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    MathWorks Inc matlab-based image processing workflow
    Matlab Based Image Processing Workflow, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/image+processing+workflow/pm36379990-316-4-4
    Average 90 stars, based on 1 article reviews
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    Article Snippet: For super-resolution imaging, fixed and/or immunostained cells were imaged on a Zeiss LSM 880 Airyscan Confocal Microscope using a Zeiss 63×1.4 NA Plan-Apochromat objective, equipped with a Piezo high-precision stage at room temperature.

    Article Title: STING induces HOIP-mediated synthesis of M1 ubiquitin chains to stimulate NF-κB signaling.
    Article Snippet: STING activation by cyclic dinucleotides induces IRF3and NF-κBmediated gene expression in mammals, as well as lipidation of LC3B at Golgi-related membranes.. While mechanisms of the IRF3 response are well understood, the mechanisms of NF-κB activation via STING remain unclear.. We report here that STING activation induces linear/M1-linked ubiquitin chain (M1-Ub) formation and recruitment of the LUBAC E3 ligase, HOIP, to LC3B-associated Golgi membranes where ubiquitin is also localized.

    Article Title: Enhancing Green Energy Systems with Matlab Image Processing: Automatic Tracking of Sun Position for Optimized Solar Panel Efficiency
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    Article Title: Microbial community interactions on a chip.
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    MathWorks Inc workflow integrated raw image preprocessing
    TDM imaging of mammalian cells. (a) <t>Workflow</t> of temporal domain multiplexing, (i) Multi-frame time series acquisition of Hella cell co-transfect with two FPs expressed in the nucleus and cytoplasm, the Raw data set is processed by background subtraction and denoising to produce the input dataset, the input dataset is uploaded to the Temporal domain <t>multiplexing</t> <t>MATLAB</t> script for unmixing to produced output images of individual channels. (b) Phasor plot and lifetime for Mito-mCardinal (green) (1.593ns) and H2B-mfRFP (red) (0.922ns) (c) Reference photobleaching curve trace for Mito-mCardinal (green) and H2B-mfRFP (red). (d) Unmixing results of FLIM microscopy (top), The raw image was unmix using phasor plot analysis resulting in two different FPs Mito-mCardinal (green) and H2B-mfRFP (red) TDM (bottom) unmixing result from the raw image (gray) was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of Mito-mCardinal (green) and H2B-mfRFP (red). Scale bar 50µm. (e) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in FLIM mito-mCardinal channel (above) and FLIM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (f) Per pixel Line profile analysis of FLIM raw image (grey) and TDM raw image (orange) Statistics Spearman correlation (0.95859) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length (g) Per pixel Line profile analysis of FLIM mito-mCardinal image (grey) and TDM mito-mCardinal image (orange) Statistical Spearman correlation (0.88849) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (h) Per pixel Line profile analysis of FLIM H2B-mCardinal image (grey) and TDM H2B-mCardinal image (orange) Statistics Spearman correlation (0.881771) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (i) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in TDM mito-mCardinal channel (above) and TDM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (j) Simulation of Temporal domain multiplexing with two far-red fluorescent proteins, A 21-frame line plot obtained from previously acquired HeLa cell ROI illustrating the unique photobleaching curve of mfRFP and mfRFP-A that contribute to the overall signals, Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time. The line plot is subsequently used as reference trace for the unmixing algorithms (k)Acquired brief movie (Time series image) of HeLa cell expressing H2B-mfRFP and mfRFP-A-cytoplasm acquired using 594nmSoRA excitation laser channel. The unmixing result (MATLAB) the signal contribution of each FPS (OUTPUT) to their respective corresponding structures and the merged image depicting the complete HeLa cells structure (H2B and cytoplasm). Note that the image colors used above red-H2B and green-cytoplasm are pseudo colors to enhance visualization and both H2B and the cytoplasm were indeed red. Scale bar 25μm. (l) crosstalk plot showing the fluorescence intensity contributions of mfRFP and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (m) Acquired photobleaching reference traces of mCardinal and mfRFP-A in life HeLa-cell, n=5 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time (n), The input image was first refined via background subtraction (ImageJ) followed by denoising (Nikon Element AR software), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of mfRFP-H2B and Mito-mCardinal. (Scale-Bar 100um). (o) crosstalk plot showing the fluorescence intensity contributions of mCardinal and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (p) Simulation of TDM using Confocal microscope acquired photobleaching reference traces of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFP in fixed HeLa-cell, 25 frames long (q), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing three different but spectrally similar (far-red) fluorescent proteins of H2B-mCardina, H2B-mruby2 and H2B-mfRFP, and overlay image is a composite. (Scale-Bar 100um). (r) crosstalk plot showing the fluorescence intensity contributions of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFPin the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (s) Temporal domain multiplexing of six z-plain projection of two red fluorescent proteins(FPs). (A) Acquired photobleaching reference traces of mfRFP and mCardinal in life HeLa-cell, n=10 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time). (t) Demultiplexing of co-expressed Keratin-targeted mCardinal and H2B-targeted mfRFP in HeLa cell. the raw image (top) was supplied to MATLAB script for linear unmixing of each reference at each pixel, the Merge TDM image (bottom) is a composite of mfRFP-H2B and mCardinal-Keratin. The output image mfRFP-H2B and mCardinal-Keratin are products of linear un-mixing (Scale-Bar 100um) (u) 3D image obtained from the z-stack of the unmixed z-planes images.
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    TDM imaging of mammalian cells. (a) <t>Workflow</t> of temporal domain multiplexing, (i) Multi-frame time series acquisition of Hella cell co-transfect with two FPs expressed in the nucleus and cytoplasm, the Raw data set is processed by background subtraction and denoising to produce the input dataset, the input dataset is uploaded to the Temporal domain <t>multiplexing</t> <t>MATLAB</t> script for unmixing to produced output images of individual channels. (b) Phasor plot and lifetime for Mito-mCardinal (green) (1.593ns) and H2B-mfRFP (red) (0.922ns) (c) Reference photobleaching curve trace for Mito-mCardinal (green) and H2B-mfRFP (red). (d) Unmixing results of FLIM microscopy (top), The raw image was unmix using phasor plot analysis resulting in two different FPs Mito-mCardinal (green) and H2B-mfRFP (red) TDM (bottom) unmixing result from the raw image (gray) was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of Mito-mCardinal (green) and H2B-mfRFP (red). Scale bar 50µm. (e) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in FLIM mito-mCardinal channel (above) and FLIM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (f) Per pixel Line profile analysis of FLIM raw image (grey) and TDM raw image (orange) Statistics Spearman correlation (0.95859) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length (g) Per pixel Line profile analysis of FLIM mito-mCardinal image (grey) and TDM mito-mCardinal image (orange) Statistical Spearman correlation (0.88849) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (h) Per pixel Line profile analysis of FLIM H2B-mCardinal image (grey) and TDM H2B-mCardinal image (orange) Statistics Spearman correlation (0.881771) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (i) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in TDM mito-mCardinal channel (above) and TDM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (j) Simulation of Temporal domain multiplexing with two far-red fluorescent proteins, A 21-frame line plot obtained from previously acquired HeLa cell ROI illustrating the unique photobleaching curve of mfRFP and mfRFP-A that contribute to the overall signals, Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time. The line plot is subsequently used as reference trace for the unmixing algorithms (k)Acquired brief movie (Time series image) of HeLa cell expressing H2B-mfRFP and mfRFP-A-cytoplasm acquired using 594nmSoRA excitation laser channel. The unmixing result (MATLAB) the signal contribution of each FPS (OUTPUT) to their respective corresponding structures and the merged image depicting the complete HeLa cells structure (H2B and cytoplasm). Note that the image colors used above red-H2B and green-cytoplasm are pseudo colors to enhance visualization and both H2B and the cytoplasm were indeed red. Scale bar 25μm. (l) crosstalk plot showing the fluorescence intensity contributions of mfRFP and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (m) Acquired photobleaching reference traces of mCardinal and mfRFP-A in life HeLa-cell, n=5 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time (n), The input image was first refined via background subtraction (ImageJ) followed by denoising (Nikon Element AR software), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of mfRFP-H2B and Mito-mCardinal. (Scale-Bar 100um). (o) crosstalk plot showing the fluorescence intensity contributions of mCardinal and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (p) Simulation of TDM using Confocal microscope acquired photobleaching reference traces of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFP in fixed HeLa-cell, 25 frames long (q), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing three different but spectrally similar (far-red) fluorescent proteins of H2B-mCardina, H2B-mruby2 and H2B-mfRFP, and overlay image is a composite. (Scale-Bar 100um). (r) crosstalk plot showing the fluorescence intensity contributions of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFPin the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (s) Temporal domain multiplexing of six z-plain projection of two red fluorescent proteins(FPs). (A) Acquired photobleaching reference traces of mfRFP and mCardinal in life HeLa-cell, n=10 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time). (t) Demultiplexing of co-expressed Keratin-targeted mCardinal and H2B-targeted mfRFP in HeLa cell. the raw image (top) was supplied to MATLAB script for linear unmixing of each reference at each pixel, the Merge TDM image (bottom) is a composite of mfRFP-H2B and mCardinal-Keratin. The output image mfRFP-H2B and mCardinal-Keratin are products of linear un-mixing (Scale-Bar 100um) (u) 3D image obtained from the z-stack of the unmixed z-planes images.
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    MathWorks Inc image processing workflow
    TDM imaging of mammalian cells. (a) <t>Workflow</t> of temporal domain multiplexing, (i) Multi-frame time series acquisition of Hella cell co-transfect with two FPs expressed in the nucleus and cytoplasm, the Raw data set is processed by background subtraction and denoising to produce the input dataset, the input dataset is uploaded to the Temporal domain <t>multiplexing</t> <t>MATLAB</t> script for unmixing to produced output images of individual channels. (b) Phasor plot and lifetime for Mito-mCardinal (green) (1.593ns) and H2B-mfRFP (red) (0.922ns) (c) Reference photobleaching curve trace for Mito-mCardinal (green) and H2B-mfRFP (red). (d) Unmixing results of FLIM microscopy (top), The raw image was unmix using phasor plot analysis resulting in two different FPs Mito-mCardinal (green) and H2B-mfRFP (red) TDM (bottom) unmixing result from the raw image (gray) was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of Mito-mCardinal (green) and H2B-mfRFP (red). Scale bar 50µm. (e) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in FLIM mito-mCardinal channel (above) and FLIM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (f) Per pixel Line profile analysis of FLIM raw image (grey) and TDM raw image (orange) Statistics Spearman correlation (0.95859) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length (g) Per pixel Line profile analysis of FLIM mito-mCardinal image (grey) and TDM mito-mCardinal image (orange) Statistical Spearman correlation (0.88849) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (h) Per pixel Line profile analysis of FLIM H2B-mCardinal image (grey) and TDM H2B-mCardinal image (orange) Statistics Spearman correlation (0.881771) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (i) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in TDM mito-mCardinal channel (above) and TDM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (j) Simulation of Temporal domain multiplexing with two far-red fluorescent proteins, A 21-frame line plot obtained from previously acquired HeLa cell ROI illustrating the unique photobleaching curve of mfRFP and mfRFP-A that contribute to the overall signals, Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time. The line plot is subsequently used as reference trace for the unmixing algorithms (k)Acquired brief movie (Time series image) of HeLa cell expressing H2B-mfRFP and mfRFP-A-cytoplasm acquired using 594nmSoRA excitation laser channel. The unmixing result (MATLAB) the signal contribution of each FPS (OUTPUT) to their respective corresponding structures and the merged image depicting the complete HeLa cells structure (H2B and cytoplasm). Note that the image colors used above red-H2B and green-cytoplasm are pseudo colors to enhance visualization and both H2B and the cytoplasm were indeed red. Scale bar 25μm. (l) crosstalk plot showing the fluorescence intensity contributions of mfRFP and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (m) Acquired photobleaching reference traces of mCardinal and mfRFP-A in life HeLa-cell, n=5 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time (n), The input image was first refined via background subtraction (ImageJ) followed by denoising (Nikon Element AR software), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of mfRFP-H2B and Mito-mCardinal. (Scale-Bar 100um). (o) crosstalk plot showing the fluorescence intensity contributions of mCardinal and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (p) Simulation of TDM using Confocal microscope acquired photobleaching reference traces of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFP in fixed HeLa-cell, 25 frames long (q), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing three different but spectrally similar (far-red) fluorescent proteins of H2B-mCardina, H2B-mruby2 and H2B-mfRFP, and overlay image is a composite. (Scale-Bar 100um). (r) crosstalk plot showing the fluorescence intensity contributions of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFPin the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (s) Temporal domain multiplexing of six z-plain projection of two red fluorescent proteins(FPs). (A) Acquired photobleaching reference traces of mfRFP and mCardinal in life HeLa-cell, n=10 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time). (t) Demultiplexing of co-expressed Keratin-targeted mCardinal and H2B-targeted mfRFP in HeLa cell. the raw image (top) was supplied to MATLAB script for linear unmixing of each reference at each pixel, the Merge TDM image (bottom) is a composite of mfRFP-H2B and mCardinal-Keratin. The output image mfRFP-H2B and mCardinal-Keratin are products of linear un-mixing (Scale-Bar 100um) (u) 3D image obtained from the z-stack of the unmixed z-planes images.
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    TDM imaging of mammalian cells. (a) <t>Workflow</t> of temporal domain multiplexing, (i) Multi-frame time series acquisition of Hella cell co-transfect with two FPs expressed in the nucleus and cytoplasm, the Raw data set is processed by background subtraction and denoising to produce the input dataset, the input dataset is uploaded to the Temporal domain <t>multiplexing</t> <t>MATLAB</t> script for unmixing to produced output images of individual channels. (b) Phasor plot and lifetime for Mito-mCardinal (green) (1.593ns) and H2B-mfRFP (red) (0.922ns) (c) Reference photobleaching curve trace for Mito-mCardinal (green) and H2B-mfRFP (red). (d) Unmixing results of FLIM microscopy (top), The raw image was unmix using phasor plot analysis resulting in two different FPs Mito-mCardinal (green) and H2B-mfRFP (red) TDM (bottom) unmixing result from the raw image (gray) was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of Mito-mCardinal (green) and H2B-mfRFP (red). Scale bar 50µm. (e) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in FLIM mito-mCardinal channel (above) and FLIM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (f) Per pixel Line profile analysis of FLIM raw image (grey) and TDM raw image (orange) Statistics Spearman correlation (0.95859) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length (g) Per pixel Line profile analysis of FLIM mito-mCardinal image (grey) and TDM mito-mCardinal image (orange) Statistical Spearman correlation (0.88849) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (h) Per pixel Line profile analysis of FLIM H2B-mCardinal image (grey) and TDM H2B-mCardinal image (orange) Statistics Spearman correlation (0.881771) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (i) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in TDM mito-mCardinal channel (above) and TDM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (j) Simulation of Temporal domain multiplexing with two far-red fluorescent proteins, A 21-frame line plot obtained from previously acquired HeLa cell ROI illustrating the unique photobleaching curve of mfRFP and mfRFP-A that contribute to the overall signals, Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time. The line plot is subsequently used as reference trace for the unmixing algorithms (k)Acquired brief movie (Time series image) of HeLa cell expressing H2B-mfRFP and mfRFP-A-cytoplasm acquired using 594nmSoRA excitation laser channel. The unmixing result (MATLAB) the signal contribution of each FPS (OUTPUT) to their respective corresponding structures and the merged image depicting the complete HeLa cells structure (H2B and cytoplasm). Note that the image colors used above red-H2B and green-cytoplasm are pseudo colors to enhance visualization and both H2B and the cytoplasm were indeed red. Scale bar 25μm. (l) crosstalk plot showing the fluorescence intensity contributions of mfRFP and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (m) Acquired photobleaching reference traces of mCardinal and mfRFP-A in life HeLa-cell, n=5 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time (n), The input image was first refined via background subtraction (ImageJ) followed by denoising (Nikon Element AR software), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of mfRFP-H2B and Mito-mCardinal. (Scale-Bar 100um). (o) crosstalk plot showing the fluorescence intensity contributions of mCardinal and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (p) Simulation of TDM using Confocal microscope acquired photobleaching reference traces of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFP in fixed HeLa-cell, 25 frames long (q), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing three different but spectrally similar (far-red) fluorescent proteins of H2B-mCardina, H2B-mruby2 and H2B-mfRFP, and overlay image is a composite. (Scale-Bar 100um). (r) crosstalk plot showing the fluorescence intensity contributions of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFPin the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (s) Temporal domain multiplexing of six z-plain projection of two red fluorescent proteins(FPs). (A) Acquired photobleaching reference traces of mfRFP and mCardinal in life HeLa-cell, n=10 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time). (t) Demultiplexing of co-expressed Keratin-targeted mCardinal and H2B-targeted mfRFP in HeLa cell. the raw image (top) was supplied to MATLAB script for linear unmixing of each reference at each pixel, the Merge TDM image (bottom) is a composite of mfRFP-H2B and mCardinal-Keratin. The output image mfRFP-H2B and mCardinal-Keratin are products of linear un-mixing (Scale-Bar 100um) (u) 3D image obtained from the z-stack of the unmixed z-planes images.
    Imaris Image Processing Workflow, supplied by Oxford Instruments, used in various techniques. Bioz Stars score: 99/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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    DataLad Project datalad-based fairly big workflow for image data processing
    TDM imaging of mammalian cells. (a) <t>Workflow</t> of temporal domain multiplexing, (i) Multi-frame time series acquisition of Hella cell co-transfect with two FPs expressed in the nucleus and cytoplasm, the Raw data set is processed by background subtraction and denoising to produce the input dataset, the input dataset is uploaded to the Temporal domain <t>multiplexing</t> <t>MATLAB</t> script for unmixing to produced output images of individual channels. (b) Phasor plot and lifetime for Mito-mCardinal (green) (1.593ns) and H2B-mfRFP (red) (0.922ns) (c) Reference photobleaching curve trace for Mito-mCardinal (green) and H2B-mfRFP (red). (d) Unmixing results of FLIM microscopy (top), The raw image was unmix using phasor plot analysis resulting in two different FPs Mito-mCardinal (green) and H2B-mfRFP (red) TDM (bottom) unmixing result from the raw image (gray) was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of Mito-mCardinal (green) and H2B-mfRFP (red). Scale bar 50µm. (e) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in FLIM mito-mCardinal channel (above) and FLIM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (f) Per pixel Line profile analysis of FLIM raw image (grey) and TDM raw image (orange) Statistics Spearman correlation (0.95859) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length (g) Per pixel Line profile analysis of FLIM mito-mCardinal image (grey) and TDM mito-mCardinal image (orange) Statistical Spearman correlation (0.88849) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (h) Per pixel Line profile analysis of FLIM H2B-mCardinal image (grey) and TDM H2B-mCardinal image (orange) Statistics Spearman correlation (0.881771) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (i) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in TDM mito-mCardinal channel (above) and TDM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (j) Simulation of Temporal domain multiplexing with two far-red fluorescent proteins, A 21-frame line plot obtained from previously acquired HeLa cell ROI illustrating the unique photobleaching curve of mfRFP and mfRFP-A that contribute to the overall signals, Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time. The line plot is subsequently used as reference trace for the unmixing algorithms (k)Acquired brief movie (Time series image) of HeLa cell expressing H2B-mfRFP and mfRFP-A-cytoplasm acquired using 594nmSoRA excitation laser channel. The unmixing result (MATLAB) the signal contribution of each FPS (OUTPUT) to their respective corresponding structures and the merged image depicting the complete HeLa cells structure (H2B and cytoplasm). Note that the image colors used above red-H2B and green-cytoplasm are pseudo colors to enhance visualization and both H2B and the cytoplasm were indeed red. Scale bar 25μm. (l) crosstalk plot showing the fluorescence intensity contributions of mfRFP and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (m) Acquired photobleaching reference traces of mCardinal and mfRFP-A in life HeLa-cell, n=5 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time (n), The input image was first refined via background subtraction (ImageJ) followed by denoising (Nikon Element AR software), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of mfRFP-H2B and Mito-mCardinal. (Scale-Bar 100um). (o) crosstalk plot showing the fluorescence intensity contributions of mCardinal and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (p) Simulation of TDM using Confocal microscope acquired photobleaching reference traces of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFP in fixed HeLa-cell, 25 frames long (q), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing three different but spectrally similar (far-red) fluorescent proteins of H2B-mCardina, H2B-mruby2 and H2B-mfRFP, and overlay image is a composite. (Scale-Bar 100um). (r) crosstalk plot showing the fluorescence intensity contributions of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFPin the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (s) Temporal domain multiplexing of six z-plain projection of two red fluorescent proteins(FPs). (A) Acquired photobleaching reference traces of mfRFP and mCardinal in life HeLa-cell, n=10 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time). (t) Demultiplexing of co-expressed Keratin-targeted mCardinal and H2B-targeted mfRFP in HeLa cell. the raw image (top) was supplied to MATLAB script for linear unmixing of each reference at each pixel, the Merge TDM image (bottom) is a composite of mfRFP-H2B and mCardinal-Keratin. The output image mfRFP-H2B and mCardinal-Keratin are products of linear un-mixing (Scale-Bar 100um) (u) 3D image obtained from the z-stack of the unmixed z-planes images.
    Datalad Based Fairly Big Workflow For Image Data Processing, supplied by DataLad Project, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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    MathWorks Inc image processing and analysis workflow
    TDM imaging of mammalian cells. (a) <t>Workflow</t> of temporal domain multiplexing, (i) Multi-frame time series acquisition of Hella cell co-transfect with two FPs expressed in the nucleus and cytoplasm, the Raw data set is processed by background subtraction and denoising to produce the input dataset, the input dataset is uploaded to the Temporal domain <t>multiplexing</t> <t>MATLAB</t> script for unmixing to produced output images of individual channels. (b) Phasor plot and lifetime for Mito-mCardinal (green) (1.593ns) and H2B-mfRFP (red) (0.922ns) (c) Reference photobleaching curve trace for Mito-mCardinal (green) and H2B-mfRFP (red). (d) Unmixing results of FLIM microscopy (top), The raw image was unmix using phasor plot analysis resulting in two different FPs Mito-mCardinal (green) and H2B-mfRFP (red) TDM (bottom) unmixing result from the raw image (gray) was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of Mito-mCardinal (green) and H2B-mfRFP (red). Scale bar 50µm. (e) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in FLIM mito-mCardinal channel (above) and FLIM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (f) Per pixel Line profile analysis of FLIM raw image (grey) and TDM raw image (orange) Statistics Spearman correlation (0.95859) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length (g) Per pixel Line profile analysis of FLIM mito-mCardinal image (grey) and TDM mito-mCardinal image (orange) Statistical Spearman correlation (0.88849) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (h) Per pixel Line profile analysis of FLIM H2B-mCardinal image (grey) and TDM H2B-mCardinal image (orange) Statistics Spearman correlation (0.881771) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (i) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in TDM mito-mCardinal channel (above) and TDM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (j) Simulation of Temporal domain multiplexing with two far-red fluorescent proteins, A 21-frame line plot obtained from previously acquired HeLa cell ROI illustrating the unique photobleaching curve of mfRFP and mfRFP-A that contribute to the overall signals, Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time. The line plot is subsequently used as reference trace for the unmixing algorithms (k)Acquired brief movie (Time series image) of HeLa cell expressing H2B-mfRFP and mfRFP-A-cytoplasm acquired using 594nmSoRA excitation laser channel. The unmixing result (MATLAB) the signal contribution of each FPS (OUTPUT) to their respective corresponding structures and the merged image depicting the complete HeLa cells structure (H2B and cytoplasm). Note that the image colors used above red-H2B and green-cytoplasm are pseudo colors to enhance visualization and both H2B and the cytoplasm were indeed red. Scale bar 25μm. (l) crosstalk plot showing the fluorescence intensity contributions of mfRFP and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (m) Acquired photobleaching reference traces of mCardinal and mfRFP-A in life HeLa-cell, n=5 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time (n), The input image was first refined via background subtraction (ImageJ) followed by denoising (Nikon Element AR software), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of mfRFP-H2B and Mito-mCardinal. (Scale-Bar 100um). (o) crosstalk plot showing the fluorescence intensity contributions of mCardinal and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (p) Simulation of TDM using Confocal microscope acquired photobleaching reference traces of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFP in fixed HeLa-cell, 25 frames long (q), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing three different but spectrally similar (far-red) fluorescent proteins of H2B-mCardina, H2B-mruby2 and H2B-mfRFP, and overlay image is a composite. (Scale-Bar 100um). (r) crosstalk plot showing the fluorescence intensity contributions of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFPin the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (s) Temporal domain multiplexing of six z-plain projection of two red fluorescent proteins(FPs). (A) Acquired photobleaching reference traces of mfRFP and mCardinal in life HeLa-cell, n=10 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time). (t) Demultiplexing of co-expressed Keratin-targeted mCardinal and H2B-targeted mfRFP in HeLa cell. the raw image (top) was supplied to MATLAB script for linear unmixing of each reference at each pixel, the Merge TDM image (bottom) is a composite of mfRFP-H2B and mCardinal-Keratin. The output image mfRFP-H2B and mCardinal-Keratin are products of linear un-mixing (Scale-Bar 100um) (u) 3D image obtained from the z-stack of the unmixed z-planes images.
    Image Processing And Analysis Workflow, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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    KNIME GmbH image processing workflow
    TDM imaging of mammalian cells. (a) <t>Workflow</t> of temporal domain multiplexing, (i) Multi-frame time series acquisition of Hella cell co-transfect with two FPs expressed in the nucleus and cytoplasm, the Raw data set is processed by background subtraction and denoising to produce the input dataset, the input dataset is uploaded to the Temporal domain <t>multiplexing</t> <t>MATLAB</t> script for unmixing to produced output images of individual channels. (b) Phasor plot and lifetime for Mito-mCardinal (green) (1.593ns) and H2B-mfRFP (red) (0.922ns) (c) Reference photobleaching curve trace for Mito-mCardinal (green) and H2B-mfRFP (red). (d) Unmixing results of FLIM microscopy (top), The raw image was unmix using phasor plot analysis resulting in two different FPs Mito-mCardinal (green) and H2B-mfRFP (red) TDM (bottom) unmixing result from the raw image (gray) was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of Mito-mCardinal (green) and H2B-mfRFP (red). Scale bar 50µm. (e) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in FLIM mito-mCardinal channel (above) and FLIM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (f) Per pixel Line profile analysis of FLIM raw image (grey) and TDM raw image (orange) Statistics Spearman correlation (0.95859) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length (g) Per pixel Line profile analysis of FLIM mito-mCardinal image (grey) and TDM mito-mCardinal image (orange) Statistical Spearman correlation (0.88849) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (h) Per pixel Line profile analysis of FLIM H2B-mCardinal image (grey) and TDM H2B-mCardinal image (orange) Statistics Spearman correlation (0.881771) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (i) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in TDM mito-mCardinal channel (above) and TDM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (j) Simulation of Temporal domain multiplexing with two far-red fluorescent proteins, A 21-frame line plot obtained from previously acquired HeLa cell ROI illustrating the unique photobleaching curve of mfRFP and mfRFP-A that contribute to the overall signals, Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time. The line plot is subsequently used as reference trace for the unmixing algorithms (k)Acquired brief movie (Time series image) of HeLa cell expressing H2B-mfRFP and mfRFP-A-cytoplasm acquired using 594nmSoRA excitation laser channel. The unmixing result (MATLAB) the signal contribution of each FPS (OUTPUT) to their respective corresponding structures and the merged image depicting the complete HeLa cells structure (H2B and cytoplasm). Note that the image colors used above red-H2B and green-cytoplasm are pseudo colors to enhance visualization and both H2B and the cytoplasm were indeed red. Scale bar 25μm. (l) crosstalk plot showing the fluorescence intensity contributions of mfRFP and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (m) Acquired photobleaching reference traces of mCardinal and mfRFP-A in life HeLa-cell, n=5 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time (n), The input image was first refined via background subtraction (ImageJ) followed by denoising (Nikon Element AR software), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of mfRFP-H2B and Mito-mCardinal. (Scale-Bar 100um). (o) crosstalk plot showing the fluorescence intensity contributions of mCardinal and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (p) Simulation of TDM using Confocal microscope acquired photobleaching reference traces of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFP in fixed HeLa-cell, 25 frames long (q), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing three different but spectrally similar (far-red) fluorescent proteins of H2B-mCardina, H2B-mruby2 and H2B-mfRFP, and overlay image is a composite. (Scale-Bar 100um). (r) crosstalk plot showing the fluorescence intensity contributions of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFPin the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (s) Temporal domain multiplexing of six z-plain projection of two red fluorescent proteins(FPs). (A) Acquired photobleaching reference traces of mfRFP and mCardinal in life HeLa-cell, n=10 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time). (t) Demultiplexing of co-expressed Keratin-targeted mCardinal and H2B-targeted mfRFP in HeLa cell. the raw image (top) was supplied to MATLAB script for linear unmixing of each reference at each pixel, the Merge TDM image (bottom) is a composite of mfRFP-H2B and mCardinal-Keratin. The output image mfRFP-H2B and mCardinal-Keratin are products of linear un-mixing (Scale-Bar 100um) (u) 3D image obtained from the z-stack of the unmixed z-planes images.
    Image Processing Workflow, supplied by KNIME GmbH, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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    MathWorks Inc matlab-based image processing workflow
    TDM imaging of mammalian cells. (a) <t>Workflow</t> of temporal domain multiplexing, (i) Multi-frame time series acquisition of Hella cell co-transfect with two FPs expressed in the nucleus and cytoplasm, the Raw data set is processed by background subtraction and denoising to produce the input dataset, the input dataset is uploaded to the Temporal domain <t>multiplexing</t> <t>MATLAB</t> script for unmixing to produced output images of individual channels. (b) Phasor plot and lifetime for Mito-mCardinal (green) (1.593ns) and H2B-mfRFP (red) (0.922ns) (c) Reference photobleaching curve trace for Mito-mCardinal (green) and H2B-mfRFP (red). (d) Unmixing results of FLIM microscopy (top), The raw image was unmix using phasor plot analysis resulting in two different FPs Mito-mCardinal (green) and H2B-mfRFP (red) TDM (bottom) unmixing result from the raw image (gray) was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of Mito-mCardinal (green) and H2B-mfRFP (red). Scale bar 50µm. (e) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in FLIM mito-mCardinal channel (above) and FLIM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (f) Per pixel Line profile analysis of FLIM raw image (grey) and TDM raw image (orange) Statistics Spearman correlation (0.95859) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length (g) Per pixel Line profile analysis of FLIM mito-mCardinal image (grey) and TDM mito-mCardinal image (orange) Statistical Spearman correlation (0.88849) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (h) Per pixel Line profile analysis of FLIM H2B-mCardinal image (grey) and TDM H2B-mCardinal image (orange) Statistics Spearman correlation (0.881771) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (i) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in TDM mito-mCardinal channel (above) and TDM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (j) Simulation of Temporal domain multiplexing with two far-red fluorescent proteins, A 21-frame line plot obtained from previously acquired HeLa cell ROI illustrating the unique photobleaching curve of mfRFP and mfRFP-A that contribute to the overall signals, Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time. The line plot is subsequently used as reference trace for the unmixing algorithms (k)Acquired brief movie (Time series image) of HeLa cell expressing H2B-mfRFP and mfRFP-A-cytoplasm acquired using 594nmSoRA excitation laser channel. The unmixing result (MATLAB) the signal contribution of each FPS (OUTPUT) to their respective corresponding structures and the merged image depicting the complete HeLa cells structure (H2B and cytoplasm). Note that the image colors used above red-H2B and green-cytoplasm are pseudo colors to enhance visualization and both H2B and the cytoplasm were indeed red. Scale bar 25μm. (l) crosstalk plot showing the fluorescence intensity contributions of mfRFP and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (m) Acquired photobleaching reference traces of mCardinal and mfRFP-A in life HeLa-cell, n=5 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time (n), The input image was first refined via background subtraction (ImageJ) followed by denoising (Nikon Element AR software), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of mfRFP-H2B and Mito-mCardinal. (Scale-Bar 100um). (o) crosstalk plot showing the fluorescence intensity contributions of mCardinal and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (p) Simulation of TDM using Confocal microscope acquired photobleaching reference traces of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFP in fixed HeLa-cell, 25 frames long (q), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing three different but spectrally similar (far-red) fluorescent proteins of H2B-mCardina, H2B-mruby2 and H2B-mfRFP, and overlay image is a composite. (Scale-Bar 100um). (r) crosstalk plot showing the fluorescence intensity contributions of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFPin the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (s) Temporal domain multiplexing of six z-plain projection of two red fluorescent proteins(FPs). (A) Acquired photobleaching reference traces of mfRFP and mCardinal in life HeLa-cell, n=10 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time). (t) Demultiplexing of co-expressed Keratin-targeted mCardinal and H2B-targeted mfRFP in HeLa cell. the raw image (top) was supplied to MATLAB script for linear unmixing of each reference at each pixel, the Merge TDM image (bottom) is a composite of mfRFP-H2B and mCardinal-Keratin. The output image mfRFP-H2B and mCardinal-Keratin are products of linear un-mixing (Scale-Bar 100um) (u) 3D image obtained from the z-stack of the unmixed z-planes images.
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    TDM imaging of mammalian cells. (a) Workflow of temporal domain multiplexing, (i) Multi-frame time series acquisition of Hella cell co-transfect with two FPs expressed in the nucleus and cytoplasm, the Raw data set is processed by background subtraction and denoising to produce the input dataset, the input dataset is uploaded to the Temporal domain multiplexing MATLAB script for unmixing to produced output images of individual channels. (b) Phasor plot and lifetime for Mito-mCardinal (green) (1.593ns) and H2B-mfRFP (red) (0.922ns) (c) Reference photobleaching curve trace for Mito-mCardinal (green) and H2B-mfRFP (red). (d) Unmixing results of FLIM microscopy (top), The raw image was unmix using phasor plot analysis resulting in two different FPs Mito-mCardinal (green) and H2B-mfRFP (red) TDM (bottom) unmixing result from the raw image (gray) was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of Mito-mCardinal (green) and H2B-mfRFP (red). Scale bar 50µm. (e) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in FLIM mito-mCardinal channel (above) and FLIM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (f) Per pixel Line profile analysis of FLIM raw image (grey) and TDM raw image (orange) Statistics Spearman correlation (0.95859) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length (g) Per pixel Line profile analysis of FLIM mito-mCardinal image (grey) and TDM mito-mCardinal image (orange) Statistical Spearman correlation (0.88849) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (h) Per pixel Line profile analysis of FLIM H2B-mCardinal image (grey) and TDM H2B-mCardinal image (orange) Statistics Spearman correlation (0.881771) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (i) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in TDM mito-mCardinal channel (above) and TDM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (j) Simulation of Temporal domain multiplexing with two far-red fluorescent proteins, A 21-frame line plot obtained from previously acquired HeLa cell ROI illustrating the unique photobleaching curve of mfRFP and mfRFP-A that contribute to the overall signals, Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time. The line plot is subsequently used as reference trace for the unmixing algorithms (k)Acquired brief movie (Time series image) of HeLa cell expressing H2B-mfRFP and mfRFP-A-cytoplasm acquired using 594nmSoRA excitation laser channel. The unmixing result (MATLAB) the signal contribution of each FPS (OUTPUT) to their respective corresponding structures and the merged image depicting the complete HeLa cells structure (H2B and cytoplasm). Note that the image colors used above red-H2B and green-cytoplasm are pseudo colors to enhance visualization and both H2B and the cytoplasm were indeed red. Scale bar 25μm. (l) crosstalk plot showing the fluorescence intensity contributions of mfRFP and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (m) Acquired photobleaching reference traces of mCardinal and mfRFP-A in life HeLa-cell, n=5 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time (n), The input image was first refined via background subtraction (ImageJ) followed by denoising (Nikon Element AR software), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of mfRFP-H2B and Mito-mCardinal. (Scale-Bar 100um). (o) crosstalk plot showing the fluorescence intensity contributions of mCardinal and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (p) Simulation of TDM using Confocal microscope acquired photobleaching reference traces of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFP in fixed HeLa-cell, 25 frames long (q), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing three different but spectrally similar (far-red) fluorescent proteins of H2B-mCardina, H2B-mruby2 and H2B-mfRFP, and overlay image is a composite. (Scale-Bar 100um). (r) crosstalk plot showing the fluorescence intensity contributions of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFPin the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (s) Temporal domain multiplexing of six z-plain projection of two red fluorescent proteins(FPs). (A) Acquired photobleaching reference traces of mfRFP and mCardinal in life HeLa-cell, n=10 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time). (t) Demultiplexing of co-expressed Keratin-targeted mCardinal and H2B-targeted mfRFP in HeLa cell. the raw image (top) was supplied to MATLAB script for linear unmixing of each reference at each pixel, the Merge TDM image (bottom) is a composite of mfRFP-H2B and mCardinal-Keratin. The output image mfRFP-H2B and mCardinal-Keratin are products of linear un-mixing (Scale-Bar 100um) (u) 3D image obtained from the z-stack of the unmixed z-planes images.

    Journal: bioRxiv

    Article Title: A Set of Novel Far-Red Fluorescent Proteins for Temporal Domain Multiplexing and Super-Resolution Imaging

    doi: 10.1101/2025.06.01.657196

    Figure Lengend Snippet: TDM imaging of mammalian cells. (a) Workflow of temporal domain multiplexing, (i) Multi-frame time series acquisition of Hella cell co-transfect with two FPs expressed in the nucleus and cytoplasm, the Raw data set is processed by background subtraction and denoising to produce the input dataset, the input dataset is uploaded to the Temporal domain multiplexing MATLAB script for unmixing to produced output images of individual channels. (b) Phasor plot and lifetime for Mito-mCardinal (green) (1.593ns) and H2B-mfRFP (red) (0.922ns) (c) Reference photobleaching curve trace for Mito-mCardinal (green) and H2B-mfRFP (red). (d) Unmixing results of FLIM microscopy (top), The raw image was unmix using phasor plot analysis resulting in two different FPs Mito-mCardinal (green) and H2B-mfRFP (red) TDM (bottom) unmixing result from the raw image (gray) was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of Mito-mCardinal (green) and H2B-mfRFP (red). Scale bar 50µm. (e) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in FLIM mito-mCardinal channel (above) and FLIM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (f) Per pixel Line profile analysis of FLIM raw image (grey) and TDM raw image (orange) Statistics Spearman correlation (0.95859) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length (g) Per pixel Line profile analysis of FLIM mito-mCardinal image (grey) and TDM mito-mCardinal image (orange) Statistical Spearman correlation (0.88849) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (h) Per pixel Line profile analysis of FLIM H2B-mCardinal image (grey) and TDM H2B-mCardinal image (orange) Statistics Spearman correlation (0.881771) the y-axis represents the normalized fluorescence intensity, and the x-axis represent the length. (i) Cross-talk plot showing the fluorescence intensity contribution of mito (magenta) and H2B (red) in TDM mito-mCardinal channel (above) and TDM mfRFP channel (below), in each plot, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (j) Simulation of Temporal domain multiplexing with two far-red fluorescent proteins, A 21-frame line plot obtained from previously acquired HeLa cell ROI illustrating the unique photobleaching curve of mfRFP and mfRFP-A that contribute to the overall signals, Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time. The line plot is subsequently used as reference trace for the unmixing algorithms (k)Acquired brief movie (Time series image) of HeLa cell expressing H2B-mfRFP and mfRFP-A-cytoplasm acquired using 594nmSoRA excitation laser channel. The unmixing result (MATLAB) the signal contribution of each FPS (OUTPUT) to their respective corresponding structures and the merged image depicting the complete HeLa cells structure (H2B and cytoplasm). Note that the image colors used above red-H2B and green-cytoplasm are pseudo colors to enhance visualization and both H2B and the cytoplasm were indeed red. Scale bar 25μm. (l) crosstalk plot showing the fluorescence intensity contributions of mfRFP and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (m) Acquired photobleaching reference traces of mCardinal and mfRFP-A in life HeLa-cell, n=5 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time (n), The input image was first refined via background subtraction (ImageJ) followed by denoising (Nikon Element AR software), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing two different but spectrally similar (far-red) fluorescent proteins. the output image is a composite of mfRFP-H2B and Mito-mCardinal. (Scale-Bar 100um). (o) crosstalk plot showing the fluorescence intensity contributions of mCardinal and mfRFP-A in the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (p) Simulation of TDM using Confocal microscope acquired photobleaching reference traces of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFP in fixed HeLa-cell, 25 frames long (q), the input image was supplied to MATLAB script for linear unmixing of each reference at each pixel (the input images are brief movies obtained from single channel imaging(red), containing three different but spectrally similar (far-red) fluorescent proteins of H2B-mCardina, H2B-mruby2 and H2B-mfRFP, and overlay image is a composite. (Scale-Bar 100um). (r) crosstalk plot showing the fluorescence intensity contributions of H2B-mCardinal, H2B-mRuby2 and H2B-mfRFPin the TDM output channels, the y-axis represents the fluorescence intensity of selected pixel, and the x-axis represent the fluorophore in each channel. (s) Temporal domain multiplexing of six z-plain projection of two red fluorescent proteins(FPs). (A) Acquired photobleaching reference traces of mfRFP and mCardinal in life HeLa-cell, n=10 cells from 2 briefed movies, 41 frames long, from 1 cell culture batch. Data are shown as ± mean standard deviation SD. Illumination(594nm at 100% laser power, 500ms Exposure time). (t) Demultiplexing of co-expressed Keratin-targeted mCardinal and H2B-targeted mfRFP in HeLa cell. the raw image (top) was supplied to MATLAB script for linear unmixing of each reference at each pixel, the Merge TDM image (bottom) is a composite of mfRFP-H2B and mCardinal-Keratin. The output image mfRFP-H2B and mCardinal-Keratin are products of linear un-mixing (Scale-Bar 100um) (u) 3D image obtained from the z-stack of the unmixed z-planes images.

    Article Snippet: The workflow integrated raw image preprocessing, computational decomposition, and validation using MATLAB (MathWorks R2020b), Nikon NIS-Elements AR (version 5.30.00 64-bit), and Leica STELLARIS FLIM microscopy.

    Techniques: Imaging, Multiplexing, Produced, Microscopy, Fluorescence, Standard Deviation, Expressing, Cell Culture, Software