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1. Predicting biomarkers related to idiopathic pulmonary fibrosis: Robust ranking aggregation analysis and animal experiment verification.

2. Causal relationship between circulating glutamine levels and idiopathic pulmonary fibrosis: a two-sample mendelian randomization study.

3. Comprehensive analysis of scRNA-Seq and bulk RNA-Seq reveals ubiquitin promotes pulmonary fibrosis in chronic pulmonary diseases.

4. ZCCHC8 p.P410A disrupts nucleocytoplasmic localization, promoting idiopathic pulmonary fibrosis and chronic obstructive pulmonary disease.

5. Aging of alveolar type 2 cells induced by Lonp1 deficiency exacerbates pulmonary fibrosis.

6. Structural impact, ligand-protein interactions, and molecular phenotypic effects of TGF-β1 gene variants: In silico analysis with implications for idiopathic pulmonary fibrosis.

7. The association between testosterone, estradiol, estrogen sulfotransferase and idiopathic pulmonary fibrosis: a bidirectional mendelian randomization study.

8. Shared and unique transcriptomic signature genes and pathways among biopsy, peripheral blood mononuclear cells and bronchoalveolar lavage samples in IPF patients revealed using comparative meta-transcriptome analysis.

9. Identification and validation of potential biomarkers related to oxidative stress in idiopathic pulmonary fibrosis.

11. Suppression of OGN in lung myofibroblasts attenuates pulmonary fibrosis by inhibiting integrin αv-mediated TGF-β/Smad pathway activation.

12. Identification of a fibronectin-binding protein signature associated with idiopathic pulmonary fibrosis.

13. Causal associations of obstructive sleep apnea with Chronic Respiratory Diseases: a Mendelian Randomization study.

14. RIOK2 transcriptionally regulates TRiC and dyskerin complexes to prevent telomere shortening.

15. Genetic-informed proteome-wide scan reveals potential causal plasma proteins for idiopathic pulmonary fibrosis.

17. Cellular and Molecular Genetic Mechanisms of Lung Fibrosis Development and the Role of Vitamin D: A Review.

20. Genetics and Genomics of Pulmonary Fibrosis: Charting the Molecular Landscape and Shaping Precision Medicine.

21. Spatial transcriptomic characterization of pathologic niches in IPF.

22. Deciphering the mediating role of CXCL10 in hypothyroidism-induced idiopathic pulmonary fibrosis in European ancestry: a Mendelian randomization study.

24. Highlights on Future Treatments of IPF: Clues and Pitfalls.

25. Exploring the causal effect between lipid-modifying drugs and idiopathic pulmonary fibrosis: a drug-target Mendelian randomization study.

26. Identification of non-coding RNA signatures in idiopathic pulmonary fibrosis.

27. USP7 Promotes TGF-β1 Signaling by De-Ubiquitinating Smad2/Smad3 in Pulmonary Fibrosis.

28. Aldehyde Dehydrogenase 2 Deficiency Aggravates Lung Fibrosis through Mitochondrial Dysfunction and Aging in Fibroblasts.

29. Single-cell transcriptomics reveals CD8 + T cell structure and developmental trajectories in idiopathic pulmonary fibrosis.

30. Mapping spatially resolved transcriptomes in human and mouse pulmonary fibrosis.

31. Causal relationship between gut microbiota and idiopathic pulmonary fibrosis: A two-sample Mendelian randomization.

32. Leveraging neighborhood representations of single-cell data to achieve sensitive DE testing with miloDE.

33. Targeting CEBPA to restore cellular identity and tissue homeostasis in pulmonary fibrosis.

34. Novel AT2 Cell Subpopulations and Diagnostic Biomarkers in IPF: Integrating Machine Learning with Single-Cell Analysis.

35. Single-cell RNA sequencing reveals special basal cells and fibroblasts in idiopathic pulmonary fibrosis.

36. [Effect of Peitu Yifei Granules on autophagy mechanism in rats with idiopathic pulmonary fibrosis based on PI3K/Akt/mTOR signaling pathway].

37. Identification of key mitochondria-related genes and their potential crosstalk role with immune pattern in Idiopathic pulmonary fibrosis.

38. Multiomic analysis of monocyte-derived alveolar macrophages in idiopathic pulmonary fibrosis.

39. Bayesian-frequentist hybrid inference framework for single cell RNA-seq analyses.

40. Shared biomarkers and mechanisms in idiopathic pulmonary fibrosis and non-small cell lung cancer.

41. IPF-related new macrophage subpopulations and diagnostic biomarker identification - combine machine learning with single-cell analysis.

42. Clinical, radiological and histopathological features of patients with familial pulmonary fibrosis.

44. SEMA3B inhibits TGFβ-induced extracellular matrix protein production and its reduced levels are associated with a decline in lung function in IPF.

45. Anoikis and SPP1 in idiopathic pulmonary fibrosis: integrating bioinformatics, cell, and animal studies to explore prognostic biomarkers and PI3K/AKT signaling regulation.

46. Unveiling the role of copper metabolism and STEAP2 in idiopathic pulmonary fibrosis molecular landscape.

47. Single-cell combined with transcriptome sequencing to explore the molecular mechanism of cell communication in idiopathic pulmonary fibrosis.

48. A Test to Comprehensively Capture the Known Genetic Component of Familial Pulmonary Fibrosis.

50. Involvement of E3 ubiquitin ligase NEDD4-mediated YY1 ubiquitination in alleviating idiopathic pulmonary fibrosis.

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