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Halo image analysis platform

Manufactured by Indica Labs
Sourced in United States, Germany

The HALO image analysis platform is a comprehensive software solution designed for high-performance digital pathology and quantitative image analysis. It provides advanced tools for the analysis of histological and microscopic images.

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82 protocols using halo image analysis platform

1

Quantitative Analysis of Retinal Layers

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IHC slides were scanned with Aperio at ×40 magnification, and scans were analyzed with the HALO image analysis platform (Indica labs, Albuquerque, New Mexico, USA). Analysis setting was Area quantification v1.0, and the area to be analyzed was assigned with circular annotation layers placed over the ONL and RPE layer in macula region.
RNAscope slides were scanned with Aperio at ×40 magnification, and scans were analyzed with the HALO image analysis platform (Indica Labs, Albuquerque, New Mexico, USA) using the Chromogenic RNA ISH Module. This allowed for thresholding and detection of positive probe staining on a single-cell basis to quantify average number of probe copies per cell. The area to be analyzed was assigned with circular annotation layers placed over all the layers in macula region.
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2

Quantitative Immunohistochemistry Analysis of Skin Biopsies in tCTCL

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An 80-core tissue microarray (TMA) was built using skin biopsies from 21 tCTCL patients (64 tissue cores, including 16 patients with matched PP and TT) and additional 9 patients with PP lesions and no history of LCT (16 tissue cores). ROIs were selected based on the most lymphoid-dense/representative area in the tissue. Quantitative Image Analysis was performed using the HALO Image Analysis Platform (Indica Labs, Albuquerque, NM).
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3

Automated Imaging and Analysis of β-Gal Stained Cells

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β-gal stained slices were imaged using an Olympus Research Slide Scanner VS.200 (Olympus, PA, United States) using a 10x magnification objective. Using Olympus ASW software, regions of interest were identified from coronal images and cropped for image analysis. Images were transferred to HALO image analysis platform (Indica Labs, NM, United States) and β-gal containing cells were automatically identified based expression of indigo blue staining and on soma size and roundness. The automated identification of β-gal positive (β-gal+) cells was verified using hand-counted images with over 95% reliability between observation methods.
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4

Immunohistochemical Analysis of Tumor Biomarkers

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Tissues were fixed in 10% formalin (Sigma-Aldrich) for 24 h and replaced by 70% ethanol (Decon Laboratories) and then processed and embedded into blocks. Immunohistochemical staining was performed on 4-μm sections of the tissue slides on an automated Leica Bond Rx system, with antibody granzyme B (EPR20129-217, rabbit monoclonal; Abcam) at 1:250 for 60 min, PD-L1 (E1L3N, rabbit monoclonal; Cell Signaling Technology) at 1:200 for 60 min, and Ki67 (SP6, rabbit monoclonal; Biocare Medical) at 1:100 for 60 min. The sections were then treated according to the streptavidin-biotin-peroxidase complex method (Bond Polymer Refine Detection Kit; Leica Microsystems) with diaminobenzidine (DAB) as a chromogen and counterstained with hematoxylin.
Whole slide images were acquired from stained slides using a Vectra 3.0 Automated Quantitative Pathology Imaging System (Akoya Biosciences) and analyzed using Halo Image Analysis platform (Indica Labs).
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5

Immune Cell Analysis in Coronary Atherosclerosis

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Human coronary artery autopsy samples with adjacent perivascular adipose tissue from an HIV-positive and an HIV-negative donor with a similar degree of atherosclerosis, and from two HIV-positive donors with and without a recorded diagnosis of diabetes prior to death, were obtained from CVPath Institute Registry for immunohistochemical staining as previously published.83 (link) Briefly, the artery segments were fixed in formalin, and 2 to 3 millimeter segments were embedded in paraffin. Sections of 5 microns thick were cut from each of the segments and mounted on slides. Immunohistochemistry for CD4, CX3CR1 and granzyme B were performed on the sections using Ventana DISCOVERY Ultra system (Roche). Slides were incubated with CX3CR1 antibody (Abcam ab8021, 1:1000 dilution), CD4 (Roche, 790-4423, pre-diluted) or anti-granzyme B (LifeSpan Biosciences LS-B7602) and developed by the NovaRed kit (Vector Laboratories). The images were captured by Axio Scan. Z1 (Zeiss, Germany) using a 20X objective, and images were processed and prepared on the HALO image analysis platform (Indica Labs, Corrales, NM).
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6

Quantification of proNGF Immunohistochemistry

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For quantification of proNGF staining, TMA slides were digitized at 200x absolute resolution using an Aperio AT2 scanner (Leica Biosystems, Victoria, Australia). Quantitative IHC analyses were performed using the Halo™ image analysis platform (Indica Labs, New Mexico, USA) under the supervision of a pathologist (MMW). The pixel intensities of DAB staining were calculated using the Area Quantification algorithm. Pixel intensity values were then used to determine the h-scores for each core (index calculated as the sum of 3 x % of pixels with strong staining + 2 x % of pixels with intermediate staining + 1 x % pixels with weak staining). To compare proNGF levels across the cohort, the h-scores were used to divide cases into 4 categories (0 = h-score <25, 1 = h-score 25-50, 2 = h-score 50-75, 3 = h-score >75).
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7

Quantifying CPT1A Expression in Colon Cancer

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Paraffin-embedded colon cancer patient specimens were obtained from the Biospecimen Procurement and Translational Pathology Shared Resource Facility of the Markey Cancer Center. The diagnosis and staging of each cancer case were confirmed by pathologist. IHC staining of paraffin-embedded tissue sections was performed as previously described8 (link),17 (link). The CPT1A antibody (#12252) was obtained from Cell Signaling. The stained sections were visualized using a Nikon Eclipse 80i upright microscope. To quantify the relative CPT1A expression levels, pixel intensity values were used to define the percentage of tumor cells with positive staining using the HALO image analysis platform (Indica Labs).
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8

Quantification of Immunohistochemical Staining

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Quantification of staining intensities was performed as previously described34 (link) using the Aperio AT2 scanner (Leica Biosystems, Victoria, Australia) and the Halo™ image analysis platform (Indica Labs, New Mexico, USA) under the supervision of a pathologist (MMW). Pixel intensity values were used to determine the h-scores for each core (index calculated as the sum of 3x% of pixels with strong staining +2x% of pixels with intermediate staining +1x% pixels with weak staining). Each core of the TMAs was investigated and the data were then submitted to statistical analysis.
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9

Prostate Immune Cell Profiling

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High resolution-whole tissue scans were uploaded into HALO® Image Analysis Platform (Indica Labs) software for cell densitometry analysis. Whole tissue sections for all samples were spatially segmented within the software according to the different prostate lobes [88 (link)]. However, the dorsal-lateral prostate (DLP) lobes and the ventral prostate (VP) lobes were enlarged and, in all cases, fused to the anterior prostate (AP) lobes, making it challenging to differentiate the different prostate lobes accurately. Therefore, the tissue was segmented either as AP lobes or as VP + DLP lobes for cell densitometry analysis. Identification of the AP lobes was easy as the disease is mainly manifested in these lobes. Prostatic glands were excluded from the analysis due to the high autofluorescence.
Cell segmentation was performed based on DAPI counter-stain. Cells were counted within either the AP lobes or VP + DLP lobes according to four cell phenotypes: (i) DAPI+CD4+CD8-B220- (also referred as CD4+ cells); (ii) DAPI+CD4-CD8+FOXP3-B220- (also referred as CD8+ cells); (iii) DAPI+ CD4+CD8-FOXP3+B220- (also referred as Tregs); and (iv) DAPI+CD4-CD8-FOXP3-B220+ (also referred as B cells). The number of identified cells in each tissue zone was normalized to the total surface area to generate cell densities.
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10

Quantifying Immune Cell Profiles in Tumor, Intestine, and Spleen Tissues

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Immunohistochemical (IHC) staining was performed on tumor, intestinal and spleen tissues to quantify changes in immune cells (CD4 + T, CD8 + T, MPO-positive neutrophils, and F4/80-positive macrophages). The sections were then deparaffinized and rehydrated. Endogenous peroxidase activity was blocked with 3 % hydrogen peroxide for 30 min at room temperature. Nonspecific binding was reduced by incubation with 10 % normal goat serum for 30 min. The sections were then incubated with rabbit antibody anti-CD4 (CST, Massachusetts, Cat. 25229, 1:125 dilution), anti-CD8 (Abcam, Cambridge, Cat. ab209775, 1:100 dilution), anti-MPO (Abcam, Cambridge, Cat. ab208670, 1:2000 dilution), or anti-F4/80 (CST, Massachusetts, Cat. 70076; 1:500 dilution) overnight at 4 °C. This was followed by a 45-min incubation with secondary antibodies. Immunoreactivity was revealed using the diaminobenzidine chromogen reaction. The detailed information on primary and secondary antibodies used for IHC staining is summarized in the Supplementary TableA2.
The IHC sections were scanned using a KF-PRO-020 whole slide scanner (KFBIO, Ningbo, China) and then analyzed using the HALO image analysis platform (Indica Labs, Albuquerque, NM, USA), as described in our previous publication [4] (link).
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