A meta-analysis suggests that TMS targeting the hippocampal network selectively improves episodic memory

  1. Elena Badillo Goicoechea
  2. Phillip F Agres
  3. Johanna MH Rau
  4. Arantzazu San Agustin
  5. Joel L Voss  Is a corresponding author
  1. Department of Public Health Sciences, The University of Chicago, United States
  2. Department of Neurology, The University of Chicago, United States
4 figures, 1 table and 2 additional files

Figures

Figure 1 with 1 supplement
Targets and methods used in Hippocampal Indirectly Targeted Stimulation (HITS) experiments.

(A) The general logic of HITS experiments, whereby hippocampal indirect targets are used to define connectivity networks from which stimulation-accessible locations are selected and stimulated with transcranial magnetic stimulation (TMS). Red coloration indicates an example group-level fMRI connectivity network of the hippocampal indirect target, from which a stimulation location is selected. A representative electrical field (Saturnino, 2019) induced by TMS of this location at a typical intensity (estimate of 100% MT) is shown. The field is thresholded at 66% of its maximum intensity, as stimulation of lower intensity should have negligible effects on neuronal activity (all analyzed studies used stimulation intensity of ~70% MT or above). (B) Hippocampal indirect targets and neocortical stimulation locations in the analyzed studies are shown overlaid on a template brain. An example resting-state fMRI connectivity network of the hippocampal indirect targets is displayed in red, as in (A). Stimulation locations are colorized separately for studies that used individualized targeting versus those that used group/atlas-based targets. For studies using individualized targeting, the average (centroid) location of the targets for all subjects in the study is shown. The hippocampal indirect targets are shown for those studies using individualized targeting. Note that not all stimulation locations fall within the highlighted red hippocampal network, as that specific network is shown for illustrative purposes to highlight proximity of all stimulation targets to a typical group-defined hippocampal network. (C) Coronal slices for the indicated positions show the hippocampal indirect targets and stimulation locations in greater detail. K-means clustering indicated that the majority of stimulation locations (84%) comprised a cluster within left parietal cortex, as indicated.

Figure 1—figure supplement 1
Histogram of sample sizes per analyzed effect, plotted separately for episodic-memory and non-memory effects.
Hippocampal Indirectly Targeted Stimulation (HITS) selectively improved episodic memory overall.

(A) Forest plot of all effects of HITS on episodic-memory task outcomes, ordered by size. (B) Forest plot of all effects of HITS on non-memory task outcomes. The pooled effect is shown for both plots. Red circles indicate outliers that were excluded in sensitivity analyses. Circle size indicates the study’s weighted contribution to the meta-regression model.

Figure 3 with 3 supplements
Study factors that modulated effects of Hippocampal Indirectly Targeted Stimulation (HITS) on episodic memory.

(A) Factors that significantly modulated HITS effects on episodic memory. The pie chart indicates the percentage of effects for each category of each factor. Individual effects are shown in the box plots, grouped by factor levels. (B) Factors that did not significantly modulate HITS effects on episodic memory, plotted in the same format. *Indicates an effect modification that was significant in the main analysis but not in the sensitivity analysis.

Figure 3—figure supplement 1
Relationships among factors in episodic memory studies.
Figure 3—figure supplement 2
Funnel plot of episodic memory Hippocampal Indirectly Targeted Stimulation (HITS) effects.

Outliers are indicated in red. The I2 statistic is indicated.

Figure 3—figure supplement 3
Funnel plot of non-memory Hippocampal Indirectly Targeted Stimulation (HITS) effects.

Outliers are indicated in red. The I2 statistic is.

Greater effects of Hippocampal Indirectly Targeted Stimulation (HITS) on memory in studies having optimized designs.

Box plots of expected effect sizes projected from the meta-regression model for studies in which HITS was applied pre-task and measured using recollection format tests, versus all other study factors. Circles are individual projected effects, with circle size indicating standard error of the prediction, as indicated.

Tables

Table 1
Studies identified by systematic review.

Study information is listed separately for studies that were included versus excluded from meta-analyses. Sample sizes listed are for the number of subjects contributing to statistical effects that were analyzed or described.

Study #First authorYearSample SizeDOI
Included in meta-analysis
1Wang20141610.1126/science.1252900
2Yazar20146910.1371/journal.pone.0110414
3Wang2015*10.1002/hipo.22416
4Bonnì20153010.1016/j.bbr.2014.12.032
5Nilakantan20171610.1016/j.cub.2016.12.042
6Yazar20172310.1016/j.brs.2017.02.011
7Kim20183210.1126/sciadv.aar2768
8Tambini20182210.1162/jocn_a_01300
9Bonnici20182210.1523/JNEUROSCI.1239-18.2018
10Koch20181410.1016/j.neuroimage.2017.12.048
11Wynn20181910.1101/lm.048033.118
12Ye20181810.1523/JNEUROSCI.0660-18.2018
13Hermiller20192410.1002/hipo.23054
14Hermiller20191410.1002/brb3.1393
15Nilakantan20191510.1212/WNL.0000000000007502
16Hermiller20201610.1523/JNEUROSCI.0486-20.2020
17Chen20201310.18632/aging.202313
18Gao20213210.1016/j.brainres.2021.147510
19Hebscher20212010.1016/j.cub.2021.01.027
20Freedberg20212310.1016/j.neuroimage.2021.118199
21Velioğlu20211510.1016/j.nlm.2021.107410
22Jia20216910.3389/fnagi.2021.693611
23Freedberg20222910.1016/j.bbr.2021.113707
24Dave20221610.1016/j.crneur.2022.100030
25Hua20223910.3389/fnhum.2022.973298
26Hermiller20223010.1016/j.neurobiolaging.2021.09.018
27Chen2022810.1073/pnas.2113778119
28Wei20222910.1016/j.psychres.2022.114721
29Tang20238910.1093/schbul/sbad015
30Chen20231810.1111/cns.14177
31You20233410.2147/CIA.S416992
32Jin20241110.1016/j.bspc.2023.105725
33Cheng20251510.1162/jocn_a_02273
34Jung20243010.1001/jamanetworkopen.2024.9220
35Lv20246010.1016/j.bbr.2024.115117
36Webler20242410.1016/j.bpsgos.2024.100309
37Velioğlu20241210.29399/npa.28420
38Zheng20244310.1093/cercor/bhae460
Excluded from meta-analysis
39Zhao20163010.18632/oncotarget.13060
40Warren2019*10.7554/eLife.49458
41Hendrikse20203910.1016/j.cortex.2020.08.028
42Wang2020810.3389/fnhum.2020.541791
43Cash2022*10.1016/j.brs.2022.09.004
44Yang20221610.3233/JAD-215390
45Chen20221210.3233/JAD-210661
46Li20232810.3390/brainsci13030419
47Li20246110.2147/NDT.S468219
48Koen20182010.1080/17588928.2018.1484723
  1. *

    Studies that re-analyzed data from another study and, therefore, did not contribute independent data are indicated.

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  1. Elena Badillo Goicoechea
  2. Phillip F Agres
  3. Johanna MH Rau
  4. Arantzazu San Agustin
  5. Joel L Voss
(2026)
A meta-analysis suggests that TMS targeting the hippocampal network selectively improves episodic memory
eLife 14:RP108934.
https://doi.org/10.7554/eLife.108934.3