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Clinical · Bloodwork · continued

Reference intervals: how they are constructed and why one in twenty flags posts 91–120

This is a continuation of a long topic, addressed by post number rather than by page. Start at post 1.

I
IsaksenTL3Regular3 May 2026#91

The arithmetic in post #88 is right; the assumption feeding it is the part to check.

A note on scope: what I am saying about reference intervals applies to the case in the first post and I would not extend it further without checking.

13 likes 3mo
RC
r.coelhoTL25 May 2026#92

Lipid panel interpretation: total, LDL, HDL, triglycerides all on one panel. Reading them together is more informative than reading one value in isolation. An elevated triglyceride with low HDL is different from triglyceride elevation alone.

28 likes 3mo
K
KStephanopoulosTL3Regular7 May 2026#93
s.stavrianos, post #60: Clear enough that I do not think I have a follow-up, which is unusual. Go to post

A trend needs at least three points to be a trend. Two points are a line and a line through noise is still a line.

0 likes in reply to #60 3mo
SV
s.vogelTL29 May 2026#94

Where the reference intervals reasoning breaks down for me is the step from the group result to the individual case. That step is almost never argued for.

2 likes 3mo
HK
h.kjeldsenTL1Member11 May 2026#95

Narrowing post #92, because the general version has more than one answer.

I changed my mind about reference intervals after someone here asked me for the source and I could not produce one. That is worth saying out loud because it is the ordinary way it happens.

19 likes 3mo
SO
s.okonkwoTL213 May 2026#96

Everything in post #94 holds. The case it does not cover is the one I have.

Time of day: some biomarkers vary across the day. Cortisol in the morning differs from cortisol in the evening. Comparing results from different times of day is comparing things that are not the same.

One more caveat and then I will stop qualifying: the sample selected itself.

0 likes 3mo
BP
bench_peakTL3Regular14 May 2026#97
aliquot_line, post #52: Two people in this thread mean different things by reference intervals and are disagreeing about the definition while believing they are disagreeing about the facts. Worth pausing to define it. Go to post

Biological variation: the person-to-person variation in a biomarker for a healthy person is larger than most people realize. Comparing your result to the reference interval is one thing; comparing your result today to your result from months ago is more sensitive to change.

0 likes in reply to #52 2mo
MN
m.ndiayeTL216 May 2026#98
B
BirkelandTL3Regular18 May 2026#99

Distinguishing three things in the reference intervals discussion that keep getting used interchangeably: the observation, the proposed mechanism, and the recommendation that gets attached to both.

5 likes 2mo
PF
p.fontaineTL220 May 2026#100
aliquot_line, post #52: Two people in this thread mean different things by reference intervals and are disagreeing about the definition while believing they are disagreeing about the facts. Worth pausing to define it. Go to post

The strongest argument against my own position on reference intervals, stated as well as I can state it, since nobody else has yet.

14 likes in reply to #52 2mo
W
WoodhouseTL2Member21 May 2026#101

Post #99 answers the question as asked. The question underneath it is different.

Repeat before acting is standard practice for an isolated abnormal result on most analytes, and it is standard for a reason.

The mechanism is plausible, which is not the same as established.

2 likes 2mo
ZV
z.vogelTL223 May 2026#102

I read post #100 twice before replying, because I had assumed the opposite.

If you are new and reading this thread for the answer to reference intervals: the answer is conditional, the conditions are in the third reply, and the rest of the thread is worth skipping.

8 likes 2mo
GF
gradient_fileTL2Member25 May 2026#103
l.aguirre, post #88: Post #85 is the version of this I will quote in future. One addition. Glycaemic markers integrate over different periods. A point glucose and a longer-term marker disagreeing is not a contradiction; it is two different questions. The confident version of this sentence would be wrong, so here is the hedged one. Go to post

Glycaemic markers integrate over different periods. A point glucose and a longer-term marker disagreeing is not a contradiction; it is two different questions.

26 likes in reply to #88 2mo
FE
f.espinozaTL227 May 2026#104

The arithmetic on reference intervals is the easy part and it is where the errors are, which is an uncomfortable combination. Show your working and someone will catch it.

0 likes 2mo
CN
cohort_notesTL2Member28 May 2026#105

Liver enzymes: elevation does not specify cause. ALT and AST can rise from many things. Bilirubin helps narrow down the cause. Multiple markers together are more informative than one alone.

4 likes 2mo
SK
s.kravchenkoTL230 May 2026#106

Coming back to post #104, because the follow-up matters more than the original answer.

Worth stating the null on reference intervals before we explain it: the observation may be nothing. That possibility deserves a sentence and usually does not get one.

12 likes 2mo
R
RidgewayTL31 Jun 2026#107
ZA
z.adeyemiTL23 Jun 2026#108
cohort_notes, post #105: Liver enzymes: elevation does not specify cause. ALT and AST can rise from many things. Bilirubin helps narrow down the cause. Multiple markers together are more informative than one alone. Go to post

Time of day: some biomarkers vary across the day. Cortisol in the morning differs from cortisol in the evening. Comparing results from different times of day is comparing things that are not the same.

0 likes in reply to #105 2mo
FF
f.fenwickTL3Regular4 Jun 2026#109

A trend needs at least three points to be a trend. Two points are a line and a line through noise is still a line.

0 likes 2mo
LA
l.aguirreTL26 Jun 2026 · edited#110

Bringing the actual numbers with intervals to an appointment is far more useful than describing them, and clinicians here consistently say so.

2 likes 2mo
NS
n.stanescuTL28 Jun 2026#111

What I would want before treating reference intervals as settled: the method, the sample, and whether anyone tried to find the opposite result. Two of the three are usually missing.

0 likes 2mo
JN
j.nwosuTL210 Jun 2026#112
r.jhannsdttir, post #7: Filing a mild objection to the consensus on reference intervals. Mild because I might be wrong; an objection because nobody has addressed the case that does not fit. Go to post

Fine by me. I had wanted a stronger conclusion and there is not one available.

0 likes in reply to #7 2mo
SC
s.coelhoTL211 Jun 2026#113

Post #111 put the caveat in the right place and I want to underline it.

The most useful thing this subcategory does is help people tell an interesting result from an uninteresting one before booking an appointment about it.

12 likes 2mo
NH
n.haddadTL213 Jun 2026 · edited#114

Building on post #111 rather than restating it.

Reading back through the reference intervals threads from last year, the same three questions come up every time and only one of them has ever been answered properly. That seems like a documentation gap rather than a knowledge gap.

4 likes 1mo
DE
d.eriksenTL215 Jun 2026#115

Everything in post #111 holds. The case it does not cover is the one I have.

Reference intervals: constructed to contain the central 95% of a reference population, which means one in twenty healthy people falls outside one by definition. Add biological variation and analytical imprecision and the base rate of a meaningless flag is substantial.

One of those cases where knowing the mechanism does not help the decision.

0 likes 1mo
JM
j.mwangiTL4 Moderator17 Jun 2026#116

Biological variation: the person-to-person variation in a biomarker for a healthy person is larger than most people realize. Comparing your result to the reference interval is one thing; comparing your result today to your result from months ago is more sensitive to change.

I would treat that as a working assumption and revisit it.

25 likes 1mo
BV
b.vanheckeTL218 Jun 2026#117
f.fenwick, post #85: Reference intervals: constructed to contain the central 95% of a reference population, which means one in twenty healthy people falls outside one by definition. Add biological variation and analytical imprecision and the base rate of a meaningless flag is substantial. Go to post

If someone has run reference intervals properly I would rather read that than my own reconstruction of it. Posting mine only because the thread has gone quiet.

7 likes in reply to #85 1mo
MS
m.strand_rphTL3Pharmacist20 Jun 2026#118

Taking post #115 at face value and following it one step further.

A trend needs at least three points to be a trend. Two points are a line and a line through noise is still a line.

1 like 1mo
VK
v.klausenTL3Regular22 Jun 2026 · edited#119
l.ibarra, post #58: The reason reference intervals keeps being re-asked is that the answer is conditional and people quote it without the condition. It is not that the answer is unknown. Go to post

Same experience here, different supplier, so it is at least not unique to one of them.

3 likes in reply to #58 1mo
YR
y.ramosTL223 Jun 2026#120
k.laurent, post #32: One caution on reference intervals: everything above assumes the underlying documentation is what it claims to be. That assumption is doing real work and is rarely stated. Go to post

The confident answers on reference intervals and the well-sourced answers are not the same answers, which is the most useful thing I have learned reading this category.

0 likes in reply to #32 1mo

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