The TMA Add-on provides a productivity-enhancing workflow for tissue microarray analysis by enabling automated, high-throughput segmentation and batch analysis of whole slide TMA images. The add-on can be used in conjunction with any of our cell-based analysis modules for brightfield or fluorescence and can be used with HALO AI or the Tissue Classifier Add-on for tumor detection. In combination, these tools enable automatic identification of tumor and quantify cell-based IHC, ISH, or immunofluorescence assays within just the relevant tumor regions, eliminating the need for manual exclusion of non-tumor regions.
File formats supported by the HALO image analysis platform:
- Non-proprietary (JPG, TIF, OME.TIFF)
- Nikon (ND2)
- 3D Histech (MRXS)
- Akoya (QPTIFF, component TIFF)
- Olympus / Evident (VSI)
- Hamamatsu (NDPI, NDPIS)
- Aperio (SVS, AFI)
- Zeiss (CZI)
- Leica (SCN, LIF)
- Ventana (BIF)
- Philips (iSyntax, i2Syntax)
- KFBIO (KFB, KFBF)
- DICOM (DCM*)
*whole-slide images
Clustering Workflow eBook
Check out our collaborative eBook with Lunaphore to learn about an optimized workflow for extracting information from hyperplex datasets and illuminating changes in cellular neighborhoods using HALO, HALO AI, and the Lunaphore COMET platform.
Lunaphore COMET Hyperplex IF and HALO® Image Analysis eBook
Our collaborative eBook with Lunaphore shows how HALO and HALO AI, alongside the Lunaphore COMET instrument, enable a high-throughput workflow for phenotypic and spatial analysis of cells in the tumor microenvironment.
Spatial Characterization of the TME with Cell DIVE Multiplexed Imaging and HALO Image Analysis
Check out our collaborative poster with Cell Signaling Technology and Leica Microsystems to learn about a combined workflow for spatial analysis of the TME.
Clustering Workflow for Advanced Cell Phenotyping of Hyperplex IF Images
Download our collaborative poster with Lunaphore to learn about a clustering workflow that uses unsupervised learning for COMET™ images.
Lunaphore COMET Hyperplex IF and HALO® Image Analysis of the TME
Download our collaborative poster with Lunaphore to see how HALO and HALO AI, alongside the Lunaphore COMET instrument, enable a high throughput workflow for phenotypic and spatial analysis of cells in the tumor microenvironment.
Quantitative RNAscope™ Image Analysis Guide
From experimental design considerations to optimized setup of HALO image analysis parameters, our guide will help take your quantitative RNAscope™ image analysis to the next level.
HALO®, HALO AI, and HALO Link 3.6 Features and Functionalities
In this blog post, you can learn about some of the new features in these modules, where to find the user guides, tutorial videos, and
HALO® IMAGE ANALYSIS MASTERCLASS WEBINAR SERIES 2020
Summer of 2020 Indica Labs is excited to introduce our new HALO® Masterclass Webinar Series. Each masterclass webinar will offer a deep dive into a
Publication Spotlight
The table below includes publications that cite the TMA (Tissue Microarray) Add-on.
Your publication not on the list? Drop us an email to let us know about it!
| Title | Authors | Year | Journal | Application | HALO Modules | Product |
|---|---|---|---|---|---|---|
| Linking epigenetic signature and metabolic phenotype in IDH mutant and IDH wildtype diffuse glioma | Buran Y, Filipski K, Bernatz S, Baumgarten P, Roller B, Zinke J, Zeiner PS, Ilina E, Senft C, Ronellenfitsch MW, Plate KH, B‰hr O, Hattingen E, Steinbach JP, Mittelbron M, Harter PN | 2020 | Neuropathology and Applied Neurobiology | Neuroscience | Multiplex IHC, TMA | HALO |
| The role of WNT10B in normal prostate gland development and prostate cancer | Madueke I, Hu W-Y, Hu D, Swanson SM, Griend DV, Abern M, Prins GS | 2019 | The Prostate | Oncology | Multiplex IHC, TMA | HALO |
| Tumor cell PD-L1 expression is a strong predictor of unfavorable prognosis in immune checkpoint therapy-naive clear cell renal cell cancer | Mˆller K, Fraune C, Blessin NC, Lennartz M, Kluth M, Hube-Magg C, Lindhorst L, Dahlem R, Fisch M, Eichenauer T, Riechardt S, Simon R, Sauter G, B¸scheck F, Hˆppner W, Matthies C, Doh O, Krech T, Marx AH, Zecha H, Rink M, Steurer S, Clauditz TS | 2021 | International Urology and Nephrology | Immuno-oncology | Multiplex IHC, TMA | HALO |
| Prognostic role of proliferating CD8+ cytotoxic Tcells in human cancers | Blessin NC, Li W, Mandelkow T, Jansen HL, Yang C, Raedler JB, Simon R, B¸scheck F, Dum D, Luebke AM, Hinsch A, Mˆller K, Menz A, Bernreuther C, Lebok P, Clauditz T, Sauter G, Marx A, Uhlig R, Wilczak W, Minner S, Krech T, Fraune C, Hˆflmayer D, Burandt E, Steurer S | 2021 | Cellular Oncology | Immuno-oncology | Highplex FL, TMA | HALO |
| Tertiary lymphoid structures critical for prognosis in endometrial cancer patients - a TransPORTEC study | Horeweg N, Workel, H, Loiero D, Church D, Vermij L, LÈon-Castillo A, Krog R, de Boer S, Nout R, Powel M, Mileshkin L, MacKay H, Leary A, Singh N, J¸rgenliemk-Schulz I, Creutzberg C, Koelzer V, Nijman H, Bosse T, Bruyn M | 2021 | Research Square | Multiplex IHC, TMA | HALO AI | |
| Genomic analysis of Vascular Invasion in Hepatocellular Carcinoma (HCC) Reveals Molecular Drivers and Predictive Biomarkers | Krishnan MS, Rajan KD A, Park J, Arjunan V, Marques FJG, Bermudez A, Girvan OA, Hoang NS, Yin J, Nguyen MH, Kothary N, Pitteri S, Felsher DW, Dhanasekaran R | 2020 | Hepatology | Oncology | Multiplex IHC, TMA | HALO |
| T-regulatory cells predict clinical outcome in soft tissue sarcoma patients: a clinico-pathological study | Smolle M, Herbsthofer L, Granegger B, Goda M, Brcic I, Bergovec M, Scheipl S, Prietl B, Pichler M, Gerger A, Rossmann C, Riedl J, Tomberger M, LÛpez-GarcÌa P, El-Heliebi A, Leithner A, Liegl-Atzwanger B, Szkandera J | 2021 | British Journal of Cancer | Oncology | Highplex FL, TMA | HALO |
| PIK3CA mutation and CNV status and post-chemoradiotherapy survival in patients with cervical cancer | Martell K, McIntyre JB, Kornaga EN, Chan AMY, Phan T, Kobel M, Enwere EK, Dean ML, Ghatage P, Lees-Miller SP, Doll CM | 2020 | Gynecologic Oncology | Oncology | Classifier, Highplex FL, TMA | HAO |
| Tissue-resident FOLR2+ macrophages associate with tumor-infiltrating CD8+ T cells and with increased survival of breast cancer patients | Ramos, R, Missolo-Koussou Y, Gerber-Ferder Y, Bromley C, Bugatti M, Nunez N, Tosello J, Richer W, Denizeau J, Sedlik C, Caudana P, Kotsias F, Niborski L, Viel S, Bohec M, Lameiras S, Baulande S, Lesage L, Nicolas A, Mesure D, Vincent-Salomon A, Reyal F, Dutertre C, Ginhoux F, Vimeux L, Donnadieu E, Buttard B, Galon J, Zelenay S, Vermi W, Guermonprez P, Piaggio E, Helft J | 2021 | bioRxiv | Immuno-oncology | Cytonuclear, Highplex FL, TMA | HALO |
| Nuclear expression of pSTAT3Tyr705†and pSTAT3Ser727†in the stromal compartment of localized hormone-naÔve prostate cancer | Marginean F, Hellsten R, Krzyanowska A, Bjartell A | 2022 | Pathology - Research and Practice | Oncology | Cytonuclear, Multiplex IHC, TMA | HALO |
| Tertiary lymphoid structures critical for prognosis in endometrial cancer patients - a TransPORTEC study | Horeweg N, Workel, H, Loiero D, Church D, Vermij L, LÈon-Castillo A, Krog R, de Boer S, Nout R, Powel M, Mileshkin L, MacKay H, Leary A, Singh N, J¸rgenliemk-Schulz I, Creutzberg C, Koelzer V, Nijman H, Bosse T, Bruyn M | 2022 | Nature Communications | Oncology | Cytonuclear, Multiplex IHC, TMA | HALO, HALO AI |
| Genomic and single-cell landscape reveals novel drivers and therapeutic vulnerabilities of transformed cutaneous T-cell lymphoma | Song X, Chang S, Seminario-Vidal L, de Mingo Pulido A, Tordesillas L, Song X, Reed R, Harkins A, Whiddon S, Nguyen J, Segura C, Zhang C, Yoder S, Sayegh Z, Zhao Y, Messina J, Harro C, Zhang X, Conejo-Garcia J, Berglund A, Sokol L, Zhang J, Rodriguez P, Mule J, Futreal A, Tsai K, Chen P | 2022 | Cancer Discovery | Oncology | Cytonuclear, Highplex FL, TMA | HALO |
| Multiplex Immunohistochemical Phenotyping of T Cells in Primary Prostate Cancer | Ozbek B, Ertunc O, Erickson A, Vidal I, Gomes-Alexandre C, Guner G, Hicks J, Jones T, Taube J, Sfanos K, Yegnasubramanian S, DeMarzo A | 2022 | The Prostate | Immuno-oncology | Classifier, Cytonuclear, Highplex FL, Serial Section, Registration, Figure Maker, TMA | HALO |
| SPOP promotes cervical cancer progress by inducing PD-1 move away from PD-L1 in spatial localization | Wu J, Wu Y, Guo Q, Chen S, Wang S, Zhu J, Wu X, Ju X | 2022 | Research Square | Oncology | Cytonuclear, Spatial Analysis, Highplex FL, TMA | HALO |
| Type I interferon regulates proteolysis by macrophages to prevent immunopathology following viral infection | Lee A, Feng E, Chew M, Balint E, Poznanski S, Giles E, Zhang A, Marzok A, Revill S, Vahedi F, Dubey A, Ayaub E, Jimenez-Saiz R, McGrath J, Ritchie T, Jordana M, Jonigk D, Ackermann M, Ask K, Miller M, Richards C, Ashkar A | 2022 | PLOS Pathogens | Infectious Disease | Area Quantification, Multiplex IHC, TMA | HALO |
| Prognostic Integrated Image-Based Immune and Molecular Profiling in Early-Stage Endometrial Cancer | Horeweg N, de Bruyn M, Nout R, Stelloo E, Kedzierska K, Leon-Castillo A, Plat A, Mertz K, Osse M, Jurgenliemk-Schulz I, Lutgens L, Jobsen J, van der Steen-Banasik E, Smit V, Creutzberg C, Bosse T, Nijman H, Koelzer V, Church D | 2020 | Cancer Immunology Research | Oncology | Cytonuclear, Multiplex IHC, TMA | HALO, HALO AI |
| Prognostic image-based quantification of CD8CD103 T cell subsets in high-grade serous ovarian cancer patients | Paijens S, Vledder A, Loiero D, Duiker E, Bart J, Hendriks A, Jalving M, Workel H, Hollema H, Werner N, Plat A, Wisman G, Yigit R, Arts H, Kruse A, de Lange N, Koelzer V, Bruyn M, Nijman H | 2021 | OncoImmunology | Immuno-oncology | Cytonuclear, Multiplex IHC, TMA | HALO, HALO AI |
| Senescence-Associated Molecules and Tumor-Immune-Interactions as Prognostic Biomarkers in Colorectal Cancer | Kellers F, Fernandez A, Konykiewitz B, Schindeldecker M, Tagscherer K, Heintz A, Jesinghaus M, Roth W, Foersch S | 2022 | Frontiers in Medicine | Oncology | Classifier, Multiplex IHC, Spatial Analysis, Registration, TMA | HALO |
| A survey on artificial intelligence in histopathology image analysis | Abdelsamea M, Zidan U, Senousy Z, Gaber M, Rakha E, Ilyas M | 2022 | WIREs Data Mining and Knowledge Discovery | Review | Classifier, Cytonuclear, Figure Maker, TMA | HALO |
| LncRNA scaRNA2 bridges DNA end-resection to homologous recombination repair mediated chemoradioresistance | Yang Y, Chen Y, Shen H, Liu T, Cao K, Wan Z, Du Z, Wang H, Yu Y, Ma S, Li B, Zhang W, Cai J, Gao F | 2022 | Research Square | Oncology | Highplex FL, TMA | HALO |
| The proteomic landscape of glioblastoma recurrence reveals novel and targetable immunoregulatory drivers | Tatari N, Khan S, Livingstone J, Zhai K, Mckenna D, Ignatchenko V, Chokshi C, Gwynne W, Singh M, Revill S, Mikolajewicz N, Zhu C, Chan J, Hawkins C, Lu J, Provias J, Ask K, Morrissy S, Brown S, Weiss T, Weller M, Han H, Greenspoon J, Moffat J, Venugopal C, Boutros P | 2022 | Acta Neuropathologica | Oncology | Multiplex IHC, Figure Maker, TMA | HALO |
| The MK2/Hsp27 axis is a major survival mechanism for pancreatic ductal adenocarcinoma under genotoxic stress | Grierson P, Dodhiawala P, Cheng Y, Chen T, Khawar I, Wei Q, Zhang D, Li L, Herndon J, Monahan J, Ruzinova M, Lim K | 2021 | Science Translational Medicine | Oncology | Area Quantification, TMA | HALO |
| SIGLEC15 amplifies immunosuppressive properties of tumor-associated macrophages in pancreatic cancer | Li, T, Jin K, Li H, Ye L, Li P, Jiang B, Lin X, Liao Z, Zhang H, Shi S, Lin M, Fei Q, Xiao Z, Xu H, Liu L, Yu X, Wu W | 2022 | Cancer Letters | Immuno-oncology | Highplex FL, TMA | HALO |
| Developing a Nomogram for Preoperative Prediction of Cervical Cancer Lymph Node Metastasis by Multiplex Immunofluorescence | Wu J, Guo Q, Zhu J, Wu Y, Liang S Chen S, Wang S, Ju X, Wu X | 2022 | Authorea | Oncology | Spatial Analysis, Highplex FL, TMA | HALO |
| AKR1C3 regulated by NRF2/MAFG complex promotes proliferation via stabilizing PARP1 in hepatocellular carcinoma | Pan D, Yang W, Zeng Y, Qin H, Xu Y, Gui Y, Fan X, Tian G, Wu Y, Sun H, Ye Y, Yang S, Zhou J, Guo Q, Zhao L | 2022 | Oncogene | Oncology | Area Quantification, TMA | HALO |
| The chromatin remodeler CHD6 promotes colorectal cancer development by regulating TMEM65-mediated mitochondrial dynamics via EGF and Wnt signaling | Zhang B, Liu Q, Wen W, Gao H, Wei W, Tang A, Qin B, Lyu H, Meng X, Li K, Jin H, Yu F, Pan Q Lin J, Lee M | 2022 | Cell Discovery | Oncology | Multiplex IHC, TMA | HALO |
| Low CD8 T Cell Counts Predict Benefit from Hypoxia-Modifying Therapy in Muscle-Invasive Bladder Cancer | Smith V, Mukherjee D, Tsakiroglou A, Baker A, Mistry H, Choudhury A, Hoskin P, Illidge T, West C | 2022 | Cancers | Immuno-oncology | Highplex FL, TMA | HALO |
| NADK-mediated de novo NADP(H) synthesis is a metabolic adaptation essential for breast cancer metastasis | Ilter D, Drapela S, Schild T, Ward N, Adhikari E, Low V, Asara J, Oskarsson T, Lau E, DeNicola G, McReynolds M, Gomes A | 2023 | Redox Biology | Oncology, Metabolism | Classifier, Highplex FL, TMA | HALO |
| PD-1+CD8+ T Cells Proximal to PD-L1+CD68+ Macrophages Are Associated with Poor Prognosis in Pancreatic Ductal Adenocarcinoma Patients | Yang X, Wang G, Song Y, Zhuang T, Li Y, Xie Y, Fei X, Zhao Y, Xu D, Hu Y | 2023 | Cancers | Oncology, Immuno-oncology | Classifier, Spatial Analysis, Highplex FL, Registration, TMA | HALO |
| Differential expression of CD8 defines phenotypically distinct cytotoxic T cells in cancer and multiple sclerosis | Burkard T, Herrero San Juan M, Dreis C, Kiprina A, Namgaladze D, Siebenbrodt K, Luger S, Foerch C, Pfeilschifter J, Weigert A, Radeke H | 2023 | Clinical and Translational Medicine | Oncology, immunology | Classifier, Spatial Analysis, Highplex FL, TMA | HALO |
| The CD73 is induced by TGF-β1 triggered by nutrient deprivation and highly expressed in dedifferentiated human melanoma | Giraulo C, Turiello R, Orlando L, Leonardelli S, Landsberg J, Belvedere R, Rolshoven G, Muller C, Holzel M, Morello S | 2023 | Biomedicine & Pharmacotherapy | Oncology | Highplex FL, TMA | HALO, HALO AI |
| ATR-binding lncRNA ScaRNA2 promotes cancer resistance through facilitating efficient DNA end resection during homologous recombination repair | Chen Y, Shen H, Liu T, Cao K, Wan Z, Du Z, Wang H, Yu Y, Ma S, Lu E, Zhang W, Cai J, Gao F, Yang Y | 2023 | Journal of Experimental & Clinical Cancer Research | Oncology | Highplex FL, TMA | HALO |
| Aberrant gene activation in synovial sarcoma relies on SSX specificity and increased PRC1.1 stability | Benabdallah NS, Dalal V, Scott RW, Marcous F, Sotiriou A, Kommoss FKF, Pejkovska A, Gaspar L, Wagner L, Sánchez-Rivera FJ, Ta M, Thornton S, Nielsen TO, Underhill TM, Banito A | 2023 | Nature Structural & Molecular Biology | Oncology | Multiplex IHC, TMA | HALO, HALO AI |
| Vascular-Parenchymal Crosstalk Promotes Lung Fibrosis Through BMPR2 Signaling | Yanagihara T, Tsubouchi K, Zhou Q, Chong M, Otsubo K, Isshiki T, Schupp J, Sato S, Scallan C, Upagupta C, Revill S, Ayoub A, Chong S, Dvorkin-Gheva A, Kaminski N, Tikkanen J, Keshavjee S, Pare G, Guignabert C, Ask K, Kolb M | 2023 | American Journal of Respiratory and Critical Care Medicine | Fibrosis | Area Quantification, ISH, TMA | HALO |
| Intrinsic BMP inhibitor Gremlin regulates alveolar epithelial type II cell proliferation and differentiation | Yanagihara T, Zhou Q, Tsubouchi K, Revill S, Ayoub A, Gholiof M, Chong S, Dvorkin-Gheva A, Ask K, Shi W, Kolb M | 2023 | Biochemical and Biophysical Research Communications | Other | ISH, TMA | HALO |
| Targeting the ATF6-mediated ER stress response and autophagy blocks integrin-driven prostate cancer progression | Macke A, Pachikov A, Divita T, Morris M, LaGrange C, Holzapfel M, Kubyshkin A, Zyablitskaya E, Makalish T, Eremenko S, Qiu H, Riethoven J, Hemstreet G, Petrosyan A | 2023 | Molecular Cancer Research | Oncology | Classifier, Area Quantification, Multiplex IHC, TMA | HALO |
| FSCN1 and epithelial mesenchymal transformation transcription factor expression in human pancreatic intraepithelial neoplasia and ductal adenocarcinoma | Morris HT, Bamlet WR, Razidlo GL, Machesky LM | 2023 | Pathology - Research and Practice | Oncology | Cytonuclear, TMA | HALO |
| Positive regulatory loop of platelet-derived growth factor DD-induced STAT3 activation is associated with poor prognosis in advanced urothelial carcinoma | Ando K, Kurashina R, Motoi N, Iizuka T, Inoue M, Maruyama R, Mitani K, Takenobu H, Haruta M, Onuki R, Matsuoka Y, Kamijo T, Kageyama Y | 2023 | Biochemical and Biophysical Research Communications | Oncology | Multiplex IHC, TMA | HALO |
| A neutrophil extracellular traps-related classification predicts prognosis and response to immunotherapy in colon cancer | Feng C, Li Y, Tai Y, Zhang W, Wang H, Lian S, Jin-si-han E, Liu Y, Li X, Chen Q, He M, Lu Z | 2023 | Scientific Reports | Immuno-oncology | Spatial Analysis, Highplex FL, Figure Maker, TMA | HALO |
| CD15 Is a Risk Predictor and a Novel Target in Clear Cell Renal Cell Carcinoma | Stenzela PJ, Schindeldeckera MS, Seidmanna L, Herpel E, Hohenfellnere M, Hatiboglue G, Foerscha S, Porubskya S, Macher-Goeppingera S, Rotha W, Tagscherer KE | 2023 | Pathobiology | Oncology | Multiplex IHC, TMA | HALO |
| ERBB3 overexpression is enriched in diverse patient populations with castration-sensitive prostate cancer and is associated with a unique AR activity signature | Vellky J E, Kirkpatrick B J, Gutgesell L C, Morales M, Brown R M, Wu Y, Maienschein-Cline M, Notardonato L D, Weinfeld M S, Nguyen R H, Brister E, Sverdlov M, Liu L, Xu Z, Kregel S, Nonn L, Vander Griend D J, Reizine N M | 2024 | Clinical Cancer Research | Oncology | Area Quantification, TMA | HALO, HALO AI |
| Multiplex analysis of intratumoural immune infiltrate and prognosis in patients with stage II–III colorectal cancer from the SCOT and QUASAR 2 trials: a retrospective analysis | Frei AL, McGuigan A, Sinha RAK, Jabbar F, Gneo L, Tomasevic T, Harkin A, Iveson T, Saunders MP, Oien KA, Maka N, Pezzella F, Campo L, Browne M, Glaire M, Kildal W, Danielsen HE, Hay J, Edwards J, Sansom O, Kelly C, Tomlinson I, Kerr R, Kerr D, Domingo E, consortium T, Church DN, Koelzer VH | 2024 | The Lancet Oncology | Immuno-oncology | Area Quantification, Highplex FL, TMA | HALO, HALO AI |
| Single-cell and spatial multi-omics highlight effects of anti-integrin therapy across cellular compartments in ulcerative colitis | Mennillo E, Kim Y, Lee G, Rusu I, Patel R K, Dorman L C, Flynn E, Li S, Bain J L, Andersen C, Rao A, Tamaki S, Tsui J, Shen A, Lotstein M L, Rahim M, Naser M, Bernard-Vazquez F, Eckalbar W, Cho S, Beck K, El-Nachef N, Lewin S, Selvig D R, Terdiman J P, Mahadevan U, Oh D Y, Fragiadakis G K, Pisco A, Combes A J, Kattah M G | 2024 | Nature Communications | Immunology | ISH, Spatial Analysis, Highplex FL, TMA | HALO, HALO AI |
| N6-methyladenosine-modified circSLCO1B3 promotes intrahepatic cholangiocarcinoma progression via regulating HOXC8 and PD-L1 | Li J, Xu X, Xu K, Zhou X, Wu K, Yao Y, Liu Z, Chen C, Wang L, Sun Z, Jiao D, Han X | 2024 | Journal of Experimental & Clinical Cancer Research | Oncology | Area Quantification, FISH, Highplex, TMA | HALO |
| Single-cell resolution characterization of myeloid-derived cell states with implication in cancer outcome | Rapozo Guimarães G, Resk Maklouf G, Teixeira C, Santos L, Tessarollo N, Toledo N, Serain A, Lanna C, Pretti M, Vieira da Cruz J, Falchetti M, Dimas M, Filgueiras I, Cabral-Marques O, Ramos R, Macedo F, Rodrigues F, Bastos N, Silva J, Rocha E, Chaves C, Melo A, Moraes-Vieira P, Mori M, Boroni M | 2024 | Nature Communications | Immuno-oncology | Multiplex IHC, TMA | HALO |
Related HALO Modules
Quantify expression of an unlimited number of biomarkers in any cellular compartment - membrane, nucleus or cytoplasm.
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Quantify expression of up to five brightfield stains in any cellular compartment - membrane, nucleus or cytoplasm.
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Separate multiple tissue classes across a tissue using a learn-by-example approach. Can be used in conjunction with all other modules (fluorescent and brightfield) to select specific tissue classes for further analysis.
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