Circulating cell-free RNA in blood as a host response biomarker for detection of tuberculosis

被引:1
|
作者
Chang, Adrienne [1 ]
Loy, Conor J. [1 ]
Eweis-LaBolle, Daniel [1 ]
Lenz, Joan S. [1 ]
Steadman, Amy [2 ]
Andgrama, Alfred [3 ]
Nhung, Nguyen Viet [4 ]
Yu, Charles [5 ]
Worodria, William [3 ]
Denkinger, Claudia M. [6 ,7 ]
Nahid, Payam [8 ]
Cattamanchi, Adithya [8 ,9 ]
De Vlaminck, Iwijn [1 ]
机构
[1] Cornell Univ, Meinig Sch Biomed Engn, Ithaca, NY 14850 USA
[2] Global Hlth Labs Inc, Bellevue, WA USA
[3] World Alliance Lung & Intens Care Med Uganda, Kampala, Uganda
[4] Natl Lung Hosp, Hanoi, Vietnam
[5] De La Salle Med & Hlth Sci Inst, Dasmarinas, Philippines
[6] Univ Hosp Heidelberg, Heidelberg, Germany
[7] German Ctr Infect Res, Heidelberg, Germany
[8] Univ Calif San Francisco, UCSF Ctr TB, San Francisco, CA USA
[9] Univ Calif Irvine, Div Pulm & Crit Care Med, Orange, CA USA
基金
美国国家卫生研究院;
关键词
PULMONARY TUBERCULOSIS; SIGNATURE; EXPRESSION;
D O I
10.1038/s41467-024-49245-6
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Tuberculosis (TB) remains a leading cause of death from an infectious disease worldwide, partly due to a lack of effective strategies to screen and triage individuals with potential TB. Whole blood RNA signatures have been tested as biomarkers for TB, but have failed to meet the World Health Organization's (WHO) optimal target product profiles (TPP). Here, we use RNA sequencing and machine-learning to investigate the utility of plasma cell-free RNA (cfRNA) as a host-response biomarker for TB in cohorts from Uganda, Vietnam and Philippines. We report a 6-gene cfRNA signature, which differentiates TB-positive and TB-negative individuals with AUC = 0.95, 0.92, and 0.95 in test, training and validation, respectively. This signature meets WHO TPPs (sensitivity: 97.1% [95% CI: 80.9-100%], specificity: 85.2% [95% CI: 72.4-100%]) regardless of geographic location, sample collection method and HIV status. Overall, our results identify plasma cfRNA as a promising host response biomarker to diagnose TB. Whole blood signatures have served as the potential biomarkers for TB but failed to meet World Health Organization's (WHO) optimal target product profiles (TPP). By employing cohorts from multiple countries, the authors identify a diagnostic 6-gene signature from cell free RNA which outperforms TPP requirement in distinguishing TB from non-TB.
引用
收藏
页数:8
相关论文
共 50 条
  • [31] Circulating cell-free DNA: a novel surrogate biomarker for response to therapy in an ovarian cancer model
    Kamat, Aparna A.
    Bischoff, Farideh Z.
    Dang, Dianne
    Han, Liz
    Landen, Charles N., Jr.
    Lin, Yvonne
    Merritt, William
    Gershenson, David M.
    Simpson, Joe L.
    Sood, Anil K.
    CANCER RESEARCH, 2006, 66 (08)
  • [32] Enhanced Extraction and Preservation of Circulating Cell-Free RNA from 50 mL Cell-Free Urine
    Saidian, M.
    Dorn, A.
    Saenz, J.
    Lee, L.
    Hernandez, C.
    Dunnigan, A.
    Aghili, L.
    Jafari, N.
    JOURNAL OF MOLECULAR DIAGNOSTICS, 2024, 26 (11): : S15 - S16
  • [33] Circulating Cell-Free DNA in Sickle Cell Disease Is It a Potentially Useful Biomarker?
    Al-Humood, Salah
    Zueriq, Rajaa
    Al-Faris, Lama
    Marouf, Rajaa
    Al-Mulla, Fahd
    ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE, 2014, 138 (05) : 678 - 683
  • [34] Circulating cell-free DNA in the peripheral blood plasma of patients is an informative biomarker for multiple myeloma relapse
    Hiroshi Yasui
    Masayuki Kobayashi
    Kota Sato
    Kanya Kondoh
    Tadao Ishida
    Yuta Kaito
    Hideto Tamura
    Hiroshi Handa
    Yutaka Tsukune
    Makoto Sasaki
    Norio Komatsu
    Norina Tanaka
    Junji Tanaka
    Masahiro Kizaki
    Toyotaka Kawamata
    Junya Makiyama
    Kazuaki Yokoyama
    Seiya Imoto
    Arinobu Tojo
    Yoichi Imai
    International Journal of Clinical Oncology, 2021, 26 : 2142 - 2150
  • [35] Circulating cell-free DNA for cancer early detection
    Gao, Qiang
    Zeng, Qiang
    Wang, Zhijie
    Li, Chengcheng
    Xu, Yu
    Cui, Peng
    Zhu, Xin
    Lu, Huafei
    Wang, Guoqiang
    Cai, Shangli
    Wang, Jie
    Fan, Jia
    INNOVATION, 2022, 3 (04):
  • [36] Circulating cell-free DNA in the peripheral blood plasma of patients is an informative biomarker for multiple myeloma relapse
    Yasui, Hiroshi
    Kobayashi, Masayuki
    Sato, Kota
    Kondoh, Kanya
    Ishida, Tadao
    Kaito, Yuta
    Tamura, Hideto
    Handa, Hiroshi
    Tsukune, Yutaka
    Sasaki, Makoto
    Komatsu, Norio
    Tanaka, Norina
    Tanaka, Junji
    Kizaki, Masahiro
    Kawamata, Toyotaka
    Makiyama, Junya
    Yokoyama, Kazuaki
    Imoto, Seiya
    Tojo, Arinobu
    Imai, Yoichi
    INTERNATIONAL JOURNAL OF CLINICAL ONCOLOGY, 2021, 26 (11) : 2142 - 2150
  • [37] Cell-Free Circulating DNA Integrity Based on Peripheral Blood as a Biomarker for Diagnosis of Cancer: A Systematic Review
    Cheng, Jie
    Tang, Qiuqiong
    Cao, Xue
    Burwinkel, Barbara
    CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION, 2017, 26 (11) : 1595 - 1602
  • [38] Circulating Cell-Free DNA as a Prognostic Biomarker in Resectable Ampullary Cancer
    Shyr, Bor-Uei
    Shyr, Bor-Shiuan
    Chen, Shih-Chin
    Chang, Shih-Ching
    Shyr, Yi-Ming
    Wang, Shin-E
    CANCERS, 2021, 13 (10)
  • [39] High levels of circulating cell-free DNA are a biomarker of active SLE
    Xu, Yalan
    Song, Yijun
    Chang, Jiazhen
    Zhou, Xiya
    Qi, Qingwei
    Tian, Xinping
    Li, Mengtao
    Zeng, Xiaofeng
    Xu, Mengnan
    Zhang, Wenjuan
    Cram, David S.
    Liu, Juntao
    EUROPEAN JOURNAL OF CLINICAL INVESTIGATION, 2018, 48 (11)
  • [40] Schistosomiasis related circulating cell-free DNA: A useful biomarker in diagnostics
    Ullah, Hanif
    Arbab, Safia
    Li, Ka
    Khan, Muhammad Inayat Ullah
    Qadeer, Abdul
    Muhammad, Nehaz
    MOLECULAR AND BIOCHEMICAL PARASITOLOGY, 2022, 251