Definitions used

The INoVA uses entity recognition models to extract models and associated readouts (outcomes) from sentences in PubMed abstracts. The following definitions are used for these entities:

Model

The experimental setup (e.g. wound healing assay, Irwin test) used to measure an outcome, or the system in which an outcome is being measured (e.g. CACO-2 cells, the liver, ob/ob mice). The following model types are included: In vitro, in vivo, ex vivo, in silico and in chemico.

Readout

What is being measured in the model. Both quantitative measures and qualitative outcomes are being retrieved.

Searching and filtering

The INoVA hub uses free text searches as well as pre-defined filtering options to guide the user in retrieving relevant publications. The various options are described below. Multiple filters and/or free text searches can be used to define your search.

Free text search

Free text searches are available for the model name, readout and species. By typing in the name and clicking on "apply", a substring search is performed on all models and readouts in our platform. For species, a generative AI mapping has been performed on the sentence level. Therefore, the species has been inferred from the model and/or sentence. To correctly handle abbreviations, an attempt is made to map a search term on its full name if an abbreviation is being used, and vice versa, abbreviations of a full name are included when possible. Boolean queries are currently not supported in search.

Predefined filters

The models recognized have been mapped to model parameters whenever possible. This mapping has been performed by a generative AI model on a contextual level. This means that the whole sentence has been used to classify the models to the predefined parameters.

The model parameters can be used either to query the INoVA hub data, or to filter results. To use the filters, select a parameter from the pulldown menu and click the apply button. When multiple model parameters are used, the AND logic is being performed. The following model parameters are available:

  • System type, e.g. in vitro, in vivo, in silico
  • System format, e.g. bioengineered system, organism
  • Inducer type, e.g. chemical, diet, genetic engineering
  • Health domain, e.g. cardiovascular disease
  • Organ system, e.g. heart, liver

For the organ system parameter, two levels of granularity are offered. The second level offers a more detailed.

Please note that the model parameters are set independent from each other. The user is responsible for making meaningful intersections of the parameter values.

Dynamic data

The information available in the INoVA hub interface is updated daily and contains all PubMed abstract data from the year 2015 onwards.

Selection and Download

To select and download PMIDs for further analysis, tick the box of the publication and click the download button. The number of downloads is limited to a maximum of 100 records.

Reset

Title Model(s) Readout(s) Pub. year PMID

A pilot study on anti-reflux mucoplasty with valve as novel endoscopic therapy for gastroesophageal reflux disease.

  • patients
  • eighteen patients
2026 40330866

Prognostic factors and long-term outcomes with endoscopic submucosal dissection for colorectal tumors in patients aged 75 years or older.

  • patients with colorectal tumors
  • patients
  • 156 patients
  • patients aged 75 years or older
  • patients aged ≥ 75 years
  • long-term outcomes
  • cci
  • nlr
  • prognostic factors
2026 40330865

Updated evidence on epidemiology, diagnosis, and treatment for colonic diverticular bleeding.

  • patients with cdb
  • japan
  • overall mortality rate
  • hypovolemic shock
  • colonic diverticular bleeding
  • cdb
2026 40330864

A case of duodenal pyloric gland adenoma with high-grade dysplasia arising from ectopic gastric mucosa.

  • tumor
  • anterior surface of the duodenal bulb
  • duodenal pyloric gland adenoma
  • nodule
  • ectopic gastric mucosa
  • transformation of the egm into a tumor
  • 5-mm raised lesion
  • egm
2026 40330863

Feasibility of a novel slim gastroscope for endoscopic submucosal dissection: A case series (with video).

  • pharynx
  • duodenum
  • large gastric lesions
  • rectal lesions with deep submucosal invasion
  • patient population
  • efficacy
  • safety
2026 40330862

Optimal timing of precut sphincterotomy to prevent post-endoscopic retrograde cholangiopancreatography pancreatitis in difficult biliary cannulation: A retrospective study.

  • patients
  • optimized precut group
  • precut group
  • 320 patients
  • incidence of pep
2026 40330861

Endoscopic management of acute cholecystitis in high-risk surgical patients: A comprehensive review article.

  • high-risk surgical patients
  • advanced age, deteriorated performance status
  • patients
  • clinical outcomes
  • acute cholecystitis
  • infection
2026 40330860

Clinical backgrounds and outcomes of patients with Barrett's esophageal adenocarcinoma treated via endoscopic submucosal dissection in Kyushu, Japan: A retrospective multicenter cohort study.

  • patients with barrett's esophageal adenocarcinoma
  • patients
  • 283 patients
  • clinical backgrounds
  • outcomes
2026 40330859

Pathological axonal enlargement in connection with amyloidosis, lysosome destabilization, and bleeding is a major defect in Alzheimer's disease.

  • forebrain tissue slices of alzheimer's disease patients
  • alzheimer's disease brains
  • control brain axons
  • neuronal soma
  • amyloid-β-containing lysosomes
  • control lysosomes
  • patients with alzheimer's disease
  • average, amyloid-β-positive axon diameters
  • lysosome destabilization
  • co-expression of amyloid-β, cathepsin d, alpha-hemoglobin, actin alpha 2, and collagen type iv
  • widespread axonal amyloidosis
  • distinctive axonal enlargement
  • axonal enlargement associated with amyloidosis
2026 40326989

A single-cell landscape of the regenerating spinal cord of zebrafish.

  • zebrafish
  • oligodendrocytes
  • radial glial cells
  • spinal cord of zebrafish
  • vertebrate model
  • mammals
  • spinal cord
  • neurons
  • key cell types
  • distinct cell populations
  • maturity markers
  • proliferation
  • significant proliferation and differentiation potential post injury
  • neurogenesis
  • axonal regeneration
  • proliferation and redifferentiation of new neurons and glial cells
  • activation of genes associated with axonal regeneration
  • molecular signals promoting growth cone collapse
  • molecular and cellular mechanisms
2026 40326988

Sox2-overexpressing neural stem cells alleviate ventricular enlargement and neurological dysfunction in posthemorrhagic hydrocephalus.

  • nscs
  • sox2-overexpressing nscs
  • nscsox2
  • choroid plexus
  • posthemorrhagic hydrocephalus mouse model
  • neurological dysfunction
  • nerve regeneration
  • neuroinflammation
  • m2 polarization
  • anti-inflammatory phenotype
  • cerebrospinal fluid secretion
  • differentiation
  • proliferation
  • self-renewal and multidirectional differentiation
2026 40326987

Unraveling the role of ufmylation in the brain.

  • brain
2026 40326983

Is age-related myelinodegenerative change an initial risk factor of neurodegenerative diseases?

  • oligodendrocytes
  • axons
  • entire oligodendrocyte lineage
  • individuals
  • central nervous system
  • brain
  • action potential propagation
  • intercellular metabolic support
  • exosomes
  • neurological function
  • compact myelin sheaths
  • neurodegenerative diseases
  • myelin degeneration
2026 40326982

Exosomes in neurodegenerative diseases: Therapeutic potential and modification methods.

  • non-specific cells
  • blood-brain barrier
  • effects
  • toxicity
  • drug delivery
  • deep brain lesions
2026 40326981

Effects of artificial intelligence assistance on endoscopist performance: Comparison of diagnostic performance in superficial esophageal squamous cell carcinoma detection using video-based models.

  • ai model for escc detection
  • video-based models
  • ai model
  • model's sensitivity
  • diagnostic improvements
  • diagnostic performance in superficial esophageal squamous cell carcinoma detection
  • diagnostic performance
  • sensitivity
  • specificity
  • accuracy
2026 40322543

Endoscopic findings of gallbladder lesions evaluated with image-enhanced endoscopy: A preliminary study using resected gallbladders.

  • gallbladders
  • gb specimens
  • liver bed
  • 50 patients
  • gb lesion
  • endoscopic findings of gallbladder lesions
  • lesions
  • cholesterol polyp
  • hyperplastic polyp
  • xanthogranulomatous cholecystitis
  • gb carcinoma
  • differences
  • benign lesions
2026 40322542

Long-term results of palliative placement of very low-axial force self-expandable metallic stents for malignant colorectal obstruction.

  • patients with malignant colorectal obstruction
2026 40322541

Rectal metastasis from lung cancer diagnosed by endoscopic ultrasound-guided fine needle biopsy: A case report.

  • rb lesion of the rectum
  • mucosa
  • upper lobe of the right lung
  • sputum cytology
  • 73-year-old man
  • submucosal tumor-like protrusion
  • neoplastic epithelial changes
  • newly detected mass lesion
  • lung adenocarcinoma
  • hyperintestinal peristalsis
2026 40309045

Olmesartan-induced gastritis with no lower gastrointestinal symptoms: A case report.

  • gastric biopsy
  • inflammatory cell infiltration
2026 40309044

A case of hemobilia caused by a pseudoaneurysm resulting in obstructive cholangitis in a patient who underwent plastic stent placement for pancreatic cancer (with video).

  • patient
  • 78-year-old man
  • hemobilia
  • obstructive cholangitis
  • obstructive jaundice
2026 40309043

A UK single-center pilot experience using a novel robotic inchworm colonoscopy system.

  • patients
  • outpatients
  • ninety-three patients
  • outpatient clinical room
  • pain
  • safety
2026 40309042

"Cat scratch colon" causing cecal perforation as a rare complication due to barotrauma during colonoscopy: A case report and literature review.

  • specimen
  • cecal wall
  • colon
  • cecum
  • cecal mucosal tears with necrosis
  • cecal rupture
  • mucosal laceration
  • necrotic area
  • csc
  • deep mucosal tears
  • perforation
  • inflammation
2026 40309041

Mental Healthcare Quality Across the COVID-19 Pandemic in Rural versus Urban Patients.

  • rural and urban department of veterans affairs (va) patients
  • rural versus urban patients
  • urban patients
  • rural counterparts
  • rural patients
  • patients
  • rural and urban strata
  • quality of mental healthcare
  • mental healthcare quality
  • remote video encounters
  • substantially lower quality mental health care
  • quality of mental health care
2026 40242003

Association of Functional, Academic, Motor, and Cognitive Deficits in Graft Failure in Pediatric Liver Transplantation.

  • 8062 pediatric lt recipients
  • pediatric liver transplantation (lt) recipients
  • pediatric lt recipients
  • lt recipients
  • patients
  • recipients
  • deficits in cognition, motor, academic activity
  • functional status
  • graft failure risk
  • acgf
  • cognitive, motor, academic, and functional deficits
  • cause graft failure
  • persistent cognitive, motor, academic, and functional deficits
  • graft survival
  • deficits
  • acgf risk
  • definite motor delay
  • delays in cognition
2026 40152814