The Tissue Classifier Add-on utilizes a state-of-the-art machine learning algorithm to identify tissue types based on color, texture, and contextual features. Utilizing a “learn-by-example” approach, the user highlights a few distinct tissue types and within seconds the software learns to categorize tissue. The tissue classifier add-on module runs within/ is embedded in the HALO platform and can be used in conjunction with any of our cell-based analysis modules for BF or FL analysis, ultimately minimizing manual outlining of regions of interest.
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
Quantifying Immune Cells in the Tumor Microenvironment Using HALO® Spatial Analysis Tools
In this application note, we describe two HALO analysis tools that are used to quantify the distribution of immune cells relative to tumor cells in the tumor microenvironment, Proximity Analysis and Tumor Infiltration Analysis.
Publication Spotlight
The table below includes publications that cite the Tissue Classifier 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 |
|---|---|---|---|---|---|---|
| Understanding the impact of chemotherapy on the immune landscape of high-grade serous ovarian cancer | Vanguri R, Benhamida J, Young J, Li Y, Zivanovic O, Chi D, Snyder A, Hollmann T, Mager K | 2022 | Gynecologic Oncology Reports | Oncology | Classifier, Cytonuclear, Highplex FL | HALO |
| Fasting improves therapeutic response in hepatocellular carcinoma through p53-dependent metabolic synergism | Krstic J, Reinisch I, Schindlmaier K, Galhuber M, Riahi Z, Berger N, Kupper N, Moyschewitz E, Auer M, Michenthaler H, Nossing C, Repaoli M, Ramadani-Muja J, Usluer S, Stryeck S, Pichler M, Rinner B, Deutsch A, Reinisch A, Madl T, Chiozzi R, Heck A, Huch M, Malli R, Prokesch | 2022 | Science Advances | Oncology | Classifier | HALO |
| Therapeutic treatment with the anti-inflammatory drug candidate MW151 may partially reduce memory impairment and normalizes hippocampal metabolic markers in a mouse model of comorbid amyloid and vascular pathology | Braun D, Powell D, McLouth C, Roy S, Watterson D, Van Eldik | 2022 | PLOS One | Neruoscience | Classifier, Area Quantification | HALO |
| A selective and orally bioavailable VHL-recruiting PROTAC achieves SMARCA2 degradation in vivo | Kofink C, Trainor N, Mair B, Wrhrle S, Wurm M, Mischerikow N, Bader G, Rumpel K, Gerstberger T, Cui Y, Greb P, Garavel G, Scharnweber M, Fuchs J, Gremel G, Chette P, Hopf S, Budano N, Rinnenthal J, Gmaschitz G, Diers E, McLennan R, Roy M, Whitworth C, Vetma V, Mayer M, Koegl M, Ciulli A, Weinstabl H, Farnaby W | 2022 | Biological and Medicinal Chemistry | Classifier, Cytonuclear, Multiplex IHC | HALO | |
| Pancreas resident macrophage-induced fibrosis has divergent roles in pancreas inflammatory injury and PDAC | Baer J, Zuo C, Kang L, Alarcon de la Lastra A, Bocherding N, Knolhoff B, Bogner S, Zhu Y, Lewis M, Zhang N, Kim K, Fields R, Mills J, Ding L, Randolph G, DeNardo D | 2022 | bioRxiv | Fibrosis | Classifier, Area Quantification, Cytonuclear, Multiplex IHC, Highplex FL, Figure Maker | HALO |
| Fatal Neurodissemination and SARS-CoV-2 Tropism in K18-hACE2 Mice Is Only Partially Dependent on hACE2 Expression | Carossino M, Kenney D, O'Connell A, Montarnaro P, Tseng A, Gertje H, Grosz K, Ericsson M, Huber B, Kurnick S, Subramaniam S, Kirkland T, Walker J, Francis K, Klose A, Paragas N, Bosmann M, Saeed M, Balasuriya U, Douam F, Crossland N | 2022 | Viruses | Infectious Disease | Classifier, Area Quantification, Highplex FL | 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 |
| Genome-wide mapping of oncogenic pathways and genetic modifiers of chemotherapy using a high-risk hepatoblastoma genetic model | Fang J, Singh S, Natarajan S, Tillman H, Abuzaid A, Durbin A, Lee H, Wu Q, Steele J, Connelly J, Cheng C, Jin H, Chen W, Fan Y, Pruett-Miller S, Rehg J, Emmons J, Cairo S, Wang R, Glazer E, Murphy A, Chen T, Davidoff A, Easton J, Chen X, Yang J | 2022 | Research Square | Oncology | Classifier | HALO |
| Loss of ubiquitin-specific peptidase 18 destabilizes 14-3-3? protein and represses lung cancer metastasis | Chen Z, Zheng L, Chen Y, Liu X, Kawakami M, Mustachi L, Roszik J, Ferry-Galow K, Parchment R, Liu X, Andresson T, Duncan G, Kurie J, Rodriguez-Canales J, Liu X, Dmitrovsky E | 2022 | Cancer Biology & Therapy | Oncology | Classifier, Cytonuclear | HALO |
| Therapeutic impact of BET inhibitor BI 894999 treatment: backtranslation from the clinic | Tontsch-Grunt U, Traexler P, Baum A, Musa H, Marzin K, Wang S, Trapani F, Engelhardt H, Solca F | 2022 | British Journal of Cancer | Oncology | Classifier, Cytonuclear, Multiplex IHC | HALO |
| 3íUTR-directed, kinase proximal mRNA decay inhibits C/EBP? phosphorylation/activation to suppress senescence in tumor cells | Salotti J, Karim B, Misra S, Hu L, Basu S, Martin N, Luke B, Saylor K, Andresson T, Scheiblin D, Lockett S, Tessarollo L, Johnson P | 2022 | bioRxiv | Oncology | Classifier, Cytonuclear | HALO, HALO AI |
| Orchestrating the Dermal/Epidermal Tissue Ratio during Wound Healing by Controlling the Moisture Content | Tuca A, de Mattos I, Funk M, Winter R, Palackic A, Groeber-Becker F, Kruse D, Kukla F, Lemarchand T, Kamolz L | 2022 | Biomedicines | Other | Classifier | HALO |
| A lncRNA signature associated with tumor immune heterogeneity predicts distant metastasis in locoregionally advanced nasopharyngeal carcinoma | Liang Y, Zhang Y, Tan X, Qiao H, Liu S, Tang L, Mao Y, Chen L, Li W, Zhou G, Zhao Y, Li J, Li Q, Huang S, Gong S, Zheng Z, Li Z, Sun Y, Jiang W, Ma J, Li Y, Liu N | 2022 | Nature Communications | Immuno-oncology | Classifier, Multiplex IHC, Registration | HALO |
| Effects of Extracorporeal Shockwave Therapy on Functional Recovery and Circulating miR-375 and miR-382-5p after Subacute and Chronic Spinal Cord Contusion Injury in Rats | Ashmwe M, Posa K, Ruhrnossl A, Heinzel J, Heimel P, Mock M, Schadl B, Keibl C, Couillard-Despres S, Redl H, Mittermayr R, Hercher D | 2022 | Biomedicines | Neuroscience, Other | Classifier, Multiplex IHC | HALO |
| The combination of gene hyperamplification and PD-L1 expression as a biomarker for the clinical benefit of tislelizumab in gastric/gastroesophageal junction adenocarcinoma | Lu Z, Yang S, Luo X, Shi Y, Lee J, Deva S, Liu T, Chao Y, Zhang Y, Huang R, Xu Y, Shen Z, Shen L | 2022 | Gastric Cancer | Immuno-oncology | Classifier, Multiplex IHC | HALO |
| Isoniazid and Rifapentine Treatment effectively reduces persistent M. tuberculosis infection 2 in macaque lungs | Sharan R, Ganatra S, Singh D, Cole J, Foreman T, Thippeshappa R, Peloquin C, Shivanna V, Gonzalez O, Day C, Gandhi N, Dick E, Hall-Ursone S, Mehra S, Schlesinger L, Rengarajan J, Kaushal D | 2022 | Journal of Clinical Investigation | Infectious Disease | Classifier | HALO |
| Prostate cancer androgen receptor activity dictates efficacy of Bipolar Androgen Therapy | Sena L, Kumar R, Sanin D, Thompson E, Rosen D, Dalrymple S, Antony L, Yang Y, Comes-Alexandre C, Hicks J, Jones T, Bowers K, Eskra J, Meyers J, Gupta A, Skaist A, Yegnasubramanian S, Luo J, Brennen W, Kachhap S, Antonarakis E, De Marzo A, Isaacs J, Markowski M, Denmeade S | 2022 | medRxiv | Oncology | Classifier, Cytonuclear, Multiplex IHC, Registration | HALO |
| 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 |
| Automated recognition of glomerular lesions in the kidneys of mice by using deep learning | Akatsuka A, Horai Y, Akatsuka A | 2022 | Journal of Pathology Informatics | Other | Classifier | HALO, HALO AI |
| MYC sensitises cells to apoptosis by driving energetic demand. | Edwards-Hicks J, Su H, Mangolini M, Yoneten K, Wills J, Rodriguez-Blanco G, Young C, Cho K, Barker H, Muir M, Guerrieri A, Li X, White R, Manasterski P, Mandrou E, Wills K, Chen J, Abraham E, Sateri K, Qian B, Bankhead P, Arends M, Gammoh N, von Kriegsheim A, Patti G, Sims A, Acosta J, Brunton V, Kranc K, Christophorou M, Pearce E, Ringshausen I, Finch A | 2022 | Nature Communications | Oncology, Metabolism | Classifier | HALO |
| Glycosphingolipids are mediators of cancer plasticity through independent signaling pathways | Cumin C, Huang Y, Rossdam C, Ruoff F, Cespedes S, Liang C, Lombardo F, Coelho R, Rimmer N, Konantz M, Lopez M, Alam S, Schmidt A, Calabrese D, Fedier A, Vlajnic T, Itzstein M, Templin M, Buettner F, Everest-Dass A, Heinzelmann-Schwarz V, Jacob F | 2022 | Cell reports | Oncology | Classifier, Multiplex IHC | HALO |
| Unveiling the tumor immune microenvironment of organ-specific melanoma metastatic sites | Conway J, Rawson R, Lo S, Ahmed T, Veregara I, Gide T, Attrill G, Carlino M, Saw R, Thompson J, Spillane A, Shannon K, Shivalingam B, Menzies A, Wilmott J, Long G, Scolyer R, da Silva I | 2022 | Journal for ImmunoTherapy of Cancer | Oncology | Classifier, Spatial Analysis, Highplex FL | HALO |
| Proliferative tumor infiltrating lymphocytes abundance within microenvironment impact clinical outcome in cutaneous B-cell lymphomas | Menguy S, Prochazkova-Carolotti M, Azzi-Martin L, Ferte T, Bresson-Bepoldin L, Rey C, Vergier B, Merlio J, Beylot-Barry M, Pham-Ledard A | 2022 | Journal of Investigative Dermatology | Immuno-oncology | Classifier, Highplex FL | HALO |
| Integrated pathological analysis to develop a Gal-9 based immune survival stratification to predict the outcome of lung large cell neuroendocrine carcinoma and its usefulness in immunotherapy | Che Y, Luo Z, Cao Y, Wang J, Xue Q, Sun N, He J | 2022 | International Journal of Biological Sciences | Oncology | Classifier, Multiplex IHC | HALO |
| PD-L1 predicts chemotherapy resistance in large-cell neuroendocrine carcinoma | Che Y, Luo Z, Cao Y, Sun N, Xue Q, He J | 2022 | British Journal of Surgery | Oncology | Classifier, Multiplex IHC | HALO |
| Systemic Nos2 Depletion and Cox inhibition limits TNBC disease progression and alters lymphoid cell spatial orientation and density | Somasundaram V, Ridnour L, Cheng R, Walke A, Kedei N, Bhattacharyya D, Wink A, Edmondson E, Butcher D, Warner A, Dorsey T, Scheiblin D, Heinz W, Bryant R, Kinders R, Lipkowitz S, Wong S, Pore M, Hewitt S, McVicar D, Anderson S, Chang J, Glynn S, Ambs S, Lockett S, Wink D | 2022 | Redox Biology | Oncology | Classifer, ISH/FISH, Spatial Analysis, Registration, ISH-IHC/FISH-IF | HALO |
| Method To Visualize the Intratumor Distribution and Impact of Gemcitabine in Pancreatic Ductal Adenocarcinoma by Multimodal Imaging | Strittmatter N, Richards F, Race A, Ling S, Sutton D, Nilsson A, Wallez Y, Barnes J, Maglennon G, Gopinathan A, Brais R, Wong E, Serra M, Atkinson J, Smith A, Wilson J, Hamm G, Johnson T, Dunlop C, Kaistha B, Bunch J, Sansom O, Takats Z, Andren P, Lau A, Barry S, Goodwin R, Jodrell D | 2022 | Analytical Chemistry | Oncology | Classifier, Highplex FL | HALO, HALO AI |
| Bone quality and composition are influenced by egg production, layer line, and estradiol-17ß in laying hens | Eusemann B, Ulrich R, Sacnhez-Rodriquez E, Benavides-Reyes C, Dominguez-Gasca, Rodriguez-Navarro A, Petow S | 2022 | Avian Pathology | Other | Classifier, Multiplex IHC | HALO |
| Tissue-resident FOLR2+ macrophages associate with CD8+ T cell infiltration in human breast cancer | Ramos R, Missolo-Koussou Y, Gerber-Ferder Y, Bromley C, Bugatti M, Nunez N, Boari J, Richer W, Menger L, Denizeau J, Sedlik C, Caudana P, Kotsias F, Niborski L, Viel S, Bohec M, Lameiras S, Baulande S, Lesage L, Nicolas A, Meseure 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 | 2022 | Cell | Immuno-oncology | Classifier, Spatial Analysis, Highplex FL | HALO |
| Inflammatory Monocytes Promote Granuloma-Mediated Control of Persistent Salmonella Infection | Bettke J, Tam J, Montoya V, Butler B, vander Velden A | 2022 | Infection and Immunity | Infectious Disease | Classifier, Area Quantification | HALO |
| Reduced SARS-CoV-2 disease outcomes in Syrian hamsters receiving immune sera: Quantitative image analysis in pathologic assessments | Pieda-Mora C, Robinson S, Tostanoski L, Dayao D, Chandrashekar A, Bauer K, Wrijil L, Ducat S, Hayes T, Yu J, Bondzie E, McMahan K, Sellers D, Giffin V, Hope D, Nampanya F, Mercado N, Kar S, Andersen H, Tzipori S, Barouch D, Martinot A | 2022 | Veterinary Pathology | Infectious Disease, Other | Classifier, Multiplex IHC | HALO |
| Integrative Analysis of Bioinformatics and Machine Learning Algorithms Identifies a Novel Diagnostic Model Based on Costimulatory Molecule for Predicting Immune Microenvironment Status in Lung Adenocarcinoma | Zhai W, Duan F, Wang Y, Wang J, Zhao Z, Lin Y, Rao B, Chen S, Zheng L, Long H | 2022 | The American Journal of Pathology | Oncology | Classifier, Multiplex IHC | HALO |
| NKG2A and HLA-E define an alternative immune checkpoint axis in bladder cancer | Salome B, Sfakianos J, Ranti D, Daza J, Bieber C, Charap A, Hammer C, Banchereau R, Farkas A, Ruan D, Izadmehr S, Geanon D, Kelly G, Real R, Lee B, Beaumont K, Shroff S, Wang Y, Wang Y, Thin T, Garcia-Barros M, Hegewisch-Solloa E, Mace E, Wang L, O'Donnell T, Chowell D, Fernandez-Rodriguez R, Skobe M, Taylor N, Kim-Schulze S, Sebra R, Palmer D, Clancy-Thompson E, Hammond S, Kamphorst A, Malmberg K, Marcenaro E, Romero P, Brody R, Viard M, Yuki Y, Martin M, Carrington M, Mehrazin R, Wilund P, Mellman I, Mariathasan S, Zhu J, Galsky M, Bhardwaj N, Horowitz A | 2022 | Cancer Cell | Oncology, Immuno-oncology | Classifier, Multiplex IHC | HALO, HALO AI |
| Chronic rhinosinusitis patients display an aberrant immune cell localisation with enhanced S. aureus biofilm metabolic activity and biomass | Shaghayegh G, Cooksley C, Bouras G, Panchatcharam B, Idrizi R, Jana M, Ellis S, Psaltis A, Wormald P, Vreugde S | 2022 | Journal of Allergy and Clinical Immunology | Immunology, Infectious Disease | Classifier, Spatial Analysis, Highplex FL | HALO |
| Quantitative Dual-Energy Computed Tomography Image Guidance for Thermochemical Ablation: in vivo Results in the Rabbit VX2 Model | Thompson E, Fowlkes N, Jacobsen M, Layman R, Cressman E | 2022 | Journal of Vascular and Interventional Radiology | Oncology | Classifier | HALO |
| Innate immune receptor C5aR1 regulates cancer cell fate and can be targeted to improve radiotherapy in tumours with immunosuppressive microenvironments | Beach C, MacLean D, Majorova D, Melemenidis S, Nambiar D, Kim R, Valbuena G, Guglietta S, Krieg C, Darvish D, Suwa T, Eason A, Domingo E, Moon E, Jiang D, Jiang Y, Koong A, Woodruff T, Graves E, Maughan T, Buczacki S, Stucki M, Le Q-T, Leedham S, Giaccia A, Olcina M | 2023 | bioRxiv | Immuno-oncology | Classifier, Area Quantification, Highplex FL | 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 |
| MYC-driven increases in mitochondrial DNA copy number occur early and persist throughout prostatic cancer progression | Chen J, Zheng Q, Hicks J, Trabzonlu L, Ozbek B, Jones T, Vaghasia A, Larman T, Wang R, Markowski M, Denmeade S, Pienta K, Hruban R, Antonaraskis E, Gupta A, Dang C, Yegnasubramanian S, De Marzo A | 2023 | bioRxiv | Oncology | Classifier, Area Quantification | 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 |
| Targeting XBP1 mRNA splicing sensitizes glioblastoma to chemotherapy | Dowdell A, Marsland M, Faulkner S, Gedye C, Lynam J, Griffin C, Marsland J, Jiang C, Hondermarck H | 2023 | FASEB BioAdvances | Oncology | Classifier, Cytonuclear | HALO |
| Spatial multi-omics revealed the impact of tumor ecosystem heterogeneity on immunotherapy efficacy in patients with advanced non-small cell lung cancer treated with bispecific antibody | Song X, Xiong A, Wu F, Li X, Wang J, Jiang T, Chen P, Zhang X, Zhao Z, Liu H, Cheng L, Zhao C, Wang Z, Pan C, Cui X, Xu T, Luo H, Zhou C | 2023 | Journal for ImmunoTherapy of Cancer | Immuno-oncology | Classifier, Highplex FL | HALO |
| Myeloid-specific deletion of activating transcription factor 6 alpha increases CD11b+ macrophage subpopulations and aggravates lung fibrosis | Mekhael O, Revill S, Hayat A, Cass S, MacDonald K, Vierhout M, Ayoub A, Reihani A, Padwal M, Imani J, Ayaub E, Yousof T, Dvorkin-Gheva A, Rullo A, Hirota J, Richards C, Bridgewater D, Stämpfli M, Hambly N, Naqvi A, Kolb M, Ask K | 2023 | Immunology and Cell Biology | Immunology, Fibrosis | Classifier, Area Quantification, FISH, Multiplex IHC | HALO |
| Cellular mechanisms of heterogeneity in NF2-mutant schwannoma | Chiasson-MacKenzie C, Vitte J, Liu C, Wright E, Flynn E, Stott S, Giovannini M, McClatchey A | 2023 | Nature Communications | Oncology | Classifier, Multiplex IHC, Spatial Analysis, FISH-IF | HALO |
| YBX1 integration of oncogenic PI3K/mTOR signalling regulates the fitness of malignant epithelial cells | Bai Y, Gotz C, Chincarini G, Zhao Z, Slaney C, Boath J, Furic L, Angel C, Jane S, Phillips W, Stacker S, Farah C, Darido C | 2023 | Nature Communications | Oncology | Classifier, Multiplex IHC | HALO |
| Prognostic value of tumor immune microenvironment factors in patients with stage I lung adenocarcinoma | Xue Q, Wang Y, Zheng Q, Chen L, Lin Y, Jin Y, Shen X, Li Y | 2023 | American Journal of Cancer Research | Oncology | Classifier, Multiplex IHC, Highplex FL | HALO |
| Industrialized, Artificial Intelligence-guided Laser Microdissection for Microscaled Proteomic Analysis of the Tumor Microenvironment | Mitchell D, Hunt A, Conrads K, Hood B, Makohon-Moore S, Rojas C, Maxwell G, Bateman N, Conrads T | 2022 | JOVE | Other | Classifier | HALO |
| Host, reproductive, and lifestyle factors in relation to quantitative histologic metrics of the normal breast | Abubakar M, Klein A, Fan S, Lawrence S, Mutreja K, Henry J, Pfeiffer R, Duggan M, Gierach G | 2023 | Research Square | Oncology | Classifier | HALO, HALO Link |
| Outdoor air pollution and histologic composition of normal breast tissue | Ish J, Abubakar M, Fan S, Jones R, Niehoff N, Henry J, Gierach G, White A | 2023 | Environment International | Oncology | Classifier | HALO |
| SRF617 Is a Potent Inhibitor of CD39 with Immunomodulatory and Antitumor Properties | Warren M, Matissek S, Rausch M, Panduro M, Hall R, Dulak A, Brennan D, Das Yekkirala S, Koseoglu S, Masia R, Yang Y, Reddy N, Prenovitz R, Strand J, Zaidi T, Devereaux E, Jacoberger Foissac C, Stagg J, Lee B, Holland P, Palombella V, Lake A | 2023 | ImmunoHorizons | Immuno-oncology | Classifier, Area Quantification, Multiplex IHC | HALO |
| Sequential pembrolizumab cooperates with platinum/5FU to remodel the tumor immune microenvironment in advanced gastric cancer: A phase II chemoimmunotherapy trial | Klempner S, Lee J, Mehta A, An M, Min B, Heo Y, Parikh M, Bi L, Cristescu R, Lee H, Kim T, Lee S, Moon J, Park R, Strickland M, Park W, Kang W, Kim K, Kim S | 2023 | Research Square | Immuno-oncology | Classifier, Highplex FL | HALO |
| NLRP12-PANoptosome activates PANoptosis and pathology in response to heme and PAMPs | Sundaram B, Pandian N, Mall R, Wang Y, Sarkar R, Kim H, Malireddi R, Karki R, Janke L, Vogel P, Kanneganti T | 2023 | Cell | Immunology | Classifier | HALO |
| Epitope Lability of Phosphorylated Biomarkers of the DNA Damage Response Pathway Results in Increased Vulnerability to Effects of Delayed or Incomplete Formalin Fixation | Wiseman E, Moss J, Atkinson J, Baakza H, Hayes E, Willis S, Waring P, Canales J, Jones G | 2023 | Journal of Histochemistry & Cytochemistry | Other | Classifier, Cytonuclear, Spatial Analysis | HALO |
| Defective extracellular matrix remodeling in brown adipose tissue is associated with fibro-inflammation and reduced diet-induced thermogenesis | Pellegrinelli V, Figueroa-Juárez E, Samuelson I, U-Din M, Rodriguez-Fdez S, Virtue S, Leggat J, Çubuk C, Peirce V, Niemi T, Campbell M, Rodriguez-Cuenca S, Dopazo Blázquez J, Carobbio S, Virtanen K, Vidal-Puig A | 2023 | Cell Reports | Metabolism | Classifier, Area Quantification, Vacuole | HALO |
| Modifying antibody-FcRn interactions to increase the transport of antibodies through the blood-brain barrier | Tien J, Leonoudakis D, Petrova R, Trinh V, Taura T, Sengupta D, Jo L, Sho A, Yun Y, Doan E, Jamin A, Hallak H, Wilson D, Stratton J | 2023 | mABS | Neuroscience | Classifier, Area Quantification, Object Colocalization | HALO |
| The antiviral effects of a MEK1/2 inhibitor promote tumor regression in a preclinical model of human papillomavirus infection-induced tumorigenesis | Luna A, Young J, Sterk R, Bondu V, Schultz F, Kusewitt D, Kang H, Ozbun M | 2023 | Antiviral Research | Oncology, Infectious Disease | Classifier, Area Quantification, Cytonuclear | HALO |
| Genome-wide mapping of cancer dependency genes and genetic modifiers of chemotherapy in high-risk hepatoblastoma | Fang J, Singh S, Cheng C, Natarajan S, Sheppard H, Abu-Zaid A, Durbin A, Lee H, Wu Q, Steele J, Connelly J, Jin H, Chen W, Fan Y, Pruett-Miller S, Rehg J, Koo S, Santiago T, Emmons J, Cairo S, Wang R, Glazer E, Murphy A, Chen T, Davidoff A, Armengol C, Easton J, Chen X, Yang J | 2023 | Nature Communications | Oncology | Classifier | HALO |
| Poor outcome in postpartum breast cancer patients is associated with distinct molecular and immunological features | Lefrère H, Moore K, Floris G, Sanders J, Seignette I, Bismeijer T, Peters D, Broeks A, Hooijberg E, Van Calsteren K, Neven P, Warner E, Peccatori F, Loibl S, Maggen C, Han S, Jerzak K, Annibali D, Lambrechts D, de Visser K, Wessels L, Lenaerts L, Amant F | 2023 | Clinical Cancer Research | Oncology | Classifier, Highplex FL | HALO, HALO AI |
| 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 |
| Low molecular weight heparin synergistically enhances the efficacy of adoptive and anti-PD-1-based immunotherapy by increasing lymphocyte infiltration in colorectal cancer | Quan Y, He J, Zou Q, Zhang L, Sun Q, Huang H, Li W, Xie K, Wie F | 2023 | Journal for ImmunoTherapy of Cancer | Immuno-oncology | Classifier, Multiplex IHC, Highplex FL | HALO |
| Investigating the Effects of Stereotactic Body Radiation Therapy on Pancreatic Tumor Hypoxia and Microvasculature in an Orthotopic Mouse Model using Intravital Fluorescence Microscopy | Samuel T, Rapic S, Lindsay P, DaCosta RS | 2023 | Research Square | Oncology | Classifier, Area Quantification | HALO |
| HER2-Selective and Reversible Tyrosine Kinase Inhibitor Tucatinib Potentiates the Activity of T-DM1 in Preclinical Models of HER2-positive Breast Cancer | Olson D, Taylor J, Willis K, Hensley K, Allred S, Zaval M, Farr L, Thurman R, Jain N, Hein R, Ulrich M, Peterson S, Kulukian A | 2023 | Cancer Research Communications | Oncology | Classifier, Multiplex IHC | HALO |
| Tumor-associated macrophages trigger MAIT cell dysfunction at the HCC invasive margin | Ruf B, Bruhns M, Babaei S, Kedei N, Ma L, Revsine M, Benmebarek MR, Ma C, Heinrich B, Subramanyam V, Qi J, Wabitsch S, Green BL, Bauer KC, Myojin Y, Greten LT, McCallen JD, Huang P, Trehan R, Wang X, Nur A, Soika DQM, Pouzolles M, Evans CN, Chari R, Kleiner DE, Telford W, Dadkhah K, Ruchinskas A, Stovroff MK, Kang J, Oza K, Ruchirawat M, Kroemer A, Wang XW, Claassen M, Korangy F, Greten TF | 2023 | Cell | Immuno-oncology | Classifier, Spatial Analysis, Highplex FL, Figure Maker | HALO |
| Tumor cell HLA class I expression and pathologic response following neoadjuvant immunotherapy for newly diagnosed head and neck cancer | Robbins Y, Friedman J, Redman J, Sievers C, Lassoued W, Gulley J, Allen C | 2023 | Oral Oncology | Immuno-oncology | Classifier, Spatial Analysis, Highplex FL | HALO |
| Establishment of reference intervals of endometrial immune cells during the mid-luteal phase | Yu S, Huang C, Lian R, Diao L, Zhang X, Cai S, Wei H, Chen C, Li Y, Zeng Y | 2023 | Journal of Reproductive Immunology | Immunology | Classifier, Multiplex IHC | HALO |
| Anticoagulants Enhance Molecular and Cellular Immunotherapy of Cancer by Improving Tumor Microcirculation Structure and Function and Redistributing Tumor Infiltrates | Wei F, Su Y, Quan Y, Li X, Zou Q, Zhang L, Li S, Jiang M, Lin G, Liang P, He J, Xie K | 2023 | Clinical Cancer Research | Immuno-oncology | Classifier, Multiplex IHC, Spatial Analysis, Highplex FL | HALO |
| Apolipoprotein E induces pathogenic senescent-like myeloid cells in prostate cancer | Bancaro N, Cali B, Troiani M, Elia A, Arzola R, Attanasio G, Lai P, Crespo M, Gurel B, Pereira R, Guo C, Mosole S, Brina D, D'Ambrosio M, Pasquini E, Spataro C, Zagato E, Rinaldi A, Pedotti M, Lascio S, Meani F, Montopoli M, Ferrari M, Gallina A, Varani L, Mestre R, Bolis M, Sommer S, de Bono J, Calcinotto A, Alimonti A | 2023 | Cancer Cell | Oncology | Classifier, Highplex FL | HALO |
| Lineage tracing reveals clonal progenitors and long-term persistence of tumor-specific T cells during immune checkpoint blockade | Pai J, Hellmann M, Sauter J, Mattar M, Rizvi H, Woo H, Shah N, Nguyen E, Uddin F, Quintanal-Villalonga A, Chan J, Manoj P, Allaj V, Baine M, Bhanot U, Jain M, Linkov I, Meng F, Brown D, Chaft J, Plodkowski A, Gigoux M, Won H, Sen T, Wells D, Donoghue M, Stanchina E, Wolchok J, Loomis B, Merghoub T, Rudin C, Chow A, Satpathy A | 2023 | Cancer Cell | Immuno-oncology | Classifier | HALO |
| Immune profiling and RNA-seq uncover the cause of partial unexplained recurrent implantation failure | Fan X, Zhao Q, Li Y, Chen Z, Liao J, Chen H, Meng F, Lu G, Lin G, Gong F | 2023 | International Immunopharmacology | Immunology | Classifier, Multiplex IHC | 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 |
| Comparing the peri-implantation endometrial T-bet/GATA3 ratio between control fertile women and patients with recurrent miscarriage: establishment and application of a reference range Get access Arrow | Yu S, Diao L, Lian R, Chen C, Huang C, Li X, Li Y, Zeng Y | 2023 | Human Reproduction | Other | Classifier, Multiplex IHC | HALO |
| Molecular determinants of clinical outcomes of pembrolizumab in recurrent ovarian cancer: Exploratory analysis of KEYNOTE-100 | Ledermann JA, Shapira-Frommer R, Santin AD, Lisyanskaya AS, Pignata S, Vergote I, Raspagliesi F, Sonke GS, Birrer M, Provencher DM, Sehouli J, Colombo N, González-Martín A, Oaknin A, Ottevanger PB, Rudaitis V, Kobie J, Nebozhyn M, Edmondson M, Sun Y, Cristescu R, Jelinic P, Keefe SM, Matulonis UA | 2023 | Gynecologic Oncology | Immuno-oncology | Classifier, Highplex FL | HALO |
| Classification of the tumor immune microenvironment and associations with outcomes in patients with metastatic melanoma treated with immunotherapies | Adegoke N, Gide T, Mao Y, Quek C, Patrick E, Carlino M, Lo S, Menzies A, da Silva P, Vergara I, Long G, Scolyer R, Wilmott J | 2023 | Journal for ImmunoTherapy of Cancer | Immuno-oncology | Classifier, Highplex FL | HALO |
| Empowering Renal Cancer Management with AI and Digital Pathology: Pathology, Diagnostics and Prognosis | Ivanova E, Fayzullin A, Grinin V, Ermilov D, Arutyunyan A, Timashev P, Shekhter A | 2023 | Biomedicines | Review | Classifier, Area Quantification, Object Colocalization | HALO, HALO AI |
| Deep radiomics-based fusion model for prediction of bevacizumab treatment response and outcome in patients with colorectal cancer liver metastases: a multicentre cohort study | Zhou S, Sun D, Mao W, Liu Y, Cen W, Ye L, Liang F, Xu J, Shi H, Ji Y, Wang L, Chang W | 2023 | eClinicalMedicine | Oncology | Classifier, Multiplex IHC | HALO |
| Unaltered hepatic wound healing response in male rats with ancestral liver injury | Beil J, Perner J, Pfaller L, Gérard M, Piaia A, Doelemeyer A, Wasserkrug Naor A, Martin L, Piequet A, Dubost V, Chibout S, Moggs J, Terranova R | 2023 | Nature Communications | Other | Classifier, Area Quantification | HALO, HALO AI |
Related HALO Modules
Module to assist in the segmentation of TMA spots for further analysis.
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Plot cells and objects from one or more images and perform nearest neighbor analysis, proximity analysis, and tumor infiltration analysis.
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Quantify expression of up to five brightfield stains in any cellular compartment - membrane, nucleus or cytoplasm.
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