Calcification

Biomarker1 paper2 findings

  • Humans1

Interventions

1

SGLT2 inhibitors

downin human cells1Low certainty

1 study
  1. SGLT2 inhibitors decrease calcification in human cells.

    CellsVICs cultured in SGLT2i-treated-endothelial mediumvalve interstitial cells

    Sirtuin 1 modulation unlocks the therapeutic potential of sodium-glucose co-transporter 2 inhibitors (SGLT2i) in calcific aortic valve stenosis · Cardiovascular research · 7 Sep 2026

SGLT2 inhibitors →

Upstream

1

SIRT1

downin human cells1

1 study
  1. SIRT1 decreases calcification in human cells.

    CellsCRISPR/Cas9 knockdown or overexpressionvalve interstitial cells

    Sirtuin 1 modulation unlocks the therapeutic potential of sodium-glucose co-transporter 2 inhibitors (SGLT2i) in calcific aortic valve stenosis · Cardiovascular research · 7 Sep 2026

SIRT1 →

Funding

National Heart, Lung, and Blood InstituteUS$1.3mNational Institute on AgingUS$2.6mNational Institute of Dental and Craniofacial ResearchUS$150.4k4 grants since 2023

Latest

Nov 2025: 18Dec 2025: 0Jan 2026: 0Feb 2026: 0Mar 2026: 0Apr 2026: 0May 2026: 1Jun 2026: 5Jul 2026: 2Aug 2026: 24Sep 2026: 37Oct 2026: 794
Scientific ReportsHumans

Software measures age-related calcium deposits on brain scans

Automated deposit volumes closely tracked manual measurements, with a correlation of 0.964, in a study using scans from 106 people.Automated deposit volumes closely tracked manual measurements, with a correlation of 0.964, in a study using scans from 106 people.

Scientific ReportsAnimals

TMEM174 deficiency shortens lifespan and stiffens vessels in mice

Knocking out the proximal tubule protein in mice shortened survival, whereas altering dietary phosphate intake regulated vascular calcification…Knocking out the proximal tubule protein in mice shortened survival, whereas altering dietary phosphate intake regulated vascular calcification, stiffness, and mortality.

JACC AdvancesIn silico

Deep learning matches experts in scoring aortic valve calcium

Algorithm scores correlated strongly with expert assessments at r = 0.99, identifying moderate-to-severe aortic stenosis with 0.92 sensitivity and…Algorithm scores correlated strongly with expert assessments at r = 0.99, identifying moderate-to-severe aortic stenosis with 0.92 sensitivity and 0.98 specificity.

Journal of the American College of SurgeonsHumans

CT biomarkers improve postoperative mortality prediction

Adding automated CT biomarkers to an ICD-based frailty score raised one-year mortality prediction AUROC from 0.75 to 0.79 in 7,638 surgery patients.Adding automated CT biomarkers to an ICD-based frailty score raised one-year mortality prediction AUROC from 0.75 to 0.79 in 7,638 surgery patients.