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neuroblock_dose.sql
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neuroblock_dose.sql
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-- This query extracts dose+durations of neuromuscular blocking agents
-- Note: we assume that injections will be filtered for carevue as they will have starttime = stopttime.
-- Get drug administration data from CareVue and MetaVision
-- metavision is simple and only requires one temporary table
with drugmv as
(
select
icustay_id, orderid
, rate as vaso_rate
, amount as vaso_amount
, starttime
, endtime
from inputevents_mv
where itemid in
(
222062 -- Vecuronium (664 rows, 154 infusion rows)
, 221555 -- Cisatracurium (9334 rows, 8970 infusion rows)
)
and statusdescription != 'Rewritten' -- only valid orders
and rate is not null -- only continuous infusions
)
, drugcv1 as
(
select
icustay_id, charttime
-- where clause below ensures all rows are instance of the drug
, 1 as drug
-- the 'stopped' column indicates if a drug has been disconnected
, max(case when stopped in ('Stopped','D/C''d') then 1 else 0 end) as drug_stopped
-- we only include continuous infusions, therefore expect a rate
, max(case
-- for "free form" entries (itemid >= 40000) rate is not available
when itemid >= 40000 and amount is not null then 1
when itemid < 40000 and rate is not null then 1
else 0 end) as drug_null
, max(case
-- for "free form" entries (itemid >= 40000) rate is not available
when itemid >= 40000 then coalesce(rate, amount)
else rate end) as drug_rate
, max(amount) as drug_amount
from inputevents_cv
where itemid in
(
30114 -- Cisatracurium (63994 rows)
, 30138 -- Vecuronium (5160 rows)
, 30113 -- Atracurium (1163 rows)
-- Below rows are less frequent ad-hoc documentation, but worth including!
, 42174 -- nimbex cc/hr (207 rows)
, 42385 -- Cisatracurium gtt (156 rows)
, 41916 -- NIMBEX inputevents_cv (136 rows)
, 42100 -- cistatracurium (132 rows)
, 42045 -- nimbex mcg/kg/min (78 rows)
, 42246 -- CISATRICARIUM CC/HR (70 rows)
, 42291 -- NIMBEX CC/HR (48 rows)
, 42590 -- nimbex inputevents_cv (38 rows)
, 42284 -- CISATRACURIUM DRIP (9 rows)
, 45096 -- Vecuronium drip (2 rows)
)
group by icustay_id, charttime
UNION
-- add data from chartevents
select
icustay_id, charttime
-- where clause below ensures all rows are instance of the drug
, 1 as drug
-- the 'stopped' column indicates if a drug has been disconnected
, max(case when stopped in ('Stopped','D/C''d') then 1 else 0 end) as drug_stopped
, max(case when valuenum <= 10 then 0 else 1 end) as drug_null
-- educated guess!
, max(case when valuenum <= 10 then valuenum else null end) as drug_rate
, max(case when valuenum > 10 then valuenum else null end) as drug_amount
from chartevents
where itemid in
(
1856 -- Vecuronium mcg/min (8 rows)
, 2164 -- NIMBEX MG/KG/HR (243 rows)
, 2548 -- nimbex mg/kg/hr (103 rows)
, 2285 -- nimbex mcg/kg/min (85 rows)
, 2290 -- nimbex mcg/kg/m (32 rows)
, 2670 -- nimbex (38 rows)
, 2546 -- CISATRACURIUMMG/KG/H (7 rows)
, 1098 -- cisatracurium mg/kg (36 rows)
, 2390 -- cisatracurium mg/hr (15 rows)
, 2511 -- CISATRACURIUM GTT (4 rows)
, 1028 -- Cisatracurium (208 rows)
, 1858 -- cisatracurium (351 rows)
)
group by icustay_id, charttime
)
, drugcv2 as
(
select v.*
, sum(drug_null) over (partition by icustay_id order by charttime) as drug_partition
from
drugcv1 v
)
, drugcv3 as
(
select v.*
, first_value(drug_rate) over (partition by icustay_id, drug_partition order by charttime) as drug_prevrate_ifnull
from
drugcv2 v
)
, drugcv4 as
(
select
icustay_id
, charttime
-- , (CHARTTIME - (LAG(CHARTTIME, 1) OVER (partition by icustay_id, drug order by charttime))) AS delta
, drug
, drug_rate
, drug_amount
, drug_stopped
, drug_prevrate_ifnull
-- We define start time here
, case
when drug = 0 then null
-- if this is the first instance of the drug
when drug_rate > 0 and
LAG(drug_prevrate_ifnull,1)
OVER
(
partition by icustay_id, drug, drug_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 drugnum sequential
when drug_rate = 0 and
LAG(drug_prevrate_ifnull,1)
OVER
(
partition by icustay_id, drug
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
-- drug_prevrate_ifnull is equal to the previous value *iff* the current value is null
when drug_prevrate_ifnull = 0 and
LAG(drug_prevrate_ifnull,1)
OVER
(
partition by icustay_id, drug
order by charttime
)
= 0
then 0
-- If the last recorded rate was 0, newdrug = 1
when LAG(drug_prevrate_ifnull,1)
OVER
(
partition by icustay_id, drug
order by charttime
) = 0
then 1
-- If the last recorded drug was D/C'd, newdrug = 1
when
LAG(drug_stopped,1)
OVER
(
partition by icustay_id, drug
order by charttime
)
= 1 then 1
when (CHARTTIME - (LAG(CHARTTIME, 1) OVER (partition by icustay_id, drug order by charttime))) > (interval '8 hours') then 1
else null
end as drug_start
FROM
drugcv3
)
-- propagate start/stop flags forward in time
, drugcv5 as
(
select v.*
, SUM(drug_start) OVER (partition by icustay_id, drug order by charttime) as drug_first
FROM
drugcv4 v
)
, drugcv6 as
(
select v.*
-- We define end time here
, case
when drug = 0
then null
-- If the recorded drug was D/C'd, this is an end time
when drug_stopped = 1
then drug_first
-- If the rate is zero, this is the end time
when drug_rate = 0
then drug_first
-- the last row in the table is always a potential end time
-- this captures patients who die/are discharged while on drug
-- in principle, this could add an extra end time for the drug
-- however, since we later group on drug_start, any extra end times are ignored
when LEAD(CHARTTIME,1)
OVER
(
partition by icustay_id, drug
order by charttime
) is null
then drug_first
else null
end as drug_stop
from drugcv5 v
)
-- -- if you want to look at the results of the table before grouping:
-- select
-- icustay_id, charttime, drug, drug_rate, drug_amount
-- , drug_stopped
-- , drug_start
-- , drug_first
-- , drug_stop
-- from drugcv6 order by icustay_id, charttime;
, drugcv7 as
(
select
icustay_id
, charttime as starttime
, lead(charttime) OVER (partition by icustay_id, drug_first order by charttime) as endtime
, drug, drug_rate, drug_amount, drug_stop, drug_start, drug_first
from drugcv6
where
drug_first is not null -- bogus data
and
drug_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
)
-- table of start/stop times for event
, drugcv8 as
(
select
icustay_id
, starttime, endtime
, drug, drug_rate, drug_amount, drug_stop, drug_start, drug_first
from drugcv7
where endtime is not null
and drug_rate > 0
and starttime != endtime
)
-- collapse these start/stop times down if the rate doesn't change
, drugcv9 as
(
select
icustay_id
, starttime, endtime
, case
when LAG(endtime) OVER (partition by icustay_id order by starttime, endtime) = starttime
AND LAG(drug_rate) OVER (partition by icustay_id order by starttime, endtime) = drug_rate
THEN 0
else 1
end as drug_groups
, drug, drug_rate, drug_amount, drug_stop, drug_start, drug_first
from drugcv8
where endtime is not null
and drug_rate > 0
and starttime != endtime
)
, drugcv10 as
(
select
icustay_id
, starttime, endtime
, drug_groups
, SUM(drug_groups) OVER (partition by icustay_id order by starttime, endtime) as drug_groups_sum
, drug, drug_rate, drug_amount, drug_stop, drug_start, drug_first
from drugcv9
)
, drugcv as
(
select icustay_id
, min(starttime) as starttime
, max(endtime) as endtime
, drug_groups_sum
, drug_rate
, sum(drug_amount) as drug_amount
from drugcv10
group by icustay_id, drug_groups_sum, drug_rate
)
-- now assign this data to every hour of the patient's stay
-- drug_amount for carevue is not accurate
SELECT icustay_id
, starttime, endtime
, drug_rate, drug_amount
from drugcv
UNION
SELECT icustay_id
, starttime, endtime
, drug_rate, drug_amount
from drugmv
order by icustay_id, starttime;