Skip to main content
. Author manuscript; available in PMC: 2024 Aug 22.
Published in final edited form as: Circulation. 2023 Aug 21;148(8):679–694. doi: 10.1161/CIRCULATIONAHA.123.062847

Table 2.

Blood-Based GEP of Messenger RNA and MicroRNA Transcripts

Publication Study Name Patient Population & Study Design Description Outcome
Messenger RNA
Deng 8 , 2006 CARGO 8 U.S. centers, 629 patients, Prospective cohort study Derivation and validation of GEP AUC of 0.72 to detect ACR ≥ 3A with GEP score >20, prevalence analysis resulting in 99% NPV using score >30
Pham 9 , 2010 IMAGE 13 U.S. centers, 602 patients, Randomized clinical trial Noninferiority analysis of EMB vs. GEP starting at 6-months With GEP score <34 to rule out rejection, similar event rates in EMB and GEP groups
Moayedi 23 , 2019 OAR 35 U.S. centers, 1504 patients, Cross-sectional Clinical validation with long-term follow-up of patients who underwent GEP surveillance 2% prevalence of ACR both before and after six months post-transplant, 94% 5-year survival
MicroRNA
Duong Van Huyen 24 , 2014 4 French centers, 113 patients, Case-control study Pre-selected evaluation of 14 miR transcripts by RT-PCR, from both EMB and serum samples Four miRs were differentially expressed in tissue and serum and validated in ACR and AMR as compared to controls
Dewi 25 , 2017 6 Canadian centers, 63 patients, Case-control study Pre-selected miRs evaluated by RT-PCR evaluation in serum Two miRs were associated with ACR, after controlling for immunosuppressive drug levels, kidney function, and C-reactive protein
Constanso-Conde 26 , 2020 1 Spanish center, 66 patients, Prospective Cohort study Pre-selected evaluation of differential miR expression in ACR by RT-PCR miR-181a-5p was differentially expressed in ACR ≥ 2R with rise and fall pattern associated with development/treatment of rejection
Shah 27 , 2022 GRAfT 5 U.S. centers, 157 patients, Case-control study NGS evaluating miR expression Distinct miR scores between 0–100 were able to distinguish ACR and AMR. Developed and validated for ACR ≥ 2R and pAMR ≥ 1

AUC, area under the curve; ACR, acute cellular rejection; AMR, antibody-mediated rejection; EMB; endomyocardial biopsy; GEP, gene expression profiling; mRNA, messenger RNA; miR, microRNA; NGS, next generation sequencing; NPV, negative predictive value; RT-PCR, reverse transcriptase polymerase chain reaction;