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Fig. 6 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 6. Reaction catalyzed by D-lactate dehydrogenase. The reduced FAD cofactor is reoxidized by cytochrome c in the intermembrane space of mitochondria and the electrons are transferred to cytochrome c oxidase (complex IV) of the mETC.

opennotspecifiedSep 2021View details →
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Fig. 2 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 2. Biosynthesis of riboflavin in A. thaliana. The biosynthesis of riboflavin starts with GTP (top left), which is converted in four enzymatic steps to 5-amino-6- ribityl-aminouracil (center). The second component needed is D-ribulose-5-phosphate (center, left), which is converted to 3,4-dihydroxy-2-butanone-4-phosphate (shown in blue). The second ring is generated by condensation of the two intermediates, a reaction catalyzed by lumazine synthase (RibE) yielding 6,7-dimethyl- 8-ribityl lumazine. The last step of the biosynthesis is a dismutation reaction involving two lumazine molecules resulting in the generation of riboflavin and 5- amino-6-ribityl-aminouracil, which reenters riboflavin biosynthesis. For clarity, the two lumazine molecules are highlighted in red/blue and red/green, respectively. The double headed green arrow (top, right) indicates the swap of reactions compared to riboflavin biosynthesis in E. coli and S. cerevisiae. (For interpretation of the references to colour in this figure legend, the reader is referred to the Web version of this article.)

opennotspecifiedSep 2021View details →
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Fig. 42 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 42. Reaction catalyzed by monolignol oxidoreductases. The enzymes were shown to accept monolignols with different substitution patterns in the aromatic ring (R1 and R2 = H, p-coumaryl alcohol; R1 = H and R2 = methoxy, coniferyl alcohol; R1 and R2 = methoxy, sinapyl alcohol) (Daniel et al., 2015). In contrast to the other members of the BBE-like enzyme family, most of the enzymes catalyzing this reaction are dehydrogenases, with the exception of AtBBE24 (Zafred et al., 2015). The electron acceptor for the dehydogenases is yet unknown.

opennotspecifiedSep 2021View details →
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Fig. 20 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 20. Two flavoenzymes involved in ascorbate biosynthesis and maintenance. L-Galactono-1,4-lacton dehydrogenase catalyzes the last step in the Smirnoff-Wheeler pathway to yield ascorbate from L-galactono-1,4-lactone (top). The substrate-derived electrons are passed on to cytochrome c and thus enter the mETC. The detoxification of ROS or ferric iron leads to the generation of the monodehydroascorbate radical (right), which is recycled to ascorbate by the action of monodehydroascorbate dehydrogenase (left-center). For details of the latter reaction see text.

opennotspecifiedSep 2021View details →
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Fig. 44 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 44. Reaction of flavin-containing monooxygenases (clade 3). The seven enzymes characterized so far were all shown to be S-glucosinolate oxidases that catalyze the S-monooxygenation of methylthioalkyl glucosinolates to the corresponding methylsulfinyl glucosinolates (Hansen et al., 2007; Kong et al., 2016; Li et al., 2008). For the nine uncharacterized members a similar catalytic function is hypothesized, but remains to be confirmed.

opennotspecifiedSep 2021View details →
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Fig. 23 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 23. Reaction catalyzed by NDC1/demethylphylloquinone reductase. The penultimate step in the biosynthesis of phylloquinol affords demethylphylloquinol by two-electron reduction of the demetyhlphylloquinone (top reaction). Through nucleophilic attack of the aromatic ring onto the methyl group (in red) of SAM the final methylated product, phylloquinol is formed and S-adenosylhomocysteine (SAH) is released (R = prenyl side chain). (For interpretation of the references to colour in this figure legend, the reader is referred to the Web version of this article.)

opennotspecifiedSep 2021View details →
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Fig. 24 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 24. Reaction catalyzed by COQ6 in ubiquinone biosynthesis. The FAD-dependent hydroxylation occurs in the 5-position of the aromatic ring as indicated (highlighted in red). COQ6 belongs to the class A FPMOs and depends on NAD(P)H as reductant. (For interpretation of the references to colour in this figure legend, the reader is referred to the Web version of this article.)

opennotspecifiedSep 2021View details →
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Fig. 29 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 29. Reaction catalyzed by carotene cis-trans isomerase. The reaction shown requires reduced FAD for the redox-neutral cis-to-trans isomerization at position 9 and 9′ of prolycopene and generates the linear all-trans-lycopene. The reduced FAD is probably generated at the expense of NAD(P)H. Thus, the enzyme appears to possess a second activity that enables the transfer of a hydride from the reduced nicotinamide to the bound FAD cofactor.

opennotspecifiedSep 2021View details →
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Data and processing for "Multitone Microwave Frequency Locking to a Noisy Cavity via Real-Time Feedback"

<p>This folder contains all the code and data necessary to produce the figures of the paper titled &quot;Multitone Microwave Frequency Locking to a Noisy Cavity via Real-Time Feedback&quot; written by Jean-Paul van Soest, Clinton A. Potts, Sarwan Peiter, Adri&aacute;n Sanz Mora and Gary A. Steele.</p>

opencc-by-4.0Aug 2023View details →
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Fig. 47 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 47. Reaction catalyzed by D-amino acid oxidase. Regeneration of the reduced FAD occurs by dioxygen leading to the production of hydrogen peroxide (top). Note that the direct product of the oxidation, the corresponding imino acid, is non-enzymatically hydrolyzed to yield the α-keto acid and ammonia.

opennotspecifiedSep 2021View details →
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Fig. 33 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 33. Reaction of flavin-dependent monooxygenases involved in auxin biosynthesis. All enzymes forming clade 2 were shown to play an important role in auxin biosynthesis, as they were identified to mediate the conversion of indole-3-pyruvic acid to indole-3-acetic acid (Dai et al., 2013; Mashiguchi et al., 2011).

opennotspecifiedSep 2021View details →
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Fig. 28 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 28. Reaction of phytoene dehydrogenase/desaturase. The enzyme introduces two double bonds at position 11 and 11′ and mediates the concomitant trans-to-cis isomerization at position 9 and 9'. Reoxidation of the reduced cofactor is achieved by electron transfer to plastoquinone in the plastid membrane.

opennotspecifiedSep 2021View details →
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Fig. 7 in The scope of flavin-dependent reactions and processes in the model plant Arabidopsis thaliana

Fig. 7. Reactions catalyzed by isovaleryl-CoA dehydrogenase in valine and isoleucine degradation. Reoxidation of reduced FAD occurs by electron donation to ETF, which in turn feeds the electrons into the mETC via ETF-QO.

opennotspecifiedSep 2021View details →
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Fig. 6 in Free radical scavenging potency of ellagic acid and its derivatives in multiple H /e processes

Fig. 6. The mechanisms proposed for the radical scavenge reaction of compound 5 in different phases. The values for BDE, PA and ETE are in red, blue, and orange for the gas, benzene and water phases respectively. The data in the form of underline and bold represent the lowest value in the same phase. For example, in the gas phase, the 3 OH BDE of ellagic acid is lower than the BDE of the other groups, ETE and all of the PA. Thus, it is in the form of underline and bold. (For interpretation of the references to color in this figure legend, the reader is referred to the Web version of this article.)

opennotspecifiedDec 2020View details →
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Fig. 5 in Free radical scavenging potency of ellagic acid and its derivatives in multiple H /e processes

Fig. 5. The mechanisms proposed for the radical scavenge reaction of compound 4 in different phases. The values for BDE, PA and ETE are in red, blue, and orange for the gas, benzene and water phases respectively. The data in the form of underline and bold represent the lowest value in the same phase. For example, in the gas phase, the 4 OH BDE of ellagic acid is lower than the BDE of the other groups, ETE and all of the PA. Thus, it is in the form of underline and bold. (For interpretation of the references to color in this figure legend, the reader is referred to the Web version of this article.)

opennotspecifiedDec 2020View details →
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Fig. 2 in Free radical scavenging potency of ellagic acid and its derivatives in multiple H /e processes

Fig. 2. The mechanisms proposed for the radical scavenge reaction of compound 1 in different phases. The values for BDE, PA and ETE are in kcal/mol and in the color of red, blue, and orange for the gas, benzene and water phases respectively. The data in the form of underline and bold represent the lowest value in the same phase. For example, in the gas phase, the 3 OH BDE of ellagic acid is lower than the BDE of the other groups, ETE and all of the PA. Thus, it is in the form of underline and bold. (For interpretation of the references to color in this figure legend, the reader is referred to the Web version of this article.)

opennotspecifiedDec 2020View details →
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Fig. 4 in Free radical scavenging potency of ellagic acid and its derivatives in multiple H /e processes

Fig. 4. The mechanisms proposed for the radical scavenge reaction of compound 3 in different phases. The values for BDE, PA and ETE are in red, blue, and orange for the gas, benzene and water phases respectively. The data in the form of underline and bold represent the lowest value in the same phase. For example, in the gas phase, the 4 OH BDE of ellagic acid is lower than the BDE of the other groups, ETE and all of the PA. Thus, it is in the form of underline and bold. (For interpretation of the references to color in this figure legend, the reader is referred to the Web version of this article.)

opennotspecifiedDec 2020View details →
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Fig. 3 in Free radical scavenging potency of ellagic acid and its derivatives in multiple H /e processes

Fig. 3. The mechanisms proposed for the radical scavenge reaction of compound 2 in different phases. The values for BDE, PA and ETE are in red, blue, and orange for the gas, benzene and water phases respectively. The data in the form of underline and bold represent the lowest value in the same phase. For example, in the gas phase, the 3 OH BDE of ellagic acid is lower than the BDE of the other groups, ETE and all of the PA. Thus, it is in the form of underline and bold. (For interpretation of the references to color in this figure legend, the reader is referred to the Web version of this article.)

opennotspecifiedDec 2020View details →
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Fig. 1 in Free radical scavenging potency of ellagic acid and its derivatives in multiple H /e processes

Fig. 1. The most stable optimized geometries of the ellagic acid (1) and its derivatives. The derivatives include 3-O-methylellagic acid (2), 3,3′-di-O-methylellagic acid (3), 3,3′,4′-tri-O-methylellagic acid (4) and 2,3,7-trihydroxychromeno [5,4,3-cde]chromene-5,10-dione (5). Intramolecular hydrogen-bonds are identified by the dash lines and the corresponding bond lengths are labeled beside the hydrogen-bond.

opennotspecifiedDec 2020View details →
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2023 IEEE SPS Video and Image Processing (VIP) Cup: Ophthalmic Biomarker Detection Phase 2

<p>Ophthalmic clinical trials that study treatment efficacy of eye diseases are performed with a specific purpose and a set of procedures that are predetermined before trial initiation. Hence, they result in a controlled data collection process with gradual changes in the state of a diseased eye. In general, these data include 1D clinical measurements and 3D optical coherence tomography (OCT) imagery. Physicians interpret structural biomarkers for every patient using the 3D OCT images and clinical measurements to make personalized decisions for every patient.</p> <p>Two main challenges in medical image processing has been&nbsp;<em>generalization</em>&nbsp;and&nbsp;<em>personalization</em>.</p> <p>Generalization aims to develop algorithms that work well across diverse patients and scenarios, providing standardized and widely applicable solutions. Personalization, in contrast, tailors algorithms to individual patients based on their unique characteristics, optimizing diagnosis and treatment planning. Generalization offers broad applicability but may overlook individual variations. Personalization provides tailored solutions but requires patient-specific data. While deep learning has shown an affinity towards generalization, it is lacking in personalization.</p> <p>The presence and absence of biomarkers is a personalization challenge rather than a generalization challenge. The variation within OCT scans of patients between visits can be minimal while the difference in manifestation of the same disease across patients may be substantial. The domain difference between OCT scans can arise due to pathology manifestation across patients, clinical labels, and the visit along the treatment process when the scan is taken. Morphological, texture, statistical and fuzzy image processing techniques through adaptive thresholds and preprocessing may prove substantial to overcome these fine-grained challenges. This challenge provides the data and application to address personalization.</p> <p>&nbsp;</p> <p>These files constitute the second phase of the VIP CUP 2023 Challenge at ICIP 2023. This test set has a more general patient base than the first one and as such is a better indicator of the performance of models. This test set was created by taking a subset of the data from a publicly available OCT dataset and then asking our medical partners to provide fine-grained biomarker labels for the competition. We provide the citation for the source of these images below:&nbsp;</p> <p>Kermany D, Goldbaum M, Cai W et al. Identifying Medical Diagnoses and Treatable Diseases by Image-Based Deep Learning. Cell. 2018; 172(5):1122-1131. doi:10.1016/j.cell.2018.02.010.</p> <p>&nbsp;</p> <p>This zenodo repository contains the images and submission template file needed for the second phase of the competition.</p>

opencc-by-4.0Aug 2023View details →

ScienceDex guides

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Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

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Your academic CV and NIH biosketch

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