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Biomarker GDAP1 Full name Ganglioside Induced Differentiation-Associated Protein 1 Molecular Type Protein
Molecular Formula Molecular Weight Core Functional Dimensions Prognosis, risk stratification
Disease(or Constitution) Acute Myeloid Leukemia (AML) Disease Subtypes /
Organ Blood, bone marrow Test Sample / Technology Platform Bone marrow (RNA sequencing, siRNA validation)
Pathobiological Mechanisms It contributes the most to overall survival, with high expression associated with poor prognosis.
Clinical Availability Status Research validation: Knockdown promotes apoptosis of THP-1 cells.
Notes and Dynamics One of the core prognostic factors in the line chart model.
Biomarker HSP90B2 Full name Heat shock protein 90 beta family member 2 Molecular Type Protein
Molecular Formula / Molecular Weight / Core Functional Dimensions Early screening, Risk stratification
Disease(or Constitution) Chronic Kidney Disease (CKD) Disease Subtypes /
Organ Kidney Test Sample / Technology Platform Urine ( mass spectrometry, proteomics detection )
Pathobiological Mechanisms Involved in cell stress response, serum expression was up-regulated in CKD.
Clinical Availability Status Research verification stage
Notes and Dynamics It is positively correlated with traditional markers such as serum creatinine and urea, and can be used as a supplementary detection index for renal injury.
Biomarker LOC541471 Full name Long Intergenic Non-Protein Coding RNA 541471 Molecular Type Nucleic acid (lncRNA)
Molecular Formula Molecular Weight Core Functional Dimensions Prognosis, risk stratification
Disease(or Constitution) Acute Myeloid Leukemia (AML) Disease Subtypes /
Organ Blood, bone marrow Test Sample / Technology Platform Bone marrow (RNA sequencing, siRNA validation)
Pathobiological Mechanisms High expression inhibits apoptosis and promotes proliferation, incorporated into the risk score model of the line graph
Clinical Availability Status Research Verification: TCGA Data + 52 clinical samples for validation.
Notes and Dynamics The risk stratification model constructed in combination with GDAP1, SOD1, and STK25 demonstrated high predictive accuracy.
Biomarker AAT Full name Alpha-1 antitrypsin Molecular Type Protein
Molecular Formula / Molecular Weight / Core Functional Dimensions Early screening, Risk stratification
Disease(or Constitution) Chronic Kidney Disease (CKD) Disease Subtypes /
Organ Kidney Test Sample / Technology Platform Urine ( mass spectrometry, proteomics detection )
Pathobiological Mechanisms Inhibition of inflammation and apoptosis, abnormal serum levels after kidney injury
Clinical Availability Status Research verification stage
Notes and Dynamics It can reduce renal ischemia-reperfusion injury and protect renal function by inhibiting inflammatory pathways. It is a potential protective biomarker for CKD.
Biomarker CRNDE Full name Colorectal Neoplasia Differentially Expressed Molecular Type Nucleic acid (lncRNA)
Molecular Formula Molecular Weight Core Functional Dimensions Prognosis and prediction of treatment response
Disease(or Constitution) Acute Myeloid Leukemia (AML) Disease Subtypes /
Organ Blood, bone marrow Test Sample / Technology Platform Blood/Bone marrow (real-time quantitative polymerase chain reaction, qRT-PCR)
Pathobiological Mechanisms Downregulation of expression reduces the complete response rate, shortens the event-free survival (EFS) and overall survival (OS)
Clinical Availability Status Research verification: clinical data from 200 newly diagnosed AML patients supports.
Notes and Dynamics The prognostic value is more significant in cytogenetically normal AML and non-t(15;17) AML.
Biomarker AC Full name Acetylcarnitine Molecular Type Metabolites
Molecular Formula / Molecular Weight / Core Functional Dimensions Early screening, Risk stratification
Disease(or Constitution) Chronic Kidney Disease (CKD) Disease Subtypes /
Organ Kidney Test Sample / Technology Platform Urine ( mass spectrometry, proteomics detection )
Pathobiological Mechanisms Participating in energy metabolism, abnormal levels reflect the imbalance of metabolic network in CKD patients.
Clinical Availability Status Research verification stage
Notes and Dynamics It is related to the degree of renal function injury in CKD patients and can be used as an auxiliary evaluation index for CKD metabolic disorders.
Biomarker UNC93B1 Full name Unc-93 Homolog B1 Molecular Type Protein
Molecular Formula Molecular Weight Core Functional Dimensions Prognosis, therapeutic targets
Disease(or Constitution) Acute Myeloid Leukemia (AML) Disease Subtypes /
Organ Blood, bone marrow Test Sample / Technology Platform Bone marrow (qRT-PCR, RNA sequencing)
Pathobiological Mechanisms High expression of enriched innate immunity and metabolic pathways, negatively correlated with BCL2 leading to venetoclax resistance.
Clinical Availability Status Research validation: Multi-cohort validation (TCGA/GTEx/GEO), line graph concordance index 0.729.
Notes and Dynamics MCL-1 inhibitors can overcome the drug resistance mediated by MCL-1 and interact with hub genes such as S100A9.
Biomarker CSA Full name Cyclosporine A Molecular Type Metabolites
Molecular Formula / Molecular Weight / Core Functional Dimensions Early screening, Risk stratification
Disease(or Constitution) Chronic Kidney Disease (CKD) Disease Subtypes /
Organ Kidney Test Sample / Technology Platform Urine ( mass spectrometry, proteomics detection )
Pathobiological Mechanisms Specific metabolites screened by omics reflect CKD metabolic disorders
Clinical Availability Status Research verification stage
Notes and Dynamics The specific mechanism needs to be further clarified, and more studies are needed to verify its correlation with CKD progression and clinical value.
Biomarker IL1R1 Full name Interleukin 1 Receptor Type 1 Molecular Type Protein
Molecular Formula Molecular Weight Core Functional Dimensions Prognosis and treatment benefit prediction
Disease(or Constitution) Acute Myeloid Leukemia (AML) Disease Subtypes /
Organ Blood, bone marrow Test Sample / Technology Platform Bone marrow (RNA sequencing, qRT-PCR)
Pathobiological Mechanisms High expression is associated with monocyte differentiation and FLT3-ITD/RUNX1 mutations, increasing the risk of recurrence.
Clinical Availability Status Study validation: The Leucegene cohort (n=316) confirmed its value.
Notes and Dynamics Hematopoietic stem cell transplantation significantly improves 5-year overall survival in patients with high expression of intermediate-risk AML.
Biomarker 5-MTP Full name 5-Methoxytryptophan Molecular Type Metabolites
Molecular Formula C₁₂H₁₄N₂O₃ Molecular Weight 234.25 g/mol Core Functional Dimensions Early screening, Risk stratification
Disease(or Constitution) Chronic Kidney Disease (CKD) Disease Subtypes /
Organ Kidney Test Sample / Technology Platform Urine ( mass spectrometry, proteomics detection )
Pathobiological Mechanisms Regulating inflammation and fibrosis pathways, abnormal levels are associated with CKD progression
Clinical Availability Status Research verification stage
Notes and Dynamics Inhibiting NF-κB pathway can improve CKD-induced cerebrovascular injury, which has the potential of biomarkers and therapeutic targets.
Biomarker TFRC Full name Transferrin Receptor 1 Molecular Type Protein
Molecular Formula Molecular Weight Core Functional Dimensions Diagnosis, prognosis, drug resistance-related
Disease(or Constitution) Acute Myeloid Leukemia (AML) Disease Subtypes /
Organ Blood, bone marrow Test Sample / Technology Platform Bone marrow (RNA sequencing, qRT-PCR)
Pathobiological Mechanisms Participates in iron metabolism, with abnormal expression affecting leukemia cell survival and chemotherapeutic response
Clinical Availability Status Research validation: As a prognostic marker, it works synergistically with DPP4.
Notes and Dynamics Upregulated in AML samples, its expression level can guide the selection of chemotherapy regimens.
Biomarker DPP4 Full name Dipeptidyl Peptidase 4 Molecular Type Protein
Molecular Formula Molecular Weight Core Functional Dimensions Diagnosis, prognosis, drug resistance-related
Disease(or Constitution) Acute Myeloid Leukemia (AML) Disease Subtypes /
Organ Blood, bone marrow Test Sample / Technology Platform Bone marrow (RNA sequencing, qRT-PCR)
Pathobiological Mechanisms Expression dysregulation affects chemotherapy sensitivity and participates in ferroptosis-related pathway regulation.
Clinical Availability Status Research validation: Incorporating the FRG prognostic model, the 1-5 year AUC value demonstrates predictive validity.
Notes and Dynamics Significantly downregulated in AML samples, closely associated with chemotherapy resistance.
Biomarker Creatine kinase Full name Creatine kinase Molecular Type Protein
Molecular Formula / Molecular Weight 86 kDa Core Functional Dimensions Diagnosis, Monitoring
Disease(or Constitution) Myocarditis Disease Subtypes /
Organ Myocardium, skeletal muscle, brain Test Sample / Technology Platform Serum (colorimetry, ELISA)
Pathobiological Mechanisms Myocardial or skeletal muscle is released after injury, suggesting myocyte damage
Clinical Availability Status Clinically available
Notes and Dynamics Non-specific, contract enzyme detection is required
Biomarker PTBP1 Full name Polypyrimidine Tract Binding Protein 1 Molecular Type Protein
Molecular Formula Molecular Weight Core Functional Dimensions Diagnosis, prognosis, risk prediction
Disease(or Constitution) Acute Myeloid Leukemia (AML) Disease Subtypes /
Organ Blood, bone marrow Test Sample / Technology Platform Bone marrow (qRT-PCR, Western blot)
Pathobiological Mechanisms Associated with internal tandem repeat mutations and complex karyotypes in FLT3, promoting cell proliferation and inhibiting apoptosis
Clinical Availability Status Research validation: The area under the curve (AUC) of 0.8601 can distinguish AML patients from the control group.
Notes and Dynamics Positively correlated with the proliferation marker Ki-67 and negatively correlated with the apoptosis marker p53, representing a potential drug target.
Biomarker NT-proBNP Full name N-terminal pro-brain natriuretic peptide Molecular Type Proteins
Molecular Formula / Molecular Weight 10 kDa Core Functional Dimensions Prognosis, Monitoring
Disease(or Constitution) Myocarditis Disease Subtypes /
Organ Myocardium Test Sample / Technology Platform Serum/Plasma (ELISA)
Pathobiological Mechanisms BNP precursor fragment is more stable than BNP and reflects the state of cardiac function
Clinical Availability Status Clinically available
Notes and Dynamics It is more significant in severe myocarditis and its prognostic value is better than that of BNP
Biomarker ALOX5AP Full name Arachidonate 5-Lipoxygenase Activating Protein Molecular Type Protein
Molecular Formula Molecular Weight Core Functional Dimensions Diagnosis, prognosis
Disease(or Constitution) Acute Myeloid Leukemia (AML) Disease Subtypes /
Organ Blood, bone marrowBlood, bone marrow Test Sample / Technology Platform Bone marrow (qRT-PCR, DNA methylation sequencing)
Pathobiological Mechanisms Hypomethylation leads to overexpression, which is positively correlated with pro-leukemia genes and inhibits tumor-suppressive miRNAs.
Clinical Availability Status Study validation: Four independent cohorts (n=1186) confirm its prognostic value
Notes and Dynamics ROC curve demonstrates AML discrimination capability, with high expression indicating reduced overall survival

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This study was supported by the Scientific Research Innovation Capability Support Project for Young Faculty (SRICSPYF-ZY2025112), the Fundamental and Interdisciplinary Disciplines Breakthrough Plan of the Ministry of Education of China (JYB2025XDXM612)

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