Recent advances in pathology including hematology, molecular pathology, immunohistochemistry, laboratory technologies, WHO updates and new entities, technology, and cytopathology. Include AI, automation, and digital pathology

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Recent Advances in Pathology: A Comprehensive Review (2024-2026)


1. Hematopathology & WHO 5th Edition Updates

The WHO 5th Edition Classification of Haematolymphoid Tumours (WHO-HAEM5, 2022) and the competing International Consensus Classification (ICC) represent the most sweeping restructuring since 2008. Key changes through 2025:

General Taxonomy

  • Gene fusion nomenclature now uses the HUGO double-colon format (e.g., KMT2A::MLLT3 instead of t(9;11))
  • "Provisional entities" replaced by "other defined genetic alterations"
  • Morphology alone removed as sufficient diagnostic criteria for AML-MR

Clonal Hematopoiesis

  • CHIP (Clonal Hematopoiesis of Indeterminate Potential): somatic mutations (VAF ≥2%, or ≥4% for X-linked genes in males), no cytopenias, no myeloid neoplasm morphology
  • CCUS (Clonal Cytopenia of Undetermined Significance): overlapping cytopenias present but not meeting myeloid neoplasm criteria - important pre-malignant surveillance category

Myeloid Neoplasms - New & Renamed Entities

Old TermNew WHO5 Term
Atypical CMLMDS/MPN with neutrophilia
MDS/MPN-RS-TMDS/MPN with SF3B1 mutation and thrombocytosis (MDS-SF3B1-T)
AML-MRCAML, myelodysplasia-related (AML-MR)
AML with t(9;11)AML with KMT2A rearrangement
  • AML with CEBPA mutation: now includes biallelic (biCEBPA) and single bZIP region mutations (smbZIP-CEBPA)
  • AML with mutated TP53: includes separate diagnoses of MDS (0-9% blasts), MDS/AML (10-19%), and AML (>20%) - aggressive behavior regardless of blast count
  • Acute erythroid leukemia (AEL): now subsumed under AML with TP53 mutations in ICC
  • AML with somatic RUNX1 mutation: no longer a separate entity in WHO5

MDS Reclassification

  • MDS subtypes now classified as MDS with low blasts (MDS-LB, <5% BM), MDS-IB1 (5-9% BM), MDS-IB2 (10-19% BM or Auer rods), and MDS with fibrosis (MDS-f)

Myeloid/Lymphoid Neoplasms with Eosinophilia (M/LN-E-TK)

Three newly recognized entities added:
  • Myeloid/lymphoid neoplasms with JAK2 rearrangement
  • Myeloid/lymphoid neoplasms with FLT3 rearrangement
  • Myeloid/lymphoid neoplasms with ETV6::ABL1 fusion

Lymphoid Neoplasms

  • New subcategories in mature B-cell, T-cell, NK-cell, plasma cell, and histiocytic/dendritic neoplasms
  • EBV-positive DLBCL, NOS receives refined diagnostic criteria and risk stratification framework (PMID 38957951)
  • T-cell lymphoma classification significantly restructured with updated molecular correlates - Oishi et al. 2023 review
  • JMML reclassified into MPN (WHO) or into pediatric/germline mutation-associated disorders (ICC)

2. WHO Updates in Other Tumor Types

Breast Tumors - 6th Edition 2026

  • HER2 reporting categories updated following DESTINY-Breast 04 and 06 trials - "HER2-low" and "HER2-ultralow" now formally recognized
  • New entity: Invasive lobular carcinoma (ILC) with extracellular mucin - distinct prognostic category
  • Mucinous carcinoma diagnosis restricted to grade 1-2 morphology with favorable biomarker profile
  • Malignant phyllodes tumor now requires only 4 of original 5 adverse criteria
  • Neuroendocrine tumor (NET) classification revised; the unified model from the 5th edition is abandoned
  • New section on "Small Diagnostic Samples" (B-coding system, non-operative biopsy)
  • First dedicated section on Digital Pathology within a WHO Blue Book

CNS Tumors (WHO 5th Edition, 2021)

  • IDH status now defines glioma classification: IDH-mutant vs. IDH-wildtype glioblastoma
  • TERT promoter, EGFR, and PTEN mutations serve as integrated diagnostic markers in IDH-wildtype GBM
  • DNA methylation profiling now a cornerstone of neuropathology - see Al Sharie et al. 2025, Front Oncol (PMID 41487568) - enables simultaneous copy number profiling and tumor classification across diffuse gliomas, medulloblastoma, ependymoma, and meningioma

Salivary Gland Tumors (WHO 2024)

The Skalova et al. 2026 review in Virchows Archiv documents emerging post-2024 entities including newly characterized molecular-defined subtypes and evolving diagnostic criteria for existing entities.
New salivary gland entities recognized:
  • Secretory carcinoma (with ETV6::NTRK3)
  • Sclerosing microcystic adenocarcinoma
  • Microsecretory adenocarcinoma
The Wolk & Cipriani 2025 review (PMID 39108216) details updated molecular and IHC findings for newly recognized salivary gland neoplasms and their clinical importance.

3. Molecular Pathology

Next-Generation Sequencing (NGS)

  • NGS panels are now clinical standard of care for most solid tumors and hematologic malignancies
  • Tumor Mutational Burden (TMB) and Microsatellite Instability (MSI) assessed routinely as predictive immunotherapy biomarkers
  • Homologous Recombination Deficiency (HRD) testing for PARP inhibitor eligibility in breast/ovarian cancer
  • Multi-gene RNA fusion panels replacing single-gene FISH in sarcoma, thyroid, and lung pathology

Liquid Biopsy / Circulating Tumor DNA (ctDNA)

The European Liquid Biopsy Society consensus 2025 (PMID 40121940) provides reporting standards for cell-free DNA analyses. Key developments:
  • ctDNA now used for minimal residual disease (MRD) monitoring post-treatment
  • Marinello et al. 2024 (PMID 38963991) - ctDNA guides treatment decisions in localized and locally advanced NSCLC
  • Methylation-based ctDNA tests (e.g., Galleri multi-cancer early detection test) in active clinical validation
  • Fragment length analysis, nucleosome positioning, and copy number from plasma increasingly supplement mutation detection

DNA Methylation Profiling

  • Heidelberg classifier for CNS tumors now in routine clinical use at major neuropathology centers
  • Nanopore-based rapid methylation testing emerging - potential for near-real-time intraoperative classification
  • Extended applications to pituitary tumors: Dottermusch 2025 meta-analysis (PMID 41060331) distinguishes pituitary neuroendocrine tumors from adenomas epigenomically
  • Liquid biopsy methylation-based multi-cancer detection expanding beyond CNS

Epigenomics & Multi-omics

  • Spatial-ATAC-RNA-seq and spatial-CUT&Tag-RNA-seq (Li et al. 2025, Nat Protoc, PMID 40119005) - simultaneous epigenome + transcriptome mapping in tissue sections
  • Single-cell sequencing revealing intra-tumoral heterogeneity with diagnostic and therapeutic implications
  • Proteomics integrated with genomics for biomarker discovery (especially HCC per Yu & Ma 2024, PMID 39191624)

4. Immunohistochemistry (IHC) - New Biomarkers

Companion Diagnostics

  • PD-L1 (SP142, 22C3, 28-8, SP263): now required for multiple tumor types; scoring harmonization remains a challenge
  • HER2 IHC "ultra-low": grade 0 with incomplete faint staining in <10% cells - new category informing ADC eligibility
  • INSM1: emerging neuroendocrine marker with broad applicability, supplementing synaptophysin/chromogranin
  • TRPS1: highly sensitive/specific marker for breast lineage (superior to GATA3 in some contexts)
  • SOX10: standard marker for nerve sheath and melanocytic differentiation
  • NKX2.1 (TTF-1): updated role in lung adenocarcinoma vs. neuroendocrine differentiation

Soft Tissue / Sarcoma IHC Advances

The Davis & Cheesman 2025 review (PMID 39576278) outlines emerging round cell sarcomas in children with new IHC/molecular diagnostic approaches:
  • BCOR IHC: surrogate for BCOR gene alterations in sarcomas
  • NUT IHC: highly sensitive for NUT carcinoma - single stain can establish diagnosis
  • SMARCA4/SMARCB1 (INI1) loss: expanded diagnostic role across thoracic, renal, and soft tissue tumors
  • STAT6 (nuclear): highly specific for solitary fibrous tumor

Predictive Biomarkers

  • RET, NTRK, MET (exon 14) IHC: surrogates for molecular testing in NSCLC and thyroid carcinoma
  • FGFR IHC: emerging predictive marker for FGFR inhibitor therapy in cholangiocarcinoma and urothelial carcinoma
  • Claudin 18.2 IHC: FDA-approved companion diagnostic for zolbetuximab in gastric/GEJ adenocarcinoma (2024)

5. Digital Pathology

The Zhang et al. 2024 review in Lab Invest (PMID 39053633) summarizes the regulatory and technical landscape:

Whole Slide Imaging (WSI) Adoption

  • FDA-cleared digital scanners (Leica Aperio GT450, Philips IntelliSite, Hamamatsu Nanozoomer) now form the backbone of clinical digital pathology
  • CMS/CLIA issued policies permitting remote primary diagnosis using digital pathology
  • New CPT codes for digital pathology introduced, enabling reimbursement workflows
  • College of American Pathologists (CAP) validation guidelines establish minimum performance standards

Multimodal & Multiplexed Imaging

  • Multiplex IHC/IF (OPAL, CODEX, mIHC): simultaneous 7-10+ markers on a single slide, replacing sequential staining
  • MALDI imaging mass spectrometry: spatial proteomics at tissue level
  • Imaging mass cytometry (IMC/CyTOF): 40+ simultaneous markers with subcellular resolution
  • Expansion microscopy: super-resolution imaging without specialized optics

6. Artificial Intelligence in Pathology

The ESMO systematic review (Marra et al., Ann Oncol 2025; PMID 40307127) provides the highest-level evidence synthesis:

Current Validated Applications

  • Automated prostate cancer detection and Gleason grading (FDA-cleared: Paige Prostate, Ibex Galen Prostate)
  • Colorectal cancer detection and polyp classification
  • Lymph node metastasis detection
  • Cervical cytology screening (fully automated triage)
  • Mitosis counting in breast and soft tissue tumors
  • Tumor-infiltrating lymphocyte (TIL) quantification

Biomarker Prediction from H&E

  • AI models can predict EGFR, KRAS, BRAF, MSI, TMB, HRD, and TP53 status directly from H&E images
  • Multi-gene expression subtypes predictable from morphology (e.g., PAM50 in breast cancer)
  • Survival/prognosis prediction independent of classical staging in multiple cancers

Foundation Models & Generative AI

  • Foundation models (UNI, CONCH, CHIEF, PLIP): large pretrained models fine-tuned for any pathology downstream task - dramatically reducing labeled data requirements
  • Virtual staining: AI converts brightfield H&E to IHC-equivalent staining, or unstained tissue to H&E (label-free pathology)
  • Synthetic data generation: GAN and diffusion models create realistic synthetic histology for training, augmenting rare tumor datasets
  • Large language model (LLM) integration: GPT-4-class models draft pathology reports, extract structured data from free text, and power multimodal diagnostic assistants
  • Automated reflex testing: AI triggers molecular/IHC orders based on morphologic findings

AI Limitations & Regulatory Status

  • No AI-based prognostic/predictive biomarker currently has Level IA/IB evidence per ESMO
  • Challenges: batch effects from different stain protocols, scanner variability, algorithmic bias across demographics
  • Regulatory frameworks evolving: FDA oversight for SaMD (Software as a Medical Device), EU AI Act implications for IVD devices
  • Explainability ("black box" problem) limiting clinical trust

7. Laboratory Technology & Automation

Pre-analytical Automation

  • Fully automated specimen reception, barcode tracking, accessioning, and grossing assistance (robotic grossing stations)
  • Total laboratory automation (TLA) lines integrate specimen processing, centrifugation, aliquoting, and storage
  • Plebani et al. 2025 review (PMID 40266896) addresses new insights in pre-analytical quality including AI-driven error detection

Staining & Processing Automation

  • Rapid tissue processing (1-3 hour protocols) replacing overnight formalin fixation/paraffin embedding (FFPE)
  • Intraoperative rapid staining with DESI-MS (desorption electrospray ionization mass spectrometry) providing real-time surgical margin assessment
  • Automated multiplex IHC platforms (BOND RX, Leica, Ventana) with integrated image analysis

Flow Cytometry & Hematology

  • High-parameter flow cytometry (20-50 color panels) now standard in academic hematopathology
  • Mass cytometry (CyTOF) provides 40+ parameter immunophenotyping without spectral overlap
  • Digital morphology systems (CellaVision, CellDyn) with AI-assisted differential and flag review
  • Automated bone marrow aspirate analysis emerging

Molecular Diagnostics Platforms

  • Droplet digital PCR (ddPCR): absolute quantification without calibration curves - MRD, ctDNA
  • Oxford Nanopore sequencing: long-read, rapid, portable - intraoperative methylation and fusion detection
  • PacBio HiFi: highly accurate long-read sequencing for structural variant and repeat expansion detection
  • CRISPR-based diagnostics (SHERLOCK, DETECTR): isothermal amplification with attomolar sensitivity
  • Single-molecule sequencing: emerging for direct RNA sequencing without reverse transcription

8. Cytopathology Advances

Technology Integration

  • ThinPrep and SurePath platforms now paired with automated AI screening (Hologic Genius, BD FocalPoint) - FDA cleared for cervical cytology co-testing
  • Digital cytopathology: whole slide imaging increasingly applied to cytology specimens (fine needle aspiration, effusions, urine)
  • Flow cytometry integration with FNA specimens for simultaneous morphologic and immunophenotypic analysis
  • Rapid on-site evaluation (ROSE) augmented by AI for adequacy assessment

Molecular Cytopathology

  • EUS-FNA samples now routinely triaged to molecular testing (NGS panels for pancreatic lesions, thyroid FNA molecular testing via Veracyte Afirma, ThyroSeq)
  • Afirma Genomic Sequencing Classifier (GSC): reduces diagnostic thyroidectomies in indeterminate cytology
  • ThyroSeq v3: mutation/fusion panel with >90% negative predictive value for benign disease
  • FISH and RNA-based fusion panels applied to cytology cell blocks

Urine Cytology

  • Paris System for Reporting Urinary Cytology (PSRUC) now widely adopted - standardized high-grade urothelial carcinoma reporting
  • AI-assisted urine cytology screening reducing equivocal categories

Effusion Cytology

  • Mesothelioma diagnosis: MTAP IHC loss (surrogate for CDKN2A deletion) on cytology specimens - reduces need for biopsy
  • Malignant effusion profiling by ctDNA/cell-free DNA in pleural/peritoneal fluid increasingly validated

9. Emerging & Frontier Technologies

Spatial Biology

  • Spatial transcriptomics (Visium, Xenium, MERSCOPE, CosMx): maps gene expression with tissue morphology preserved - identifies tumor microenvironment heterogeneity, immune cell neighborhoods, and therapy resistance niches
  • Simultaneous spatial epigenome + transcriptome profiling now feasible (Li et al. Nat Protoc 2025)

Single-Cell Pathology

  • Single-cell RNA sequencing deconvolutes bulk tumor heterogeneity
  • Direct application to pathology: defines cell-of-origin of poorly differentiated tumors, resolves lineage ambiguity in biphenotypic leukemia

Proteomics in Diagnostics

  • Clinical mass spectrometry for protein biomarkers (MALDI-TOF for microorganism ID already standard)
  • Plasma proteomics for early cancer detection (SomaScan, Olink proximity extension assay)

Artificial Intelligence - Next Steps

  • Multimodal AI: integrating H&E + molecular + clinical data into unified diagnostic/prognostic models
  • Federated learning: training AI on distributed hospital datasets without data leaving institutional firewalls
  • Regulatory pathways: FDA Breakthrough Device Designation granted to several digital pathology AI tools (2024-2025)

Summary Table: Key 2024-2026 Advances by Domain

DomainHeadline Advance
HematopathologyWHO5/ICC new myeloid entities; CHIP/CCUS framework; M/LN-E-TK expansion
Breast PathologyWHO 6th Ed 2026; HER2-low/ultralow; ILC with extracellular mucin
CNS PathologyDNA methylation classifiers; nanopore rapid testing
Salivary GlandPost-WHO 2024 new entities; molecular-defined subtypes
MolecularLiquid biopsy consensus reporting; spatial epigenomics; long-read sequencing
IHCClaudin 18.2 companion Dx; TRPS1 breast; HER2-ultralow
Digital PathologyNew CPT codes; remote primary diagnosis approved; multiplexed imaging
AIFoundation models (UNI, CONCH); generative AI for virtual staining; AI predicts molecular status from H&E
CytopathologyGenius/FocalPoint AI screening; ThyroSeq v3; MTAP in mesothelioma cytology
Lab TechnologyNanopore intraoperative; CRISPR diagnostics; spatial transcriptomics

Key references:
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