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Drug effects as a clock check

Infusion pumps, the rapid infuser and the cerebral oximeter share no waveform with the reference. Drug effects that follow infusions at plausible delays (propofol to BIS in about 2 minutes, fluid to CVP in about 30 s) bound their clocks to well within a minute of the recorder.

Date 2026-10-13
Status current
Methods One event, two clocks
Techniques Null controls
Devices Infusion pumps, FMS rapid infuser, Invos, BIS monitor, SNUADC
Variables Infusion pump rates and volumes, FMS rapid infuser, Invos regional oxygen saturation, BIS index

Background

Physiology is a soft link: a drug's onset has a known range, not a known value, so it bounds a clock offset rather than measuring it. A response that comes before its cause would expose a clock error.

Data

1,529 cases (1,500 with Orchestra pumps, plus every FMS and Invos case). Every event type was also measured at random times with the same exclusions.

Results

Event → response Cases (events) Responded (controls) Latency p10 / p50 / p90 (s) Verdict
Propofol start → BIS below 60 for 30 s 497 (499) 90% 70 / 132 / 382; none ≤ 0 Plausible
FMS flow over 100 mL/min → CVP rise ≥ 2 mmHg 13 (67) 84% (34%) 3 / 32 / 129 Plausible
FMS flow → MAP rise 13 (68) 90% (75%) 2 / 34 / 136 Weak
Remifentanil up → HR fall ≥ 3 bpm 1,282 (1,691) 93% (73%) 26 / 110 / 274 Weak
Phenylephrine or norepinephrine step → MAP rise 27–32 63–71% (65–67%) median 108–109 Not distinguishable
Invos rSO2 against SpO₂ 30–31 median r 0.13 — Uninformative

Discussion

Propofol to BIS is the strongest check: arm-brain circulation plus effect-site equilibration fits 1–3 minutes, and no response precedes its infusion. Vasopressor and remifentanil responses are matched too often at random times to test a clock, and Invos has no usable shared signal.

Worked examples

Example Side Status Summary
A cerebral autoregulation index from arterial pressure and cerebral oxygenation time planned A moving correlation between mean arterial pressure and INVOS cerebral oxygenation, and how lag between the two devices changes it.
Time from a vasopressor bolus to the pressure response both planned How quickly arterial pressure responds to a phenylephrine or ephedrine bolus, with the charted dose times' rounding taken into account. Not feasible in VitalDB, which records bolus totals but no bolus times; kept for a dataset that does.

Code