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Tian M, Zhu X, Ren L, Zhou X, Gu L, Meng K, Tian Y, Cai H, Liu X, Ding J. HE4-based nomogram for predicting overall survival in patients with idiopathic pulmonary fibrosis: construction and validation. Eur J Med Res 2024; 29:238. [PMID: 38627872 PMCID: PMC11020350 DOI: 10.1186/s40001-024-01829-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Accepted: 04/05/2024] [Indexed: 04/19/2024] Open
Abstract
Idiopathic pulmonary fibrosis (IPF) is a life-threatening interstitial lung disease. Identifying biomarkers for early diagnosis is of great clinical importance. The epididymis protein 4 (HE4) is important in the process of inflammation and fibrosis in the epididymis. Its prognostic value in IPF, however, has not been studied. The mRNA and protein levels of HE4 were used to determine the prognostic value in different patient cohorts. In this study, prognostic nomograms were generated based on the results of the cox regression analysis. We identified the HE4 protein level increased in IPF patients, but not the HE4 gene expression. The increased expression of HE4 correlated positively with a poor prognosis for patients with IPF. The HR and 95% CI were 2.62 (1.61-4.24) (p < 0.001) in the training set. We constructed a model based on the risk-score = 0.16222182 * HE4 + 0/0.37580659/1.05003609 (for GAP index 0-3/4-5/6-8) + (- 1.1183375). In both training and validation sets, high-risk patients had poor prognoses (HR: 3.49, 95%CI 2.10-5.80, p = 0.001) and higher likelihood of dying (HR: 6.00, 95%CI 2.04-17.67, p = 0.001). Analyses of calibration curves and decision curves suggest that the method is effective in predicting outcomes. Furthermore, a similar formulation was used in a protein-based model based on HE4 that also showed prognostic value when applied to IPF patients. Accordingly, HE4 is an independent poor prognosis factor, and it has the potential to predict IPF patient survival.
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Affiliation(s)
- Mi Tian
- Department of Respiratory and Critical Care Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, No. 321 Zhongshan Road, Nanjing, 210008, Jiangsu, China
| | - Xiaohui Zhu
- Department of Respiratory, The Fourth Affiliated Hospital of Nanjing Medical University, 298 Nanpu Road, Nanjing, 211899, China
| | - Lijun Ren
- Department of Pulmonary and Critical Care Medicine, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China
| | - Xuan Zhou
- Department of Respiratory, The Fourth Affiliated Hospital of Nanjing Medical University, 298 Nanpu Road, Nanjing, 211899, China
- Phase I Clinical Trials Unit, The Affiliated Drum Tower Hospital of Nanjing University Medical School, 359 Pu Zhu Middle Road, Nanjing, 210031, China
| | - Lina Gu
- Department of Nephrology, Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China
| | - Kaifang Meng
- Department of Respiratory and Critical Care Medicine, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, No. 321 Zhongshan Road, Nanjing, 210008, Jiangsu, People's Republic of China
| | - Yaqiong Tian
- Department of Respiratory and Critical Care Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, No. 321 Zhongshan Road, Nanjing, 210008, Jiangsu, China
| | - Hourong Cai
- Department of Respiratory and Critical Care Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, No. 321 Zhongshan Road, Nanjing, 210008, Jiangsu, China.
| | - Xiaoqin Liu
- Department of Respiratory and Critical Care Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, No. 321 Zhongshan Road, Nanjing, 210008, Jiangsu, China.
| | - Jingjing Ding
- Department of Respiratory and Critical Care Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, No. 321 Zhongshan Road, Nanjing, 210008, Jiangsu, China.
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Feng A, Caro YM, Gardner C, Grischo G, Liang Y, Wickremasinghe PD, Polmann M, Kala M, Marlowe T, Black SM, Knox KS, Wang T. PTK2-associated gene signature could predict the prognosis of IPF. Respir Res 2023; 24:304. [PMID: 38053045 PMCID: PMC10699084 DOI: 10.1186/s12931-023-02582-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Accepted: 10/26/2023] [Indexed: 12/07/2023] Open
Abstract
Idiopathic pulmonary fibrosis (IPF) is a progressive and fatal lung disease with a poor prognosis. Current/available clinical prediction tools have limited sensitivity and accuracy when evaluating clinical outcomes of IPF. Research has shown that focal adhesion kinase (FAK), produced by the protein tyrosine kinase 2 (PTK2) gene, is crucial in IPF development. FAK activation is a characteristic of lesional fibroblasts; Thus, FAK may be a valuable therapeutic target or prognostic biomarker for IPF. This study aimed to create a gene signature based on PTK2-associated genes and microarray data from blood cells to predict disease prognosis in patients with IPF. PTK2 levels were found to be higher in lung tissues of IPF patients compared to healthy controls, and PTK2 inhibitor Defactinib was found to reduce TGFβ-induced FAK activation and increase α-smooth muscle actin. Although the blood PTK2 levels were higher in IPF patients, blood PTK level alone could not predict IPF prognosis. From 196 PTK2-associated genes, 11 genes were prioritized to create a gene signature (PTK2 molecular signature) and a risk score system using univariate and multivariate Cox regression analysis. Patients were divided into high-risk and low-risk groups using PTK2 molecular signature. Patients in the high-risk group experienced decreased survival rates compared to patients in the low-risk group across all discovery and validation cohorts. Further functional enrichment and immune cell proportion analyses revealed that the PTK2 molecular signature strongly reflected the activation levels of immune pathways and immune cells. These findings suggested that PTK2 is a molecular target of IPF and the PTK2 molecular signature is an effective IPF prognostic biomarker.
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Affiliation(s)
- Anlin Feng
- Center for Translational Science, and Department of Environmental Health, Florida International University, Port St. Lucie, FL, 36987, USA
| | - Yesenia Moreno Caro
- Department of Internal Medicine, University of Arizona, Phoenix, AZ, 85004, USA
| | - Colin Gardner
- Department of Internal Medicine, University of Arizona, Phoenix, AZ, 85004, USA
| | - Garrett Grischo
- Department of Internal Medicine, University of Arizona, Phoenix, AZ, 85004, USA
| | - Ying Liang
- Center for Translational Science, and Department of Environmental Health, Florida International University, Port St. Lucie, FL, 36987, USA
| | - Praveen D Wickremasinghe
- Herbert Wertheim College of Medicine, Florida International University, Port St. Lucie, FL, 33199, USA
| | - Michaela Polmann
- Herbert Wertheim College of Medicine, Florida International University, Port St. Lucie, FL, 33199, USA
| | - Mrinalini Kala
- Department of Internal Medicine, University of Arizona, Phoenix, AZ, 85004, USA
| | - Timothy Marlowe
- Department of Internal Medicine, University of Arizona, Phoenix, AZ, 85004, USA
| | - Stephen M Black
- Center for Translational Science, and Department of Environmental Health, Florida International University, Port St. Lucie, FL, 36987, USA
- Herbert Wertheim College of Medicine, Florida International University, Port St. Lucie, FL, 33199, USA
| | - Kenneth S Knox
- Department of Internal Medicine, University of Arizona, Phoenix, AZ, 85004, USA
| | - Ting Wang
- Center for Translational Science, and Department of Environmental Health, Florida International University, Port St. Lucie, FL, 36987, USA.
- Department of Internal Medicine, University of Arizona, Phoenix, AZ, 85004, USA.
- Herbert Wertheim College of Medicine, Florida International University, Port St. Lucie, FL, 33199, USA.
- Center for Translational Science, Florida International University, 11350 SW Village Pkwy, Port St. Lucie, FL, 34987, USA.
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Eaden JA, Barber CM, Renshaw SA, Chaudhuri N, Bianchi SM. Real world experience of response to pirfenidone in patients with idiopathic pulmonary fibrosis: a two centre retrospective study. SARCOIDOSIS, VASCULITIS, AND DIFFUSE LUNG DISEASES : OFFICIAL JOURNAL OF WASOG 2020; 37:218-224. [PMID: 33093786 PMCID: PMC7569563 DOI: 10.36141/svdld.v37i2.8587] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 06/15/2020] [Indexed: 11/17/2022]
Abstract
Introduction: Pirfenidone has been shown to reduce the decline in forced vital capacity (FVC) compared to placebo in patients with idiopathic pulmonary fibrosis (IPF). Previous studies have suggested that patients with a more rapid decline in FVC during the period before starting pirfenidone experience the greatest benefit from treatment. The purpose of this retrospective observational study was to investigate the response to pirfenidone in IPF patients, comparing two groups stratified by the annual rate of decline in FVC % predicted prior to treatment. Methods: Using the rate of decline in FVC % predicted in the 12 months prior to pirfenidone, patients were stratified into slow (<5%) or rapid (≥5%) decliner groups. Comparisons in the lung function response to pirfenidone in these two groups were performed. Results: Pirfenidone resulted in no statistically significant reduction in the median annual rate of decline in FVC or FVC % predicted. In the rapid decliners, pirfenidone significantly reduced the median (IQR) annual rate of decline in FVC % predicted (-8.7 (-14.2 – -7.0) %/yr vs 2.0 (-7.1 – 6.0) %/yr; n=17; p<0.01). In the slow decliners, pirfenidone did not reduce the median (IQR) annual rate of decline in FVC % predicted (-1.3 (-3.2 – 1.3) %/yr vs -5.0 (-8.3 – -0.35) %/yr; n=17; p=0.028). Conclusions: We demonstrate the greater net effect of pirfenidone in IPF patients declining rapidly. We suggest that using an annual rate of decline in FVC of <5% and ≥5% may be useful in counselling patients with regard to pirfenidone treatment. (Sarcoidosis Vasc Diffuse Lung Dis 2020; 37 (2): 218-224)
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Affiliation(s)
- James A Eaden
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, United Kingdom.,Respiratory Medicine Department, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
| | - Christopher M Barber
- Respiratory Medicine Department, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
| | - Stephen A Renshaw
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, United Kingdom.,Respiratory Medicine Department, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
| | - Nazia Chaudhuri
- Interstitial Lung Disease Unit, University of Manchester NHS Foundation Trust, Manchester, United Kingdom
| | - Stephen M Bianchi
- Respiratory Medicine Department, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
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Arcadu A, Byrne SC, Pirina P, Hartman TE, Bartholmai BJ, Moua T. Correlation of pulmonary function and usual interstitial pneumonia computed tomography patterns in idiopathic pulmonary fibrosis. Respir Med 2017; 129:152-157. [PMID: 28732823 DOI: 10.1016/j.rmed.2017.06.013] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2017] [Revised: 05/27/2017] [Accepted: 06/20/2017] [Indexed: 10/19/2022]
Abstract
BACKGROUND Little is known about presenting 'inconsistent' or 'possible' usual interstitial pneumonia (UIP) computed tomography (CT) patterns advancing to 'consistent' UIP as disease progresses in idiopathic pulmonary fibrosis (IPF). We hypothesized that if 'consistent' UIP represented more advanced disease, such a pattern on presentation should also correlate with more severe pulmonary function test (PFT) abnormalities. MATERIAL AND METHODS Consecutive IPF patients (2005-2013) diagnosed by international criteria with baseline PFT and CT were included. Presenting CTs were assessed by three expert radiologists for consensus UIP pattern ('consistent', 'possible', and 'inconsistent'). Approximation of individual and combined interstitial abnormalities was also performed with correlation of interstitial abnormalities and UIP CT pattern made with PFT findings and survival. RESULTS Three-hundred and fifty patients (70% male) were included with a mean age of 68.3 years. Mean percent predicted forced vital capacity (FVC%) and diffusion capacity (DLCO%) was 64% and 45.5% respectively. Older age and male gender correlated more with 'consistent' UIP CT pattern. FVC% was not associated with any UIP pattern but did correlate with total volume of radiologist assessed interstitial abnormalities. DLCO% was lower in those with 'consistent' UIP pattern. A 'consistent' UIP CT pattern was also not independently predictive of survival after correction for age, gender, FVC%, and DLCO%. CONCLUSION PFT findings appear to correlate with extent of radiologic disease but not specific morphologic patterns. Whether such UIP patterns represent different stages of disease severity or radiologic progression is not supported by coinciding pulmonary function decline.
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Affiliation(s)
- Antonella Arcadu
- Respiratory Diseases, University of Sassari, Sassari, Italy; Division of Pulmonary and Critical Care Medicine, Mayo Clinic, Rochester MN, United States
| | - Suzanne C Byrne
- Department of Radiology, Mayo Clinic, Rochester MN, United States
| | - Pietro Pirina
- Respiratory Diseases, University of Sassari, Sassari, Italy
| | - Thomas E Hartman
- Department of Radiology, Mayo Clinic, Rochester MN, United States
| | | | - Teng Moua
- Division of Pulmonary and Critical Care Medicine, Mayo Clinic, Rochester MN, United States.
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