Foundational artificial intelligence models and modern medical practice.

Our opinion piece pays homage to the evolution of medical practices, tracing back to the era of Hippocrates, through significant historical milestones, and drawing parallels with the principles underpinning foundational artificial intelligence (AI) models. It emphasizes the shared ethos of both domains: a commitment to comprehensive care that values diverse data integration and individualized patient treatment. The excitement surrounding foundation models in medical imaging is understandable.

Pulmonary Mucormycosis: Risk Factors, Radiologic Findings, and Pathologic Correlation.

Pulmonary mucormycosis (PM) is an uncommon fungal infection most often seen in immunocompromised patients. The fungus grows on decaying food, soil, and animal excrement. Patients usually become infected by inhalation of spores.

Community-Acquired Pneumonia Visualized on CT Scans but Not Chest Radiographs: Pathogens, Severity, and Clinical Outcomes.

Background: The clinical significance of pneumonia visualized on CT scan in the setting of a normal chest radiograph is uncertain.

Methods: In a multicenter prospective surveillance study of adults hospitalized with community-acquired pneumonia (CAP), we compared the presenting clinical features, pathogens present, and outcomes of patients with pneumonia visualized on a CT scan but not on a concurrent chest radiograph (CT-only pneumonia) and those with pneumonia visualized on a chest radiograph. All patients underwent chest radiography; the decision to obtain CT imaging was determined by the treating clinicians.

Interval lung cancer after a negative CT screening examination: CT findings and outcomes in National Lung Screening Trial participants.

Objectives: This study retrospectively analyses the screening CT examinations and outcomes of the National Lung Screening Trial (NLST) participants who had interval lung cancer diagnosed within 1 year after a negative CT screen and before the next annual screen.

Methods: The screening CTs of all 44 participants diagnosed with interval lung cancer (cases) were matched with negative CT screens of participants who did not develop lung cancer (controls). A majority consensus process was used to classify each CT screen as positive or negative according to the NLST criteria and to estimate the likelihood that any abnormalities detected retrospectively were due to lung cancer.

Community-Acquired Pneumonia Requiring Hospitalization among U.S. Adults.

Background: Community-acquired pneumonia is a leading infectious cause of hospitalization and death among U.S. adults.

Phase I/II Study of HSP90 Inhibitor AUY922 and Erlotinib for EGFR-Mutant Lung Cancer With Acquired Resistance to Epidermal Growth Factor Receptor Tyrosine Kinase Inhibitors.

Purpose: AUY922 is an HSP90 inhibitor that causes degradation of HSP chaperones and their client proteins, including epidermal growth factor receptor. We conducted a phase I/II trial to evaluate AUY922 and erlotinib for patients with EGFR-mutant lung cancer and disease progression during erlotinib treatment.

Patients And Methods: All patients had developed acquired resistance after treatment with erlotinib and underwent repeat tumor biopsies before study entry to assess for EGFR T790M.

Effect of radiation dose and iterative reconstruction on lung lesion conspicuity at MDCT: does one size fit all?

Objective: To evaluate the effect of different acquisition parameters and reconstruction algorithms in lung lesions conspicuity in chest MDCT.

Methods: An anthropomorphic chest phantom containing 6 models of lung disease (ground glass opacity, bronchial polyp, solid nodule, ground glass nodule, emphysema and tree-in-bud) was scanned using 80, 100 and 120 kVp, with fixed mAs ranging from 10 to 110. The scans were reconstructed using filtered back projection (FBP) and iterative reconstruction (IR) algorithms.

Proximal pulmonary arterial and intrapulmonary radiologic features of Eisenmenger syndrome and primary pulmonary hypertension.

Extrapulmonary and intrapulmonary radiologic features of Eisenmenger syndrome and primary pulmonary hypertension (PPH) and the clinical expressions that coincide with the radiologic features of these 2 forms of pulmonary hypertension have not previously been characterized. Computed tomography (CT) and pulmonary CT angiography (CTA) utilized GE High Speed Advantage or Siemens Evolution electron beam tomographic (EBT) scanners in 31 patients with cyanotic pulmonary vascular disease (PVD) (group A: 12 men and 19 women; mean age 38 +/- 4 years) and in 13 women with PPH-acyanotic PVD (group B: mean age 30 +/- 3 years). Ten group A and 3 group B patients underwent imaging twice, yielding 57 studies.