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Shortly after the release of singlet oxygen ((1)O2), drastic changes in nuclear gene expression occur in the conditional flu mutant of Arabidopsis that reveal a rapid transfer of signals from the plastid to the nucleus. In contrast to retrograde control of nuclear gene expression by plastid signals described earlier, the primary effect of (1)O2 generation in the flu mutant is not the control of chloroplast biogenesis but the activation of a broad range of signaling pathways known to be involved in biotic and abiotic stress responses. This activity of a plastid-derived signal suggests a new function of the chloroplast, namely that of a sensor of environmental changes that activates a broad range of stress responses. Inactivation of the plastid protein EXECUTER1 attenuates the extent of (1)O2-induced up-regulation of nuclear gene expression, but it does not fully eliminate these changes. A second related nuclear-encoded protein, dubbed EXECUTER2, has been identified that is also implicated with the signaling of (1)O2-dependent nuclear gene expression changes. Like EXECUTER1, EXECUTER2 is confined to the plastid. Inactivation of both EXECUTER proteins in the ex1/ex2/flu triple mutant is sufficient to suppress the up-regulation of almost all (1)O2-responsive genes. Retrograde control of (1)O2-responsive genes requires the concerted action of both EXECUTER proteins within the plastid compartment.  相似文献   

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Reactive oxygen species (ROS) and intracellular Ca2+ overload play key roles in myocardial ischemia-reperfusion (IR) injury but the relationships among ROS, Ca2+ overload and LV mechanical dysfunction remain unclear. We tested the hypothesis that H2O2 impairs LV function by causing Ca2+ overload by increasing late sodium current (INa), similar to Sea Anemone Toxin II (ATX-II). Diastolic and systolic Ca2+ concentrations (d[Ca2+]i and s[Ca2+]i) were measured by indo-1 fluorescence simultaneously with LV work in isolated working rat hearts. H2O2 (100 μM, 30 min) increased d[Ca2+]i and s[Ca2+]i. LV work increased transiently then declined to 32% of baseline before recovering to 70%. ATX-II (12 nM, 30 min) caused greater increases in d[Ca2+]i and s[Ca2+]i. LV work increased transiently before declining gradually to 17%. Ouabain (80 μM) exerted similar effects to ATX-II. Late INa inhibitors, lidocaine (10 μM) or R56865 (2 μM), reduced effects of ATX-II on [Ca2+]i and LV function, but did not alter effects of H2O2. The antioxidant, N-(2-mercaptopropionyl)glycine (MPG, 1 mM) prevented H2O2-induced LV dysfunction, but did not alter [Ca2+]i. Paradoxically, further increases in [Ca2+]i by ATX-II or ouabain, given 10 min after H2O2, improved function. The failure of late INa inhibitors to prevent H2O2-induced LV dysfunction, and the ability of MPG to prevent H2O2-induced LV dysfunction independent of changes in [Ca2+]i indicate that impaired contractility is not due to Ca2+ overload. The ability of further increases in [Ca2+]i to reverse H2O2-induced LV dysfunction suggests that Ca2+ desensitization is the predominant mechanism of ROS-induced contractile dysfunction.  相似文献   

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A 28-electron reduced C2h-Mo-blue 34Ǻ outer ring diameter circular ring, [Mo142O429H10(H2O)49(CH3CO2)5(C2H5CO2)]30- (≡{Mo142(CH3CO2)5(C2H5CO2)}) comprising eight carboxylate-coordinated (with disorder) {Mo2} linkers and six defect pockets in two inner rings (four and three for each, respectively), reacts with La3+ in aqueous solutions at pH 3.5 to yield a 28-electron reduced elliptical Ci-Mo-blue ring of formula [Mo134O416H20(H2O)46{La(H2O)5}4{La(H2O)7}4{LaCl2(H2O)5}2]10- (≡{Mo134La10}), isolated as the Na10[Mo134O416H20(H2O)46{La(H2O)5}4{La(H2O)7}4{LaCl2(H2O)5}2]·144 H2O Na+ salt. The elliptical structure of {Mo134La10} showing 36 and 31 Å long and short axes for the outer ring diameters is attributed to four (A-D) modes of LaO9/LaO7Cl2 tricapped-trigonal-prismatic coordination (TTP) geometries. Two different LaO2(H2O)7 and one LaO2(H2O)2Cl2 TTP geometries (as A-C modes) for each of two inner rings result from the coordination of all three defect pockets of the inner ring for {Mo142(CH3CO2)5(C2H5CO2)}, and two LaO4(H2O)5 TTP geometries (as D mode) result from the displacement of two (acetate/propionate-coordinated) binuclear {Mo2} linkers with La3+ in each inner ring. The isothermal titration calorimetry (ITC) of the ring modification from circle to ellipsoid, showing the endothermic reaction of [La3+]/[{Mo142(CH3CO2)5(C2H5CO2)}] = 6/1 with ΔH = 22 kJ⋅mol-1, ΔS = 172 J⋅K-1⋅mol-1, ΔG = −28 kJ⋅mol-1, and K = 9.9 × 104 M-1 at 293 K, leads to the conclusion that the coordination of the defect pockets to La3+ precedes the replacement of the {Mo2} linkers with La3+. 139La- NMR spectrometry of the coordination of {Mo142(CH3CO2)5(C2H5CO2)} ring to La3+ is also discussed.  相似文献   

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The sp2-rich hydrogenated amorphous carbon (a-C:H) is widely adopted as hard masks in semiconductor-device fabrication processes. The ion-enhanced etch characteristics of sp2-rich a-C:H films on ion density and ion energy were investigated in CF4 plasmas and O2 plasmas in this work. The etch rate of sp2-rich a-C:H films in O2 plasmas increased linearly with ion density when no bias power was applied, while the fluorocarbon deposition was observed in CF4 plasmas instead of etching without bias power. The etch rate was found to be dependent on the half-order curve of ion energy in both CF4 plasmas and O2 plasmas when bias power was applied. An ion-enhanced etching model was suggested to fit the etch rates of a-C:H in CF4 plasmas and O2 plasmas. Then, the etch yield and the threshold energy for etching were determined based on this model from experimental etch rates in CF4 plasma and O2 plasma. The etch yield of 3.45 was observed in CF4 plasmas, while 12.3 was obtained in O2 plasmas, owing to the high reactivity of O radicals with carbon atoms. The threshold energy of 12 eV for a-C:H etching was obtained in O2 plasmas, while the high threshold energy of 156 eV was observed in CF4 plasmas. This high threshold energy is attributed to the formation of a fluorocarbon layer that protects the a-C:H films from ion-enhanced etching.  相似文献   

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For both the B2O3-Bi2O3-CaO and B2O3-Bi2O3-SrO glass systems, γ-ray and neutron attenuation qualities were evaluated. Utilizing the Phy-X/PSD program, within the 0.015–15 MeV energy range, linear attenuation coefficients (µ) and mass attenuation coefficients (μ/ρ) were calculated, and the attained μ/ρ quantities match well with respective simulation results computed by MCNPX, Geant4, and Penelope codes. Instead of B2O3/CaO or B2O3/SrO, the Bi2O3 addition causes improved γ-ray shielding competence, i.e., rise in effective atomic number (Zeff) and a fall in half-value layer (HVL), tenth-value layer (TVL), and mean free path (MFP). Exposure buildup factors (EBFs) and energy absorption buildup factors (EABFs) were derived using a geometric progression (G–P) fitting approach at 1–40 mfp penetration depths (PDs), within the 0.015–15 MeV range. Computed radiation protection efficiency (RPE) values confirm their excellent capacity for lower energy photons shielding. Comparably greater density (7.59 g/cm3), larger μ, μ/ρ, Zeff, equivalent atomic number (Zeq), and RPE, with the lowest HVL, TVL, MFP, EBFs, and EABFs derived for 30B2O3-60Bi2O3-10SrO (mol%) glass suggest it as an excellent γ-ray attenuator. Additionally, 30B2O3-60Bi2O3-10SrO (mol%) glass holds a commensurably bigger macroscopic removal cross-section for fast neutrons (ΣR) (=0.1199 cm−1), obtained by applying Phy-X/PSD for fast neutrons shielding, owing to the presence of larger wt% of ‘Bi’ (80.6813 wt%) and moderate ‘B’ (2.0869 wt%) elements in it. 70B2O3-5Bi2O3-25CaO (mol%) sample (B: 17.5887 wt%, Bi: 24.2855 wt%, Ca: 11.6436 wt%, and O: 46.4821 wt%) shows high potentiality for thermal or slow neutrons and intermediate energy neutrons capture or absorption due to comprised high wt% of ‘B’ element in it.  相似文献   

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The Ca2+-dependent facilitation (CDF) of L-type Ca2+ channels, a major mechanism for force-frequency relationship of cardiac contraction, is mediated by Ca2+/CaM-dependent kinase II (CaMKII). Recently, CaMKII was shown to be activated by methionine oxidation. We investigated whether oxidation-dependent CaMKII activation is involved in the regulation of L-type Ca2+ currents (ICa,L) by H2O2 and whether Ca2+ is required in this process. Using patch clamp, ICa,L was measured in rat ventricular myocytes. H2O2 induced an increase in ICa,L amplitude and slowed inactivation of ICa,L. This oxidation-dependent facilitation (ODF) of ICa,L was abolished by a CaMKII blocker KN-93, but not by its inactive analog KN-92, indicating that CaMKII is involved in ODF. ODF was not affected by replacement of external Ca2+ with Ba2+ or presence of EGTA in the internal solutions. However, ODF was abolished by adding BAPTA to the internal solution or by depleting sarcoplasmic reticulum (SR) Ca2+ stores using caffeine and thapsigargin. Alkaline phosphatase, β-iminoadenosine 5′-triphosphate (AMP-PNP), an autophosphorylation inhibitor autocamtide-2-related inhibitory peptide (AIP), or a catalytic domain blocker (CaM-KIINtide) did not affect ODF. In conclusion, oxidation-dependent facilitation of L-type Ca2+ channels is mediated by oxidation-dependent CaMKII activation, in which local Ca2+ increases induced by SR Ca2+ release is required.  相似文献   

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This study investigated the production of Cu2+-doped CoFe2O4 nanoparticles (CFO NPs) using a facile sol−gel technique. The impact of Cu2+ doping on the lattice parameters, morphology, optical properties, and electrical properties of CFO NPs was investigated for applications in electrical devices. The XRD analysis revealed the formation of spinel-phased crystalline structures of the specimens with no impurity phases. The average grain size, lattice constant, cell volume, and porosity were measured in the range of 4.55–7.07 nm, 8.1770–8.1097 Å, 546.7414–533.3525 Å3, and 8.77–6.93%, respectively. The SEM analysis revealed a change in morphology of the specimens with a rise in Cu2+ content. The particles started gaining a defined shape and size with a rise in Cu2+ doping. The Cu0.12Co0.88Fe2O4 NPs revealed clear grain boundaries with the least agglomeration. The energy band gap declined from 3.98 eV to 3.21 eV with a shift in Cu2+ concentration from 0.4 to 0.12. The electrical studies showed that doping a trace amount of Cu2+ improved the electrical properties of the CFO NPs without producing any structural distortions. The conductivity of the Cu2+-doped CFO NPs increased from 6.66 × 10−10 to 5.26 × 10−6 ℧ cm−1 with a rise in Cu2+ concentration. The improved structural and electrical characteristics of the prepared Cu2+-doped CFO NPs made them a suitable candidate for electrical devices, diodes, and sensor technology applications.  相似文献   

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Doping of Ru has been used to enhance the performance of LiNi0.5Mn1.5O4 cathode materials. However, the effects of Ru doping on the two types of LiNi0.5Mn1.5O4 are rarely studied. In this study, Ru4+ with a stoichiometric ratio of 0.05 is introduced into LiNi0.5Mn1.5O4 with different space groups (Fd3¯m, P4332). The influence of Ru doping on the properties of LiNi0.5Mn1.5O4 (Fd3¯m, P4332) is comprehensively studied using multiple techniques such as XRD, Raman, and SEM methods. Electrochemical tests show that Ru4+-doped LiNi0.5Mn1.5O4 (P4332) delivers the optimal electrochemical performance. Its initial specific capacity reaches 132.8 mAh g−1, and 97.7% of this is retained after 300 cycles at a 1 C rate at room temperature. Even at a rate of 10 C, the capacity of Ru4+-LiNi0.5Mn1.5O4 (P4332) is still 100.7 mAh g−1. Raman spectroscopy shows that the Ni/Mn arrangement of Ru4+-LiNi0.5Mn1.5O4 (Fd3¯m) is not significantly affected by Ru4+ doping. However, LiNi0.5Mn1.5O4 (P4332) is transformed to semi-ordered LiNi0.5Mn1.5O4 after the incorporation of Ru4+. Ru4+ doping hinders the ordering process of Ni/Mn during the heat treatment process, to an extent.  相似文献   

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Reduction in [Ca2+]o prolongs the AP in ventricular cardiomyocytes and the QTc interval in patients. Although this phenomenon is relevant to arrhythmogenesis in the clinical setting, its mechanisms are counterintuitive and incompletely understood. To evaluate in silico the mechanisms of APD modulation by [Ca2+]o in human cardiomyocytes. We implemented the Ten Tusscher-Noble-Noble-Panfilov model of the human ventricular myocyte and modified the formulations of the rapidly and slowly activating delayed rectifier K+ currents (IKr and IKs) and L-type Ca2+ current (ICaL) to incorporate their known sensitivity to intra- or extracellular Ca2+. Simulations were run with the original and modified models at variable [Ca2+]o in the clinically relevant 1 to 3 mM range. The original model responds with APD shortening to decrease in [Ca2+]o, i.e. opposite to the experimental observations. Incorporation of Ca2+ dependency of K+ currents cannot reproduce the inverse relation between APD and [Ca2+]o. Only when ICaL inactivation process was modified, by enhancing its dependency on Ca2+, simulations predict APD prolongation at lower [Ca2+]o. Although Ca2+-dependent ICaL inactivation is the primary mechanism, secondary changes in electrogenic Ca2+ transport (by Na+/Ca2+ exchanger and plasmalemmal Ca2+-ATPase) contribute to the reversal of APD dependency on [Ca2+]o. This theoretical investigation points to Ca2+-dependent inactivation of ICaL as a mechanism primarily responsible for the dependency of APD on [Ca2+]o. The modifications implemented here make the model more suitable to analyze repolarization mechanisms when Ca2+ levels are altered.  相似文献   

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Recently generated caveolin-1 deficient mice (cav-1−/−) display several physiological alterations such as severe heart failure and lung fibrosis. The molecular mechanisms how the loss of caveolin-1 (cav-1) mediates these alterations are currently under debate. A plethora of studies support a role of cav-1 as a negative regulator of endothelial nitric oxide synthase (eNOS). Accordingly, constitutive eNOS hyperactivation was observed in cav-1−/−. Given the hyperactivated eNOS enzyme we hypothesized that disturbed eNOS function is involved in the development of the cardiopulmonary pathologies in cav-1−/−. The present study argues that loss of cav-1 results in enhanced eNOS activity but not in increased vascular tetrahydrobiopterin (BH4) levels (which acts as an essential eNOS cofactor) thereby causing a stoichiometric discordance between eNOS activity and BH4 sufficient to cause dysfunctional eNOS signaling. The resultant oxidative stress is largely responsible for major cardiac and pulmonary defects observed in cav-1−/−. BH4 donation to cav-1−/− led to a normalized BH4/BH2 ratio, to reduced oxidant stress, to substantial improvements of both systolic and diastolic heart function and to marked amelioration of the impaired lung phenotype. Notably, the antioxidant tetrahydroneopterin which is not essential for eNOS function showed no relevant effect. Taken together these novel findings indicate that dysfunctional eNOS is of central importance in the genesis of the cardiopulmonary phenotype of cav-1−/−. Additionally, these findings are generally of paramount importance since they underline the deleterious role of an uncoupled eNOS in cardiovascular pathology and they additionally suggest BH4 as an effective cure.  相似文献   

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A mononuclear complex [MoOCl4(H2O)] readily forms a metal−metal bonded {Mo2O4}2+ core. A high content of pyridine in the reaction mixture prevents further aggregation of dinuclear cores into larger clusters and a neutral, dinuclear complex with the [Mo2O4Cl2(Py)4] composition is isolated as a product. Solid state structures of two compounds containing this complex, [Mo2O4Cl2(Py)4]·2.25Py (1) and [Mo2O4Cl2(Py)4]·1.5PyHCl (2), were investigated by X-ray crystallography.  相似文献   

18.
A combustion synthesis method has been developed for synthesis of Eu2+ doped CaAlSiN3 phosphor and its photoluminescence properties were investigated. Ca, Al, Si, and Eu2O3 powders were used as the Ca, Al, Si and Eu sources. The addition of NaN3, NH4Cl and Si3N4 powders was found to increase significantly the product yield. These powders were mixed and pressed into a compact, which was then wrapped up with an igniting agent (i.e., Mg+Fe3O4). The compact was ignited by electrical heating under a N2 pressure of ≤1.0 MPa. Effects of these experimental parameters on the product yield were investigated and a reaction mechanism was proposed. The synthesized CaAlSiN3:Eu2+ phosphor absorbs light in the region of 200–600 nm and shows a broad band emission in the region of 500–800 nm due to the 4f65d1 → 4f7 transition of Eu2+. The sample doped with Eu2+ at the optimized molar ratio of 0.04 is efficiently excited by the blue light (460 nm) and generates emission peaking at ~650 nm with peak emission intensity ~106% of a commercially available phosphor, YAG:Ce3+(P46-Y3).The internal quantum efficiency of the synthesized phosphor was measured to be 71%, compared to 69% of the YAG:Ce3+ (P46-Y3).  相似文献   

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In exponentially growing yeast, the heme enzyme, cytochrome c peroxidase (Ccp1) is targeted to the mitochondrial intermembrane space. When the fermentable source (glucose) is depleted, cells switch to respiration and mitochondrial H2O2 levels rise. It has long been assumed that CCP activity detoxifies mitochondrial H2O2 because of the efficiency of this activity in vitro. However, we find that a large pool of Ccp1 exits the mitochondria of respiring cells. We detect no extramitochondrial CCP activity because Ccp1 crosses the outer mitochondrial membrane as the heme-free protein. In parallel with apoCcp1 export, cells exhibit increased activity of catalase A (Cta1), the mitochondrial and peroxisomal catalase isoform in yeast. This identifies Cta1 as a likely recipient of Ccp1 heme, which is supported by low Cta1 activity in ccp1Δ cells and the accumulation of holoCcp1 in cta1Δ mitochondria. We hypothesized that Ccp1’s heme is labilized by hyperoxidation of the protein during the burst in H2O2 production as cells begin to respire. To test this hypothesis, recombinant Ccp1 was hyperoxidized with excess H2O2 in vitro, which accelerated heme transfer to apomyoglobin added as a surrogate heme acceptor. Furthermore, the proximal heme Fe ligand, His175, was found to be ∼85% oxidized to oxo-histidine in extramitochondrial Ccp1 isolated from 7-d cells, indicating that heme labilization results from oxidation of this ligand. We conclude that Ccp1 responds to respiration-derived H2O2 via a previously unidentified mechanism involving H2O2-activated heme transfer to apoCta1. Subsequently, the catalase activity of Cta1, not CCP activity, contributes to mitochondrial H2O2 detoxification.Cytochrome c peroxidase (Ccp1) is a monomeric nuclear encoded protein with a 68-residue N-terminal mitochondrial targeting sequence (1). This presequence crosses the inner mitochondrial membrane and is cleaved by matrix proteases (2, 3). Mature heme-loaded Ccp1 is found in the mitochondrial intermembrane space (IMS) in exponentially growing yeast (2, 3) but the point of insertion of its single b-type heme is unknown. Under strict anaerobic conditions, Ccp1 is present in mitochondria as the heme-free form or apoform (4). Once cells are exposed to O2 and heme biosynthesis is turned on, apoCcp1 converts rapidly to the mature holoenzyme by noncovalently binding heme (5).It is well established that mature Ccp1 functions as an efficient H2O2 scavenger in vitro (6). Its catalytic cycle involves the reaction of ferric Ccp1 with H2O2 (Eq. 1) to form compound I (CpdI) with a ferryl (FeIV) heme and a cationic indole radical localized on Trp191 (W191+•). CpdI is one-electron reduced by the ferrous heme of cytochrome c (Cyc1) to compound II (CpdII) with ferryl heme (Eq. 2), and electron donation by a second ferrous Cyc1 returns CpdII to the resting Ccp1III form (Eq. 3):Ccp1III + H2O2 → CpdI(FeIV, W191+?) + H2O[1]CpdI(FeIV, W191+?) + Cyc1II → CpdII(FeIV) + Cyc1III[2]CpdII(FeIV) + Cyc1II → Ccp1III + Cyc1III + H2O.[3]Because Ccp1 production is not under O2/heme control (4, 5), CCP activity is assumed to be the frontline defense in the mitochondria, a major source of reactive oxygen species (ROS) in respiring cells (7). Contrary to the time-honored assumption that Ccp1 catalytically consumes the H2O2 produced during aerobic respiration (8), recent studies in our group reveal that the peroxidase behaves more like a mitochondrial H2O2 sensor than a catalytic H2O2 detoxifier (911). Notably, Ccp1 competes with complex IV for reducing equivalents from Cyc1, which shuttles electrons from complex III (ubiquinol cytochrome c reductase) to complex IV (cytochrome c oxidase) in the electron transport chain (12).Because CCP activity in the IMS siphons electrons from energy production, an H2O2 sensor role for Ccp1 should be energetically more favorable for the cell. Key evidence for a noncatalytic role for Ccp1 in H2O2 removal is that the isogenic strain producing the catalytically inactive Ccp1W191F protein accumulates less H2O2 than wild-type cells (10). In fact, this mutant strain exhibits approximately threefold higher catalase A (Cta1) activity than wild-type cells (10) whereas CCP1 deletion results in a strain (ccp1Δ) with negligible Cta1 activity and high H2O2 levels (5). Unlike Cta1, which is the peroxisomal and mitochondrial catalase isoform in yeast (13), the cytosolic catalase Ctt1 (14) exhibits comparable activity in the wild-type, Ccp1W191F, and ccp1Δ strains (10). Given that both Ccp1 and Cta1 are targeted to mitochondria, we hypothesized that Ccp1 may transfer its heme to apoCta1 in respiring cells.Cta1 is nuclear encoded with embedded mitochondrial and peroxisomal targeting sequences (15). Like Ccp1, each monomer noncovalently binds a b-type heme and mature Cta1 is active as a homotetramer. Synthesis of the Cta1 monomer is under O2/heme control such that the apoenzyme begins to accumulate only during the logarithmic phase of aerobic growth (16). Hence, its O2/heme independent production (4, 5) allows apoCcp1 to acquire heme while cells are synthesizing apoCta1. This, combined with our observation that Cta1 activity increases in respiring cells producing Ccp1 or Ccp1W191F but not in ccp1Δ cells (10), led us to speculate that respiration-derived H2O2 triggers heme donation from Ccp1 to apoCta1 within mitochondria.What experimental evidence would support heme donation by Ccp1? It has been demonstrated that mutation of the proximal heme Fe ligand, His175, to a residue with weak or no Fe-coordinating ability produces Ccp1 variants (H175P, H175L, H175R, and H175M) that undergo mitochondrial processing but do not accumulate in isolated yeast mitochondria (17). Presumably, reduced heme affinity allows the Ccp1 variants to unfold and cross the outer mitochondrial membrane (17). Hence, we argued that if wild-type Ccp1 donated its heme, the apoprotein would likewise exit mitochondria. Consequently, we examine here age-dependent Ccp1–green fluorescent protein (Ccp1-GFP) localization in live cells chromosomally expressing Ccp1 C-terminally fused to GFP as well as the distribution of wild-type Ccp1 between subcellular fractions. Because weakening or removal of the proximal Fe ligand on His175 mutation reduces heme affinity (17), His175 oxidation in wild-type Ccp1 should have a similar effect, which we investigate here. We further speculated that in the absence of apoCta1 as an acceptor for its heme, more Ccp1 would remain trapped in the IMS so we compare mitochondrial Ccp1 levels in wild-type and cta1∆ cells. Our combined results support triggering of heme donation from Ccp1 to apoCta1 by respiration-derived H2O2. Such H2O2-activated heme transfer between proteins has not been reported to date and its implications in H2O2 signaling are discussed.  相似文献   

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A fundamental understanding of extracellular microenvironments of O2 and reactive oxygen species (ROS) such as H2O2, ubiquitous in microbiology, demands high-throughput methods of mimicking, controlling, and perturbing gradients of O2 and H2O2 at microscopic scale with high spatiotemporal precision. However, there is a paucity of high-throughput strategies of microenvironment design, and it remains challenging to achieve O2 and H2O2 heterogeneities with microbiologically desirable spatiotemporal resolutions. Here, we report the inverse design, based on machine learning (ML), of electrochemically generated microscopic O2 and H2O2 profiles relevant for microbiology. Microwire arrays with suitably designed electrochemical catalysts enable the independent control of O2 and H2O2 profiles with spatial resolution of ∼101 μm and temporal resolution of ∼10° s. Neural networks aided by data augmentation inversely design the experimental conditions needed for targeted O2 and H2O2 microenvironments while being two orders of magnitude faster than experimental explorations. Interfacing ML-based inverse design with electrochemically controlled concentration heterogeneity creates a viable fast-response platform toward better understanding the extracellular space with desirable spatiotemporal control.

Ubiquitous spatiotemporal heterogeneity of natural environments fosters the diverse and fascinating biology that our world embraces, and motivates researchers to mimic natural environments with high spatiotemporal resolution (15). Given their close relevance in biochemical metabolisms, dioxygen (O2) and hydrogen peroxide (H2O2) as a surrogate of reactive oxygen species (ROS) are two ubiquitous biologically relevant species in extracellular medium (1, 6). Their extracellular spatial and temporal distributions, particularly at the microscopic scale ranging from 1 μm to 100 μm (711), are critical for signal transduction, protein expression, biochemical redox balance, and regulation for cellular metabolism with extensive ecological, environmental, and biomedical implications (Fig. 1A) (1, 3, 813). A programmable creation of the spatiotemporal concentration profiles of O2 and H2O2 offers the freedom to mimic, control, and perturb the microenvironments of O2 and H2O2 and hence advance our understanding in microbiology.Open in a separate windowFig. 1.AI-based inverse design of electrochemically generated O2 and H2O2 heterogeneities. (A) The ubiquitous spatiotemporal heterogeneities of O2 and H2O2 in microbiology and the challenges posed in this research topic. (B) The combination of electrochemistry and ML-based inverse design offers a viable approach to mimicking and controlling the heterogeneities of O2 and H2O2 in microbiology. O, oxidant; R, reductant; Eappl (t), the time-dependent electrochemical voltages applied on electrodes. (C) The design of the electrochemically active microwire array electrodes for the generation of O2 and H2O2 gradients; 4e ORR & 2e ORR, four-electron and two-electron oxygen reduction reaction into H2O and H2O2, respectively. (D and E) The 45°-tilting images of SEM for the representative microwire arrays used for the training of the ML model (D) and the ones inversely designed for targeted O2 and H2O2 gradients (E); k = (P, D, L), the morphological vector that includes the P, D, and L of the synthesized wire arrays in units of micrometers. (Scale bars, 20 μm.)Despite recent progress (1418), there remain major technical challenges, particularly in the achievable spatiotemporal resolution and high-throughput design of concentration profiles to suit a plethora of scenarios in microbiology. Approaches based on microfluidics and hydrogels have been able to achieve concentration gradients of O2 and H2O2 through the provision of either O2/H2O2 source (14, 1921), O2/H2O2 scavenging agents (15, 22, 23), or a combination of both (24) across liquid-impermeable barriers such as agar layers or polymeric thin films (25, 26). Yet such approaches, dependent on passive mass transport and diffusion across more than 102 μm, are inherently incapable of achieving spatial features of less than 100 μm and temporal resolution smaller than ∼101 s, the prerequisites to investigate microbiology at cluster or single-cell levels (1012). Moreover, the large variations of extracellular O2 and H2O2 gradients in different microbial systems demand an inverse design strategy, which, with minimal expenditure, quickly programs a desired concentration profile catering to a specific biological scenario (25). The current lack of inverse design protocol impedes the adoption of controllable extracellular heterogeneity to mimic and investigate microbial systems that are of environmental, biomedical, and sustainability-related significance.We envision that the integration of electrochemically generated concentration gradients with inverse design based on machine learning (ML) will address the aforementioned challenges (Fig. 1B). Electrochemistry offers a venue for transducing electric signals into microscopic concentration profiles within ∼100 μm to ∼102 μm away from electrodes’ surface, following the specific electrode reaction kinetics and the mass transport governing equations in the liquid phase (27). Proper designs of electrodes’ microscopic spatial arrangement and electrochemical kinetics lead to concentration gradients that are spatiotemporally programmable by time-dependent electric signals of varying voltages (28). Such benefits of electrochemically generated concentration gradients lead us to employ electrochemistry as a tool to spatiotemporally control the concentration profiles in the extracellular medium. In one example, we found that wire arrays electrochemically active toward O2 reduction create anoxic microenvironment about 20 μm away from the aerobic external bulk environments, modulate the size and extent of O2 depletion in the anoxic microenvironment by the wire array’s morphology and applied electrochemical potential (Eappl), and hence enable O2-sensitive rhizobial N2 fixation in ambient air powered by renewable electricity (29). Moreover, while not reported before as far as we know, electrochemically generated concentration heterogeneity is commensurate with ML-based inverse design (30, 31), thanks to the mathematically well-defined electrochemical processes that can be numerically simulated (32, 33). We recently reported neural networks, trained by numerically simulated data, that explore the influence of electrode geometry on electrochemical N2 fixation and achieve optimized morphologies of wire array electrodes untenable without such an ML-based strategy (34). An inverse design for the electrochemically generated gradients will quickly program desirable microenvironments of O2 and ROS with high spatiotemporal resolutions, thanks to the well-reported electrochemical transformation related to O2 and H2O2 with high electrochemical selectivity (35, 36).In this work, we report an inverse design based on neural networks for independent electrochemical creation of O2 and ROS microscopic gradients that are relevant, and mimic their extracellular heterogeneities in microbial systems. We hypothesize that careful design of electrocatalysis of O2 reduction reaction (ORR) can either facilitate four-electron ORR on Pt electrocatalyst for a controllable O2 spatiotemporal profile or promote two-electron ORR on Au electrocatalyst for a programmable generation of H2O2 gradient without significantly perturbing the O2 one, thanks to their concentration differences in biological mediums (∼10−1 μM to ∼101 μM for H2O2 and ∼101 μM to ∼102 μM for O2) (2, 711). Electrochemically active microwire array electrodes as exemplary model systems (Fig. 1C) are experimentally shown to achieve tunable heterogeneities of O2 and H2O2 independently, with spatial resolution of ∼101 μm and temporal resolution of ∼10° s, and are suitable as a platform for independently perturbing biologically relevant O2 and H2O2 profiles in microbial systems. We further established and experimentally validated two neural networks that inversely design the wire array electrodes’ morphologies toward targeted microenvironments of O2 and H2O2, respectively, which is at least one order of magnitude faster than trial-and-error numerical simulation and two orders of magnitude faster than experimental explorations. The demonstrated inverse design of electrochemically generated controlled gradients not only demonstrates a full electrochemical control of concentration profiles in an electrode’s proximity but also establishes an approach of spatiotemporally mimicking and perturbing extracellular space guided by artificial intelligence.  相似文献   

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