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vasopressor_durations.sql
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vasopressor_durations.sql
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-- This query extracts durations of vasopressor administration
-- It groups together any administration of the below list of drugs:
-- norepinephrine - 30047,30120,221906
-- epinephrine - 30044,30119,30309,221289
-- phenylephrine - 30127,30128,221749
-- vasopressin - 30051,222315 (42273, 42802 also for 2 patients)
-- dopamine - 30043,30307,221662
-- dobutamine - 30042,30306,221653
-- milrinone - 30125,221986
-- Consecutive administrations are numbered 1, 2, ...
-- Total time on the drug can be calculated from this table
-- by grouping using ICUSTAY_ID
-- select only the ITEMIDs from the inputevents_cv table related to vasopressors
with io_cv as
(
select
icustay_id, charttime, itemid, stopped
-- ITEMIDs (42273, 42802) accidentally store rate in amount column
, case
when itemid in (42273, 42802)
then amount
else rate
end as rate
, case
when itemid in (42273, 42802)
then rate
else amount
end as amount
FROM `physionet-data.mimiciii_clinical.inputevents_cv`
where itemid in
(
30047,30120,30044,30119,30309,30127
, 30128,30051,30043,30307,30042,30306,30125
, 42273, 42802
)
)
-- select only the ITEMIDs from the inputevents_mv table related to vasopressors
, io_mv as
(
select
icustay_id, linkorderid, starttime, endtime
FROM `physionet-data.mimiciii_clinical.inputevents_mv` io
-- Subselect the vasopressor ITEMIDs
where itemid in
(
221906,221289,221749,222315,221662,221653,221986
)
and statusdescription != 'Rewritten' -- only valid orders
)
, vasocv1 as
(
select
icustay_id, charttime, itemid
-- case statement determining whether the ITEMID is an instance of vasopressor usage
, 1 as vaso
-- the 'stopped' column indicates if a vasopressor has been disconnected
, max(case when (stopped = 'Stopped' OR stopped like 'D/C%') then 1
else 0 end) as vaso_stopped
, max(case when rate is not null then 1 else 0 end) as vaso_null
, max(rate) as vaso_rate
, max(amount) as vaso_amount
from io_cv
group by icustay_id, charttime, itemid
)
, vasocv2 as
(
select v.*
, sum(vaso_null) over (partition by icustay_id, itemid order by charttime) as vaso_partition
from
vasocv1 v
)
, vasocv3 as
(
select v.*
, first_value(vaso_rate) over (partition by icustay_id, itemid, vaso_partition order by charttime) as vaso_prevrate_ifnull
from
vasocv2 v
)
, vasocv4 as
(
select
icustay_id
, charttime
, itemid
-- , (CHARTTIME - (LAG(CHARTTIME, 1) OVER (partition by icustay_id, vaso order by charttime))) AS delta
, vaso
, vaso_rate
, vaso_amount
, vaso_stopped
, vaso_prevrate_ifnull
-- We define start time here
, case
when vaso = 0 then null
-- if this is the first instance of the vasoactive drug
when vaso_rate > 0 and
LAG(vaso_prevrate_ifnull,1)
OVER
(
partition by icustay_id, itemid, vaso, vaso_null
order by charttime
)
is null
then 1
-- you often get a string of 0s
-- we decide not to set these as 1, just because it makes vasonum sequential
when vaso_rate = 0 and
LAG(vaso_prevrate_ifnull,1)
OVER
(
partition by icustay_id, itemid, vaso
order by charttime
)
= 0
then 0
-- sometimes you get a string of NULL, associated with 0 volumes
-- same reason as before, we decide not to set these as 1
-- vaso_prevrate_ifnull is equal to the previous value *iff* the current value is null
when vaso_prevrate_ifnull = 0 and
LAG(vaso_prevrate_ifnull,1)
OVER
(
partition by icustay_id, itemid, vaso
order by charttime
)
= 0
then 0
-- If the last recorded rate was 0, newvaso = 1
when LAG(vaso_prevrate_ifnull,1)
OVER
(
partition by icustay_id, itemid, vaso
order by charttime
) = 0
then 1
-- If the last recorded vaso was D/C'd, newvaso = 1
when
LAG(vaso_stopped,1)
OVER
(
partition by icustay_id, itemid, vaso
order by charttime
)
= 1 then 1
-- ** not sure if the below is needed
--when (CHARTTIME - (LAG(CHARTTIME, 1) OVER (partition by icustay_id, vaso order by charttime))) > (interval '4 hours') then 1
else null
end as vaso_start
FROM
vasocv3
)
-- propagate start/stop flags forward in time
, vasocv5 as
(
select v.*
, SUM(vaso_start) OVER (partition by icustay_id, itemid, vaso order by charttime) as vaso_first
FROM
vasocv4 v
)
, vasocv6 as
(
select v.*
-- We define end time here
, case
when vaso = 0
then null
-- If the recorded vaso was D/C'd, this is an end time
when vaso_stopped = 1
then vaso_first
-- If the rate is zero, this is the end time
when vaso_rate = 0
then vaso_first
-- the last row in the table is always a potential end time
-- this captures patients who die/are discharged while on vasopressors
-- in principle, this could add an extra end time for the vasopressor
-- however, since we later group on vaso_start, any extra end times are ignored
when LEAD(CHARTTIME,1)
OVER
(
partition by icustay_id, itemid, vaso
order by charttime
) is null
then vaso_first
else null
end as vaso_stop
from vasocv5 v
)
-- -- if you want to look at the results of the table before grouping:
-- select
-- icustay_id, charttime, vaso, vaso_rate, vaso_amount
-- , case when vaso_stopped = 1 then 'Y' else '' end as stopped
-- , vaso_start
-- , vaso_first
-- , vaso_stop
-- from vasocv6 order by charttime;
, vasocv as
(
-- below groups together vasopressor administrations into groups
select
icustay_id
, itemid
-- the first non-null rate is considered the starttime
, min(case when vaso_rate is not null then charttime else null end) as starttime
-- the *first* time the first/last flags agree is the stop time for this duration
, min(case when vaso_first = vaso_stop then charttime else null end) as endtime
from vasocv6
where
vaso_first is not null -- bogus data
and
vaso_first != 0 -- sometimes *only* a rate of 0 appears, i.e. the drug is never actually delivered
and
icustay_id is not null -- there are data for "floating" admissions, we don't worry about these
group by icustay_id, itemid, vaso_first
having -- ensure start time is not the same as end time
min(charttime) != min(case when vaso_first = vaso_stop then charttime else null end)
and
max(vaso_rate) > 0 -- if the rate was always 0 or null, we consider it not a real drug delivery
)
-- we do not group by ITEMID in below query
-- this is because we want to collapse all vasopressors together
, vasocv_grp as
(
SELECT
s1.icustay_id,
s1.starttime,
MIN(t1.endtime) AS endtime
FROM vasocv s1
INNER JOIN vasocv t1
ON s1.icustay_id = t1.icustay_id
AND s1.starttime <= t1.endtime
AND NOT EXISTS(SELECT * FROM vasocv t2
WHERE t1.icustay_id = t2.icustay_id
AND t1.endtime >= t2.starttime
AND t1.endtime < t2.endtime)
WHERE NOT EXISTS(SELECT * FROM vasocv s2
WHERE s1.icustay_id = s2.icustay_id
AND s1.starttime > s2.starttime
AND s1.starttime <= s2.endtime)
GROUP BY s1.icustay_id, s1.starttime
ORDER BY s1.icustay_id, s1.starttime
)
-- now we extract the associated data for metavision patients
-- do not need to group by itemid because we group by linkorderid
, vasomv as
(
select
icustay_id, linkorderid
, min(starttime) as starttime, max(endtime) as endtime
from io_mv
group by icustay_id, linkorderid
)
, vasomv_grp as
(
SELECT
s1.icustay_id,
s1.starttime,
MIN(t1.endtime) AS endtime
FROM vasomv s1
INNER JOIN vasomv t1
ON s1.icustay_id = t1.icustay_id
AND s1.starttime <= t1.endtime
AND NOT EXISTS(SELECT * FROM vasomv t2
WHERE t1.icustay_id = t2.icustay_id
AND t1.endtime >= t2.starttime
AND t1.endtime < t2.endtime)
WHERE NOT EXISTS(SELECT * FROM vasomv s2
WHERE s1.icustay_id = s2.icustay_id
AND s1.starttime > s2.starttime
AND s1.starttime <= s2.endtime)
GROUP BY s1.icustay_id, s1.starttime
ORDER BY s1.icustay_id, s1.starttime
)
select
icustay_id
-- generate a sequential integer for convenience
, ROW_NUMBER() over (partition by icustay_id order by starttime) as vasonum
, starttime, endtime
, DATETIME_DIFF(endtime, starttime, HOUR) AS duration_hours
-- add durations
from
vasocv_grp
UNION ALL
select
icustay_id
, ROW_NUMBER() over (partition by icustay_id order by starttime) as vasonum
, starttime, endtime
, DATETIME_DIFF(endtime, starttime, HOUR) AS duration_hours
-- add durations
from
vasomv_grp
order by icustay_id, vasonum;