Back

Remote Patient Monitoring in Heart Failure: Firm Evidence for Mortality Reduction and a Critical Geographic Evidence Gap - Systematic Review, Meta-Analysis, and Trial Sequential Analysis

Ferreira, V. M.; Ayres Muller, V.

2026-02-27 cardiovascular medicine
10.64898/2026.02.25.26347143 medRxiv
Show abstract

Whether the cumulative evidence for remote patient monitoring (RPM) in heart failure (HF) has reached a definitive threshold -- and whether benefits extend to geographically underserved populations -- remains uncertain. We conducted a systematic review, meta-analysis, and trial sequential analysis (TSA) of 65 RCTs (59 poolable; [~]23,000 participants) across four databases through February 2026, encompassing structured telephone support (15 trials), non-invasive telemonitoring (33), and invasive hemodynamic monitoring (11). Random-effects meta-analysis used REML with Hartung-Knapp-Sidik-Jonkman adjustment. RPM significantly reduced all-cause mortality (RR 0.890, 95% CI 0.819-0.966; P=0.007; I2=2.3%; k=41; NNT 84/year; prediction interval 0.820-0.965). TSA confirmed that accrued evidence exceeded the required information size, establishing firm evidence that additional RPM-versus-control trials are unlikely to overturn the mortality benefit. HF hospitalization was reduced (RR 0.782, 95% CI 0.711-0.859; P<0.001; k=39; NNT 17/year), though the prediction interval crossed 1.0 (0.589-1.038), indicating that in some settings the effect may be attenuated. No interaction by RPM type was observed (Pinteraction=0.15-0.24). GRADE certainty was moderate for mortality and low for HF hospitalization. A pre-specified geographic access analysis revealed that only 2 of 59 trials reported rural/urban subgroups -- a critical evidence gap that precludes conclusions about whether RPM differentially benefits underserved populations. HighlightsO_LITrial sequential analysis confirms firm evidence for RPM mortality benefit C_LIO_LIAll-cause mortality reduced 11% (NNT 84/yr, prediction interval excludes null) C_LIO_LIHF hospitalization reduced 22% (NNT 17/yr), though prediction interval crosses 1.0 C_LIO_LINo differential benefit by RPM type (STS vs TM vs invasive; Pinteraction=0.24-0.34) C_LIO_LIOnly 2 of 59 trials reported rural/urban subgroups -- a critical geographic evidence gap C_LI

Matching journals

The top 5 journals account for 50% of the predicted probability mass.

1
Circulation
66 papers in training set
Top 0.1%
22.7%
2
Circulation: Heart Failure
14 papers in training set
Top 0.1%
10.2%
3
Journal of the American College of Cardiology
12 papers in training set
Top 0.1%
6.9%
4
BMJ
49 papers in training set
Top 0.1%
6.9%
5
PLOS Medicine
98 papers in training set
Top 0.8%
4.3%
50% of probability mass above
6
PLOS ONE
4510 papers in training set
Top 41%
3.3%
7
European Heart Journal - Digital Health
15 papers in training set
Top 0.2%
3.3%
8
Nature Communications
4913 papers in training set
Top 42%
3.1%
9
The American Journal of Cardiology
15 papers in training set
Top 0.7%
2.6%
10
Heart
10 papers in training set
Top 0.3%
2.6%
11
Journal of the American Heart Association
119 papers in training set
Top 2%
2.1%
12
BMC Medicine
163 papers in training set
Top 2%
2.1%
13
eLife
5422 papers in training set
Top 35%
2.1%
14
European Journal of Preventive Cardiology
13 papers in training set
Top 0.4%
1.9%
15
Open Heart
19 papers in training set
Top 0.6%
1.9%
16
European Heart Journal
16 papers in training set
Top 0.3%
1.9%
17
New England Journal of Medicine
50 papers in training set
Top 0.4%
1.9%
18
BMJ Open
554 papers in training set
Top 10%
1.5%
19
Nature Medicine
117 papers in training set
Top 3%
1.1%
20
The Lancet Digital Health
25 papers in training set
Top 0.8%
0.9%
21
BMJ Global Health
98 papers in training set
Top 2%
0.8%
22
Circulation: Genomic and Precision Medicine
42 papers in training set
Top 1%
0.8%
23
Scientific Reports
3102 papers in training set
Top 76%
0.7%
24
Journal of the American Geriatrics Society
12 papers in training set
Top 0.2%
0.7%
25
Nature
575 papers in training set
Top 16%
0.7%
26
Canadian Medical Association Journal
15 papers in training set
Top 0.4%
0.6%
27
British Journal of Anaesthesia
14 papers in training set
Top 1%
0.5%
28
European Respiratory Journal
54 papers in training set
Top 3%
0.5%