Oliver's mTOR Atlas Evidence Platform
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Timing: the axis the pathway maps leave out

Every pathway map treats a link as a fact that either holds or does not. None of them record when. Yet rapamycin given once a week and the same rapamycin given every day are not the same intervention, and at least one link in this map does not exist at all under short exposure and appears after a long one.

This page separates two questions that get confused. For a study: how was the intervention delivered over time? For a link in the pathway: does the relationship itself depend on time? The first is a property of an experiment, the second a property of a claim.

88
studies with a recorded regimen, each quoting the sentence that shows it
3
tested an intermittent schedule rather than continuous dosing
3
included stopping the intervention and watching what happened next
116 of 121
pathway links carry no recorded time dependence in this Atlas

How the interventions were delivered

A regimen is recorded only where a sentence in the source says so, and that sentence is stored next to it. Where the paper does not say, the record says not stated rather than guessing a plausible schedule.

RegimenStudiesExamples
Acutea single dose, or exposure under 24 hours3DRU2009, HAL2026, SIN2013
Time-windowedgiven only during one phase of the process, not throughout4ARA2009, BIT2016, OKA2013, OKI2021
Intermittentcycled with a deliberate gap between doses3ARR2015, CHE2009, MOE2025
Chronic continuousgiven without a break for as long as the animal or person was followed20BAB2025, BAS2012, BJE2010, FLY2013, FOK2014, HAL2012 and 14 more
Withdrawal testedthe protocol included stopping, and watching what happened next2BIS2008, MCC2011
Constitutive (genetic)a permanent genetic change, where time is not a variable6CHE2008, EFE2012, PYO2013, SEL2009, WUX2013, YAN2026B

A further 50 records sit outside that ladder: 7 where an intervention was given but the schedule is not stated, and 43 where the study administers nothing over time at all (reviews and syntheses). 340 of the 428 studies in the corpus have not been classified yet.

The withdrawal tested row counts studies whose main design is stopping. 1 more (HAL2026) included a recovery period after a different main regimen, so the stopping section below lists 3 studies in all.

Dose versus schedule

Almost every dose-response study asks how much. Far fewer ask how often while holding the amount fixed — and that is the question behind intermittent dosing protocols. Studies in this corpus that ran schedules against each other:

ARR2015 — Alternative rapamycin treatment regimens mitigate the impact of rapamycin on glucose homeostasis and the immune system (2015)

2 mg/kg rapamycin administered daily (1x/day), weekly (1x/7 days), once every three days (1x/3 days), or once every five days (1x/5 days) to 9-week-old male C57BL/6J mice for 2-8 weeks. (AI_Dose)

Exposure window: 9 wk of age · 2-8 wk

The rest of the intermittent arm tested a single spaced schedule without a continuous comparator, which answers whether the schedule works, not whether it works better.

What happens when you stop

A benefit that disappears on withdrawal is suppression, not repair. That distinction decides whether an intervention is a course of treatment or a commitment, and it is visible only in protocols that included stopping.

StudyWhat the protocol didWindow
BIS2008One year after sirolimus was discontinued, some spirometric improvements persisted; cerebral lesions were unchanged. (Abstract)adult · 12 mo on + 12 mo off
HAL2026"FOLFOX was added to myotube cultures for 24 hours; recovery was assessed by removing FOLFOX from the culture media for an additional 24 hours." (Abstract)n/a · 24 h; +24 h recovery
MCC2011Oral sirolimus, initial 2 mg/day titrated to trough 5-15 ng/ml; 12-month double-blind treatment + 12-month observation off-drug; 1:1 vs placebo (MILES). (AI_Dose)adult · 12 mo on + 12 mo off

On the pathway map, 2 links carry the same finding:

LinkBoundary recorded
EVE-TSCLesions regrow when the drug is stopped - this is suppression, not cure.
RAPA-LAMBenefit is suppressive: lung function declined again after withdrawal.

Each link in the pathway map cites at least one study. Where those studies establish that the relationship changes with exposure, the link says so. Where no cited study in this corpus settles it, it says that too — and that is the majority.

Time dependenceLinksWhich
Chronic onlyappears only after prolonged exposure1RAPA-MTORC2
Diverges with timethe sign or the strength changes with duration2EVE-IMMUNE, MTORC2-INSULINRES
Reversible on withdrawalthe effect goes away when the intervention stops2EVE-TSC, RAPA-LAM
Not testedno study cited for this link, in this corpus, establishes whether the relationship changes with exposure time116the rest of the map

5 of 121 links have any time dimension recorded. The other 116 are not thereby time-invariant — they are links where no time dependence is recorded in this Atlas. Treating an untested link as unconditional is the error this column exists to prevent.

How the signal itself moves

Everything above is time imposed from outside: how long and how often an intervention was given. There is a second kind of time, inside the cell. mTORC1 activity is not a fixed setting: it rises and falls without any change in the external stimulus, driven by the cell cycle and by the daily clock. Whether that pattern, and not only the average level, decides what the cell does is an open question — it has its own page.

43
studies with a recorded readout type, each with the sentence that shows it
20
actually follow a signal over time rather than comparing fixed points
7
watch the same living cells as the signal changes
1 of 4
feedback arms on the map have been followed in time at all

How each study reads the signal

ReadoutStudiesWhich
Live single-cellthe same living cells watched as the signal changes7BOU2020, GUE2022, MAN2016, OKI2021, SPA2023, WANG2026C, ZHO2015
Cell-cycle resolvedsignal read separately for each phase of the cell cycle5GIN2026, GUE2022, JOS2024, PAU2025, WANG2026C
Population time coursemany cells sampled at several time points and averaged7DAL2012, DAL2016, JOS2024, KUB2012, KUB2018, PAU2025, ROD2011
Circadiansignal or its consequences measured across the 24-hour clock5LIP2015, LIP2017, OKA2013, RAM2018, VEL2026
Modela mathematical model of how the signal changes; a prediction, not a measurement7DAL2012, DAL2016, GOR2026, GUE2020, KUB2012, KUB2018, LU2026
Snapshotconditions compared at fixed points; no time series in the abstract21CAR2008, EGA2010, FER2024, GIN2026, GOL2022, GWI2008, HAR2004, HOS2009, HSU2011, INO2002, INO2003, KIM2011, LEE2010, LOF2011, MA2005, NIC2023, ORE2006, SHA2004, THE2026, UMX2004, YUX2011

A study can carry more than one readout. Only studies that bear on signal dynamics or on the feedback loops below have been classified so far; a blank is not a snapshot, it is a study nobody has checked yet.

Feedback loops on the map

Walking the arrows of this map, 18 closed routes come back to where they started with a net inhibitory sign: when mTORC1 goes up, something it triggers eventually pushes it back down. They all return through one of 4 feedback arms. A loop like this is a structure that could produce pulses or oscillation. It is not proof that it does: that also needs a delay, a steep enough response and enough gain, and none of those can be read off a diagram.

Feedback armRoutesEvidence in timeStudies
S6K1 → IRS1the insulin brake: mTORC1's output kinase S6K1 switches off IRS1, so insulin signalling weakens the more mTORC1 is on6Followed in timeunperturbed cellsHAR2004, SHA2004, UMX2004, GIN2026, DAL2012
Grb10 → IGF-1 / PI3Ka second brake: mTORC1 stabilises Grb10, which damps growth-factor receptor signalling6Snapshots onlynot followed in timeHSU2011, YUX2011
ULK1 → AMPKthe energy loop: ULK1, which mTORC1 restrains, phosphorylates AMPK and turns it down4Snapshots onlynot followed in timeLOF2011
mTORC1 → ERK (MAPK)the escape route: blocking mTORC1 releases ERK signalling through S6K1, PI3K and Ras2Snapshots onlyonly after a drugCAR2008

S6K1 → IRS1 — followed in time

GIN2026 found feedback on AKT acting only in a narrow window around G1/S of the cell cycle, reconstructed from fixed single-cell images; the authors attribute it to this arm but say their data do not establish it uniquely. DAL2012 fitted the loop as a dynamical model. No study in this atlas has watched this arm live.

Routes through this arm:

Akt/PKB → PRAS40 → mTORC1 → S6K1 → IRS-1 / IRS-2 → PI3K → Akt/PKB
Akt/PKB → PRAS40 → mTORC1 → S6K1 → IRS-1 / IRS-2 → PI3K → mTORC2 → Akt/PKB
Akt/PKB → TSC1/TSC2 → mTORC1 → S6K1 → IRS-1 / IRS-2 → PI3K → Akt/PKB
Akt/PKB → TSC1/TSC2 → mTORC1 → S6K1 → IRS-1 / IRS-2 → PI3K → mTORC2 → Akt/PKB
Akt/PKB → TSC1/TSC2 → Rheb → mTORC1 → S6K1 → IRS-1 / IRS-2 → PI3K → Akt/PKB
Akt/PKB → TSC1/TSC2 → Rheb → mTORC1 → S6K1 → IRS-1 / IRS-2 → PI3K → mTORC2 → Akt/PKB

Grb10 → IGF-1 / PI3K — snapshots only

The Grb10 papers are snapshot biochemistry. The time course usually cited here (ROD2011) shows AKT rebound after mTOR kinase inhibition through relief of receptor tyrosine kinase feedback, without measuring Grb10, so it is evidence that a brake exists, not that this is the brake.

Routes through this arm:

Akt/PKB → PRAS40 → mTORC1 → Grb10 → Growth hormone / IGF-1 axis → PI3K → Akt/PKB
Akt/PKB → PRAS40 → mTORC1 → Grb10 → Growth hormone / IGF-1 axis → PI3K → mTORC2 → Akt/PKB
Akt/PKB → TSC1/TSC2 → mTORC1 → Grb10 → Growth hormone / IGF-1 axis → PI3K → Akt/PKB
Akt/PKB → TSC1/TSC2 → mTORC1 → Grb10 → Growth hormone / IGF-1 axis → PI3K → mTORC2 → Akt/PKB
Akt/PKB → TSC1/TSC2 → Rheb → mTORC1 → Grb10 → Growth hormone / IGF-1 axis → PI3K → Akt/PKB
Akt/PKB → TSC1/TSC2 → Rheb → mTORC1 → Grb10 → Growth hormone / IGF-1 axis → PI3K → mTORC2 → Akt/PKB

ULK1 → AMPK — snapshots only

LOF2011 showed the phosphorylation and proposed the loop from biochemistry. DAL2016 followed AMPK and mTOR over time after amino acids came back and found them switching on together, which complicates the simple picture of two opposites, but it did not follow the loop itself.

Routes through this arm:

AMPK → mTORC1 → ULK1 → AMPK
AMPK → TSC1/TSC2 → mTORC1 → ULK1 → AMPK
AMPK → TSC1/TSC2 → Rheb → mTORC1 → ULK1 → AMPK
AMPK → ULK1 → AMPK

mTORC1 → ERK (MAPK) — snapshots only

Seen in patient biopsies and in cells as MAPK activation after rapamycin analogues (CAR2008). The authors noted a dependence on the dosing schedule; this atlas holds no time series of it.

Routes through this arm:

ERK / RSK (MAPK) → TSC1/TSC2 → mTORC1 → ERK / RSK (MAPK)
ERK / RSK (MAPK) → TSC1/TSC2 → Rheb → mTORC1 → ERK / RSK (MAPK)

“Followed in time” means at least one study linked to the arm reports a time series, a cell-cycle-resolved or a 24-hour measurement. It says nothing about whether the arm oscillates.

Why this is a separate axis

The clearest case in the corpus is the link between rapamycin and mTORC2. Rapamycin was described for years as an mTORC1-selective inhibitor. That is true of a short exposure and false of a long one: in some cell types prolonged treatment also disrupts mTORC2. The direction of the arrow does not change — its existence does.

A map without a time column cannot represent that. It has to either draw the link and overstate it, or leave it out and understate it. The same applies to every claim that a compound "works": the schedule is part of the claim, and dropping it is how a finding quietly becomes a general statement it was never entitled to be.

What this does not tell you. A regimen is recorded from what the paper reports, so a study that ran a careful schedule and described it loosely will read as not stated. The classification says how the intervention was delivered, never whether the schedule was a good one. And the links marked not tested are the honest majority: this axis is at its most useful as a map of what this Atlas has not yet recorded.

Method

Figures are recomputed on every build by build_timing_page.py from the study corpus and the pathway links. A regimen is only recorded when a sentence in the source states it, and that sentence is stored verbatim alongside the classification, so every entry on this page can be checked against the paper rather than taken on trust. Studies where the evidence did not settle the question were left blank rather than assigned a plausible value.

The schedule comparison above is derived, not curated: it lists studies whose intermittent arm ran alongside a daily one in the same experiment.

Data are CC BY 4.0 — see Data & Citation. The same corpus is measured from a different angle on the evidence audit.