showed ectomycorrhizal fungi displayed greater foraging activity in finer grain treatments (53–90 µm) compared to coarser granular substrates (500–1000 µm)39.
Mesh bags were autoclaved and buried for one year at 10 cm depth in three divergent-convergent landscape position pairs within each of the three field areas. A set of control mesh bag samples were also autoclaved, treated under identical conditions to the field-deployed samples, and stored at room temperature in the laboratory for the duration of the experiment. The mesh bags deployed in the field were distributed across three 1 m2 plots within each position to account for changes in microtopography. Upon retrieval, the mesh bags were preserved on dry ice to diminish microbial metabolism and stored at −80 °C prior to analysis on the HIM and SEM. The samples were not freeze-dried, air-dried or processed prior to analysis on the high resolution microscopes in order to minimize the formation of artifacts on the mineral surfaces.
High resolution microscopy
Samples were prepared for the coupled SEM-HIM approach by utilizing a 200 mesh Cu Gilder reference locater grid (#G200F2, Ted Pella, Inc.) that was attached to an aluminum stub with double-sided carbon tape. A small subset of sample (~100 mg) was extracted from the mesh bag, sprinkled onto the grid, and gently pushed into the grid surface to secure the sample prior to loading the stub into the microscope. The samples were coated with a 10 nm carbon layer by thermal evaporation using a 108 C Auto Carbon Coater (Ted Pella, Inc.).
The SEM-EDX technique represents a semi-quantitative approach for identifying the elemental composition of minerals in granular substrates. Sample analyses were conducted with a FEI Helios NanoLab 600i field emission electron microscope. The Helios-EDX detector is an X-Max 80 mm2 Silicon Drift Detector (SDD) from Oxford Instruments. This detector is known for high stability and accuracy given its large analytical area and permits high resolution, high-count rate mapping at low and high energies. The SDD can detect lighter elements with accuracy starting from Be. The detector also performs high count rate mapping on rough surfaces and can identify phase composition for nanosize particles as small as 30 nm. The limitation in particle quantification thus is related to the electron beam penetration and excitation volume from the underlying substrate. The secondary electron images were collected at 5 kV voltage and 0.34 nA current at 4 mm working distance with the Everhart-Thornley detector (ETD), which is insensitive to takeoff collection angles. We collected both low and high magnification SEM images to find matching grain locations that were correlated with subsequent HIM micrographs. Briefly, we first located grains of interest using SEM and then located the identical grains for nanoscale imaging with HIM, and then revisited the same interface with SEM. Once HIM-SEM co-location was established for a site of interest, elemental mapping and point analyses were conducted to acquire relevant elemental data. The EDS analyses were performed at 10–20 kV voltage and 2–3 nA current using a backscattering TLD (through-the-lens) detector. Oxford INCA software was used to collect compositional maps and point spectrum analyses.
Sub-micron to nanoscale secondary electron images of the samples were obtained using an Orion Plus helium ion microscope (Carl Zeiss Microscopy, Peabody, MA). We used a 25 keV helium ion beam with probe current range of 0.1 to 1 pA to image the samples. Samples were transferred into the HIM via a load-lock system and were maintained at ~4 × 10−7 Torr vacuum during the imaging. When necessary, a low energy electron flood gun with beam energy of 500 eV was applied briefly interlaced with the helium ion beam so that charge build up on the surface was eliminated. Secondary electron images were collected using an Everhart-Thornley Detector. The image signal was acquired in line-averaging mode with a dwell time of 1 µs at a working distance of 7 to 8 mm. No post-processing procedures were applied to the digital images besides brightness and contrast adjustment.
We also used SEM and HIM to image unreacted control samples for the granular substrates that were sealed into mesh bags, sterilized with the field-deployed samples, and maintained in sealed containers at room temperature in the laboratory for the duration of the one-year field experiment. The control samples were imaged to confirm the absence of biological inputs in the initial substrate rock and to document the types of morphological surface features on the granular substrates at the start of the experiment (Figs 1 and S1–S3).
Supplementary information
Acknowledgements
This work was supported by Oregon State University faculty startup fund to R.A.L. The research was performed using EMSL, a DOE Office of Science User Facility sponsored by the Office of Biological and Environmental Research. This work was partially supported by NSF grants EAR-GEO-1331846 to P.A.S.; NSF EAR-0724958 and NSF IOS-1354219 to R.E.G. The granular basalt and granite used in our study was produced during an earlier project funded by EAR-1023215 that was awarded to Katerina Dontsova, Jon D. Chorover, Travis E. Huxman, and Raina M. Maier to whom we are very grateful. The CZO SAVI program also provided a valuable training opportunity with members of the Mineral Weathering Consortium, and the authors specifically thank Steven Banwart, Jonathan Leake, Liane Benning, and Joe Quirk for advice on the in-soil mesh bag approach. The authors also thank Shutthanandan Vaithiyalingam, Bruce W. Arey, Andrew Martinez, Erica Flores, Stephan Hlohowskyj, Katarena Matos, Julia Perdrial, Nate Abramson, Jake Kelly, Vanessa Yubeta, Lauren Guthridge, Mathew Clark, James Olmid, Guillermo Molano, Andrew Toriello, Arturo Jacobo, Carmen Burghelea, Ed Hunt, Jennifer Presler, Viktor Polyakov, and Kenneth Kanipe for laboratory and field support.
Author Contributions
R.A.L. and R.E.G. conceived and designed the experimental design and setup; R.A.L. produced the mesh bags deployed in the study; and R.A.L., P.A.S., J.C.A., R.E.G., and D.G.Z. carried out field work; O.Q., E.R., J.F., and R.A.L. developed the reference grid locator method and performed electron microscopy analysis at EMSL. R.A.L. and D.G.Z. wrote the paper. All authors interpreted the data and provided comments on the paper.
Data Availability
All data generated or analyzed during this study are included in this published article (and its Supplementary Information files).
Competing Interests
The authors declare no competing interests.
Footnotes
Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Supplementary information accompanies this paper at 10.1038/s41598-019-41357-0.
References
- 1.Bormann BT, et al. Rapid, plant‐induced weathering in an aggrading experimental ecosystem. Biogeochemistry. 1998;43:129–155. doi: 10.1023/A:1006065620344. [DOI] [Google Scholar]
- 2.Berner, R. A. The Phanerozoic Carbon Cycle: CO2and O2 (Oxford University Press on Demand, 2004).
- 3.Nezat C, Blum JD, Klaue A, Johnson CE, Siccama TG. Influence of landscape position and vegetation on long-term weathering rates at the Hubbard Brook Experimental Forest, New Hampshire, USA. Geochim. Cosmochim. Acta. 2004;68:3065–3078. doi: 10.1016/j.gca.2004.01.021. [DOI] [Google Scholar]
- 4.Bar-On YM, Phillips R, Milo R. The biomass distribution on Earth. P. Natl. Acad. Sci. USA. 2018;115:6506–6511. doi: 10.1073/pnas.1711842115. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Simard SW, et al. Net transfer of carbon between ectomycorrhizal tree species in the field. Nature. 1997;388:579–582. doi: 10.1038/41557. [DOI] [Google Scholar]
- 6.Klein T, Siegwolf RTW, Körner C. Belowground carbon trade among tall trees in a temperate forest. Science. 2016;352:342–344. doi: 10.1126/science.aad6188. [DOI] [PubMed] [Google Scholar]
- 7.Moulton KL, Berner RA. Quantification of the effect of plants on weathering: Studies in Iceland. Geology. 1998;26:895–898. doi: 10.1130/0091-7613(1998)026<0895:QOTEOP>2.3.CO;2. [DOI] [Google Scholar]
- 8.Redecker D, Kodner R, Graham LE. Glomalean fungi from the Ordovician. Science. 2000;289:1920–1921. doi: 10.1126/science.289.5486.1920. [DOI] [PubMed] [Google Scholar]
- 9.Trewin, N. H. & Rice, C. M. (eds) The Rhynie hot springs system: geology, biota and mineralization (Transactions of the Royal Society of Edinburgh, Earth Sciences, 94) 246 (The Royal Society of Edinburgh Scotland Foundation 2004).
- 10.Zaharescu DG, et al. Ecosystem composition controls the early fate of rare earth elements during soil genesis. Sci. Rep. 2017;7:1–15. doi: 10.1038/srep43208. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Koele N, Dickie IA, Blum JD, Gleason JD, de Graaf L. Ecological significance of mineral weathering in ectomycorrhizal and arbuscular mycorrhizal ecosystems from a field-based comparison. Soil Biol. Biochem. 2014;69:63–70. doi: 10.1016/j.soilbio.2013.10.041. [DOI] [Google Scholar]
- 12.Joens MS, et al. Helium Ion Microscopy (HIM) for the imaging of biological samples at sub-nanometer resolution. Sci. Rep. 2013;3:3514. doi: 10.1038/srep03514. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Hlawacek G, Veligura V, Van Gastel R, Poelsema B. Helium ion microscopy. J. Vac. Sci. Technol. B. 2014;32:020801. doi: 10.1116/1.4863676. [DOI] [Google Scholar]
- 14.Schwaiger R, Schneider J, Bourret GR, Diwald O. Hydration of magnesia cubes: a helium ion microscopy study. Beilstein J. Nanotech. 2016;7:302–309. doi: 10.3762/bjnano.7.28. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Postek MT, Vladár AE. Helium ion microscopy and its application to nanotechnology and nanometrology. Scanning. 2008;30:457–462. doi: 10.1002/sca.20129. [DOI] [Google Scholar]
- 16.Hochella, M. et al. Emerging understanding of anthropogenic and natural nanoparticle impacts on Earth systems. Science (In Press, 2019).
- 17.Pawlik L, Phillips JD, Šamonil P. Roots, rock, and regolith: Biomechanical and biochemical weathering by trees and its impact on hillslopes- A critical literature review. Earth-Sci. Rev. 2016;159:142–159. doi: 10.1016/j.earscirev.2016.06.002. [DOI] [Google Scholar]
- 18.Gadd GM. Geomycology: biogeochemical transformations of rocks, minerals, metal and radionuclides by fungi, bioweathering and bioremediation. Mycol. Res. 2007;111:3–49. doi: 10.1016/j.mycres.2006.12.001. [DOI] [PubMed] [Google Scholar]
- 19.Bonneville S, Bray AW, Benning LG. Structural Fe(II) oxidation in biotite by an ectomycorrhizal fungi drives mechanical forcing. Environ. Sci. Technol. 2016;50:5589–5596. doi: 10.1021/acs.est.5b06178. [DOI] [PubMed] [Google Scholar]
- 20.Mahaney WC, Krinsley DH, Allen CCR. Biomineralization of weathered rock rinds: examples from the Lower Afroalpine Zone on Mount Kenya. Geomicrobiol. J. 2013;30:411–421. doi: 10.1080/01490451.2012.705952. [DOI] [Google Scholar]
- 21.Herrera A, et al. Bacterial colonization and weathering of terrestrial obsidian in Iceland. Geomicrobiol. J. 2008;25:25–37. doi: 10.1080/01490450701828982. [DOI] [Google Scholar]
- 22.Burghelea CI, et al. Trace element mobilization during incipient bio-weathering of four rock types. Geochim. Cosmochim. Acta. 2018;234:98–114. doi: 10.1016/j.gca.2018.05.011. [DOI] [Google Scholar]
- 23.Austin JC, Perry A, Richter DD, Schroeder PA. Modifications of 2:1 clay minerals in a kaolinite-dominated Ultisol under changing land-use regimes. Clay Clay Miner. 2018;66:61–73. [Google Scholar]
- 24.Buss HL, Lüttge A, Brantley SL. Etch pit formation on iron silicate surfaces during siderophore-promoted dissolution. Chem. Geol. 2007;240:326–342. doi: 10.1016/j.chemgeo.2007.03.003. [DOI] [Google Scholar]
- 25.Burford EP, Fomina M, Gadd GM. Fungal involvement in bioweathering and biotransformation of rocks and minerals. Mineral Mag. 2003;67:1127–1155. doi: 10.1180/0026461036760154. [DOI] [Google Scholar]
- 26.Lee MR, Parsons I. Biomechanical and biochemical weathering of lichen-encrusted granite: textural controls on organic-mineral interactions and deposition of silica-rich layers. Chem. Geo. 1999;161:385–397. doi: 10.1016/S0009-2541(99)00117-5. [DOI] [Google Scholar]
- 27.Kolo K, Keppens E, Preat A, Claeys P. Experimental observations on fungal diagenesis of carbonate substrates. J. Geophys. Res. 2007;112:G01007. doi: 10.1029/2006JG000203. [DOI] [Google Scholar]
- 28.Balogh-Brunstad Z, et al. Biotite weathering and nutrient uptake by ectomycorrhizal fungus, Suillus tomentosus, in liquid-culture experiments. Geochim. Cosmochim. Acta. 2008;72:2601–2618. doi: 10.1016/j.gca.2008.04.003. [DOI] [Google Scholar]
- 29.Bonneville S, et al. Plant-driven fungal weathering: early stages of mineral alteration at the nanometer scale. Geology. 2009;37:615–618. doi: 10.1130/G25699A.1. [DOI] [Google Scholar]
- 30.Gazzè SA, et al. Nanoscale observations of extracellular polymeric substances deposition on phyllosilicates by an ectomycorrhizal fungus. Geomicrobiol. J. 2013;30:721–730. doi: 10.1080/01490451.2013.766285. [DOI] [Google Scholar]
- 31.Hammer EC, Nasr H, Wallander H. Effects of different organic materials and mineral nutrients on arbuscular mycorrhizal fungal growth in a Mediterranean saline dryland. Soil Biol. Biochem. 2011;43:2332–2337. doi: 10.1016/j.soilbio.2011.07.004. [DOI] [Google Scholar]
- 32.Wallander H, Johansson L, Pallon J. PIXE analysis to estimate the elemental composition of ectomycorrhizal rhizomorphs grown in contact with different minerals in forest soil. FEMS Microbiol. Ecol. 2002;39:147–156. doi: 10.1111/j.1574-6941.2002.tb00916.x. [DOI] [PubMed] [Google Scholar]
- 33.Hagerberg D, Thelin G, Wallander H. The production of ectomycorrhizal mycelium in forests: relation between forest nutrient status and local mineral sources. Plant Soil. 2003;252:279–290. doi: 10.1023/A:1024719607740. [DOI] [Google Scholar]
- 34.Nilsson LO, Wallander H. Production of external mycelium by ectomycorrhizal fungi in a Norway spruce forest was reduced in response to nitrogen fertilization. New Phytol. 2003;158:409–416. doi: 10.1046/j.1469-8137.2003.00728.x. [DOI] [Google Scholar]
- 35.Rosenstock NP, Berner C, Smits MM, Krám P, Wallander H. The role of phosphorus, magnesium and potassium availability in soil fungal exploration of mineral nutrient sources in Norway spruce forests. New Phytol. 2016;211:542–553. doi: 10.1111/nph.13928. [DOI] [PubMed] [Google Scholar]
- 36.Wallander H, Nilsson LO, Hagerberg D, Bååth E. Estimation of the biomass and seasonal growth of external mycelium of ectomycorrhizal fungi in the field. New Phytol. 2001;151:753–760. doi: 10.1046/j.0028-646x.2001.00199.x. [DOI] [PubMed] [Google Scholar]
- 37.Wallander H, et al. Evaluation of methods to estimate production, biomass and turnover of ectomycorrhizal mycelium in forest soils- A review. Soil Biol. Biochem. 2013;57:1034–1047. doi: 10.1016/j.soilbio.2012.08.027. [DOI] [Google Scholar]
- 38.Wallander H, Hagerberg D. Do ectomycorrhizal fungi have a significant role in weathering of minerals in forest soil? Symbiosis. 2004;37:249–257. [Google Scholar]
- 39.Leake JR, et al. Biological weathering in soil: the role of symbiotic root-associated fungi biosensing minerals and directing photosynthate-energy into grain-scale mineral weathering. Mineral. Mag. 2008;72:85–89. doi: 10.1180/minmag.2008.072.1.85. [DOI] [Google Scholar]
- 40.Quirk J, et al. Evolution of trees and mycorrhizal fungi intensifies silicate mineral weathering. Biol. Lett. 2012;8:1006–1011. doi: 10.1098/rsbl.2012.0503. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Veligura V, Hlawacek G, van Gastel R, Zandvliet HJW, Poelsema B. Channeling in helium ion microscopy: mapping of crystal orientation. Beilstein J. Nanotech. 2012;3:501–506. doi: 10.3762/bjnano.3.57. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Beyer A, et al. Imaging of carbon nanomembranes with helium ion microscopy. Beilstein J. Nanotech. 2015;6:1712–1720. doi: 10.3762/bjnano.6.175. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Emmrich D, et al. Nanopore fabrication and characterization by helium ion microscopy. Appl. Phys. Lett. 2016;108:163103. doi: 10.1063/1.4947277. [DOI] [Google Scholar]
- 44.Schürmann M, et al. Helium ion microscopy visualizes lipid nanodomains in mammalian cells. Small. 2015;11:5781–5789. doi: 10.1002/smll.201501540. [DOI] [PubMed] [Google Scholar]
- 45.de Souza W, Attias M. New views of the Toxoplasma gondii parasitophorous vacuole as revealed by Helium Ion Microscopy (HIM) J. Struct. Biol. 2015;191:76–85. doi: 10.1016/j.jsb.2015.05.003. [DOI] [PubMed] [Google Scholar]
- 46.Money, N. P. Biomechanics of invasive hyphal growth. In The Mycota VIII (ed. Esser, K.) 3–17 (Springer 2001).
- 47.Schroeder, P. Clays in the Critical Zone. Cambridge: Cambridge University Press, 10.1017/9781316480083 (2018).
- 48.Taylor LL, et al. Biological weathering and the long-term carbon cycle: integrating mycorrhizal evolution and function into the current paradigm. Geobiology. 2009;7:171–191. doi: 10.1111/j.1472-4669.2009.00194.x. [DOI] [PubMed] [Google Scholar]
- 49.Adeyemi AO, Gadd GM. Fungal degradation of calcium-, lead- and silicon-bearing minerals. BioMetals. 2005;18:269–281. doi: 10.1007/s10534-005-1539-2. [DOI] [PubMed] [Google Scholar]
- 50.Pinzari F, Cuadros J, Napoli R, Canfora L, Bardaji DB. Routes of phlogopite weathering by three fungal strains. Fungal Biol. 2016;120:1582–1599. doi: 10.1016/j.funbio.2016.08.007. [DOI] [PubMed] [Google Scholar]
- 51.Hammer EC, et al. A mycorrhizal fungus grows on biochar and captures phosphorus from its surfaces. Soil Biol. Biochem. 2014;77:252–260. doi: 10.1016/j.soilbio.2014.06.012. [DOI] [Google Scholar]
- 52.Manu DS, Thalla AK. The combined effects of carbon/nitrogen ratio, suspended biomass, hydraulic retention time and dissolved oxygen on nutrient removal in a laboratory-scale anaerobic-anoxic activated sludge biofilm reactor. Water Sci. Technol. 2018;77.1:248–259. doi: 10.2166/wst.2017.537. [DOI] [PubMed] [Google Scholar]
- 53.Grant MR, et al. Biofilm adaptation to iron availability in the presence of biotite and consequences for chemical weathering. Geobiology. 2016;14:588–598. doi: 10.1111/gbi.12187. [DOI] [PubMed] [Google Scholar]
- 54.Karatan E, Watnick P. Signals, Regulatory Networks, and Materials That Build and Break Bacterial Biofilms. Microbiol. Mol. Biol. R. 2009;73:310–347. doi: 10.1128/MMBR.00041-08. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Monds RD, O’Toole GA. The developmental model of microbial biofilms: ten years of a paradigm up for review. Trends Microbiol. 2009;17:73–87. doi: 10.1016/j.tim.2008.11.001. [DOI] [PubMed] [Google Scholar]
- 56.Chen C, Barcellos D, Richter DD, Schroeder PA, Thompson A. Redoximorphic Bt horizons of the Calhoun CZO soils exhibit depth-dependent iron-oxide crystallinity. J. Soil. Sediment. 2018;3:1–13. [Google Scholar]
- 57.Gadd GM, et al. Oxalate production by fungi: significance in geomycology, biodeterioration and bioremediation. Fungal Biol. Rev. 2014;28:36–55. doi: 10.1016/j.fbr.2014.05.001. [DOI] [Google Scholar]
- 58.Fomina M, et al. Role of oxalic acid overexcretion in transformations of toxic metal minerals by Beauveria caledonica. Appl. Environ. Microb. 2005;71:371–381. doi: 10.1128/AEM.71.1.371-381.2005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Schmalenberger A, et al. Oxalate release by ectomycorrhizal Paxillus involutus is mineral-specific and controls calcium weathering from minerals. Sci. Rep. 2015;5:12187. doi: 10.1038/srep12187. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Etienne S, Dupont J. Fungal weathering of basaltic rocks in a cold oceanic environment (Iceland): Comparison between experimental and field observations. Earth Surf. Process. Landforms. 2002;27:737–748. doi: 10.1002/esp.349. [DOI] [Google Scholar]
- 61.Bowers GM, et al. Integrated molecular and microscopic scale insight into morphology and ion dynamics in Ca2+-mediated natural organic matter floccs. J. Phys. Chem. 2015;119:17773–17783. [Google Scholar]
- 62.Whittaker RH, Niering W. Vegetation of the Santa Catalina Mountains, Arizona: A gradient analysis of the south slope. Ecology. 1965;46:429–452. doi: 10.2307/1934875. [DOI] [Google Scholar]
- 63.Whittaker RH, Buol SW, Niering WA, Havens YH. A soil and vegetation pattern in the Santa Catalina Mountains, Arizona. Soil Sci. 1968;105:440–450. doi: 10.1097/00010694-196806000-00010. [DOI] [Google Scholar]
- 64.Dickinson, W. R. Tectonic setting of faulted Tertiary strata associated with the Catalina core complex in southern Arizona. Spec. Pap. 264. Geol. Soc. Am., Boulder, Co (1991).
- 65.Dickinson WR. The Basin and Range province as a composite extensional domain. Int. Geol. Rev. 2002;44:1–38. doi: 10.2747/0020-6814.44.1.1. [DOI] [Google Scholar]
- 66.Lybrand R, Rasmussen C. Linking soil element-mass-transfer to microscale mineral weathering across a semiarid environmental gradient. Chem. Geol. 2014;381:26–39. doi: 10.1016/j.chemgeo.2014.04.022. [DOI] [Google Scholar]
- 67.Lybrand R, Rasmussen C. Quantifying climate and landscape position controls on soil development in semiarid ecosystems. Soil Sci. Soc. Am. J. 2015;79:104–116. doi: 10.2136/sssaj2014.06.0242. [DOI] [Google Scholar]
- 68.Horton, J. W. & Dicken, C. L. Preliminary geologic map of the Appalachian Piedmont and Blue Ridge, South Carolina Segment: U.S. Geological Survey, Open-File Report 01-298 (2001).
- 69.Soil Survey Staff, Natural Resources Conservation Service, United States Department of Agriculture. Web Soil Survey. Available online t the following link, https://websoilsurvey.sc.egov.usda.gov/ Accessed [November/30/2018].
- 70.Quirk J, Andrews MY, Leake JR, Banwart SA, Beerling DJ. Ectomycorrhizal fungi and past high CO2 atmospheres enhance mineral weathering through increased below-ground carbon-energy fluxes. Biol. Lett. 2014;10:20140375. doi: 10.1098/rsbl.2014.0375. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Quirk J, et al. Constraining the role of early land plants in Palaeozoic weathering and global cooling. Proc. R. Soc. B. 2015;282:20151115. doi: 10.1098/rspb.2015.1115. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All data generated or analyzed during this study are included in this published article (and its Supplementary Information files).