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AI-Guided Proteomic Biomarker Panel for Differentiating Bacterial and Viral Infections in Acute Febrile Illness

AI-Guided Proteomic Discovery and Multi-Cohort Validation of a Circulative Protein Signature to Differentiate Bacterial and Viral Infections in Acute Febrile Illness

Status
Completed
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT07205575
Enrollment
394
Registered
2025-10-03
Start date
2021-09-01
Completion date
2024-11-30
Last updated
2025-10-03

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Acute Febrile Illness, Bacterial Infections, Sepsis, Viral Infections

Brief summary

This study is a proteomics-based diagnostic biomarker study conducted on the same patient cohort as the transcriptomic biomarker study (NCT065529754). Although both studies share the same clinical cohort and overarching diagnostic aim, they are registered separately because they employ distinct omics technologies, investigate different biomarker modalities, and yield independent outcome measures.

Detailed description

This study aims to identify and validate proteomics-based diagnostic biomarkers for differentiating bacterial from viral acute febrile illnesses. It is conducted on the same patient cohort previously used in a registered transcriptomic biomarker study (ClinicalTrials.gov Identifier: NCT065529754). Although both studies share the overarching clinical objective of improving infection triage, they are scientifically independent in terms of methodology, biomarker modality, and analytical pipeline. Transcriptomic study (NCT065529754): Focused on host-response gene expression signatures derived from RNA sequencing data. Proteomic study (this registration): Focuses on host-response protein biomarkers identified through high-resolution mass spectrometry (DIA/PRM/SRM) and validated by immunoassays (ELISA). The proteomics study is designed to discover a minimal and biologically distinct set of protein markers that can be readily translated into clinical diagnostics. This study evaluates a minimal set of circulating proteins-ICAM1, CFHR5, and GRN-discovered through AI-assisted proteomics and validated by ELISA, as a rapid diagnostic tool for bacterial vs viral infection. Patients with acute fever are prospectively enrolled into three cohorts: discovery, internal validation, and external validation. This independent registration reflects the proteomics-specific objectives, methodology, and outcomes, while also acknowledging its linkage to the transcriptomics study.

Interventions

DIAGNOSTIC_TESTProteomic Biomarker Panel

A blood-based ELISA test measuring circulating ICAM1, CFHR5, and GRN. Index test performance will be evaluated against microbiological gold standards and adjudication.

Sponsors

Qilu Hospital of Shandong University
Lead SponsorOTHER

Study design

Observational model
COHORT
Time perspective
CROSS_SECTIONAL

Eligibility

Sex/Gender
ALL
Age
14 Years to No maximum
Healthy volunteers
No

Inclusion criteria

* Age ≥14 years; * Body temperature \> 38°C(within the past 72 hours); * Disease duration ≤ 14 days; * Provision of informed consent by patient or legal guardian.

Exclusion criteria

* Underlying diseases affecting immune function (e.g., advanced malignancy, autoimmune disease, immunodeficiency, use of immunosuppressants); * Pregnancy; * Mixed infections (including viral-bacterial co-infections, bacterial or viral-fungal co-infections, or autoimmune disease concomitant with bacterial infection); * indeterminate or negative microbiological testing ; * inability to provide informed consent

Design outcomes

Primary

MeasureTime frameDescription
Diagnostic Accuracy (AUROC) for differentiating bacterial vs viral infectionAt hospital admission (retrospective review of cases from September 1, 2021 to October 31, 2024)The area under the receiver operating characteristic curve (AUROC) will be calculated for the selected host-response protein biomarker panel to assess its ability to discriminate bacterial from viral infections in patients presenting with acute febrile illness.

Secondary

MeasureTime frameDescription
Incremental diagnostic value of biomarker panel combined with CRPAt hospital admission (retrospective review of cases from September 1, 2021 to October 31, 2024)Evaluate the increase in area under the receiver operating characteristic curve (AUROC) when the host-response protein biomarker panel is combined with CRP for distinguishing bacterial from viral infections.
Prognostic value for sepsis severity (qSOFA ≥2) and adverse outcomesAt hospital admission (retrospective review of cases from September 1, 2021 to November 30, 2024)Assess the ability of the biomarker panel to predict clinical disease severity in patients with acute febrile illness, as measured by the qSOFA score.
Sensitivity, specificity, PPV, NPV, LR+/LR- for differentiating bacterial vs viral infectionAt hospital admission (retrospective review of cases from September 1, 2021 to October 31, 2024)

Countries

China

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026