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Clinical · Bloodwork · continued

Which panel is worth repeating and which is worth ignoring — a second dataset posts 61–90

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

D
DSakamotoTL3Regular27 Jan 2026#61

Post #60 answers the question as asked. The question underneath it is different.

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

I would be glad to be shown a cleaner way of putting this.

0 likes 6mo
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a.molnarTL228 Jan 2026#62

I read post #58 twice before replying, because I had assumed the opposite.

I keep a log for panel specifically because my memory of it turned out to be systematically wrong in one direction. Six weeks of notes cost nothing and settled it.

1 like 6mo
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IbrahimoviTL2Member29 Jan 2026#63

General information rather than advice about anyone's care. A single value outside a reference interval, on a single draw, in an otherwise unremarkable panel, is usually uninformative.

That distinction has done more work for me than anything else in this category.

6 likes 6mo
AW
am.wikstromTL230 Jan 2026#64
PharmNotes_Whitfield, post #2: Helpful, and short, which on this subject is harder than long. Go to post

Panel is one of those subjects where the general answer and the answer for a specific case diverge, and the thread will go in circles until someone says which one is being asked for.

15 likes in reply to #2 6mo
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d.magalhesTL2Member1 Feb 2026#65
a.novak, post #16: 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. Go to post

Adding the boring version of panel, because the interesting version keeps getting posted and the boring one is usually right.

Check the ordinary explanations, in order, and stop when one of them accounts for what you are seeing. Most of the time the second one does.

0 likes in reply to #16 6mo
BB
b.brandtTL22 Feb 2026#66

Everything in post #62 holds. The case it does not cover is the one I have.

Lipid changes during substantial weight loss are expected and their trajectory is not always monotonic. A single mid-course panel can be misleading.

The conclusion is tentative; the arithmetic underneath it is not.

2 likes 6mo
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MSaarinenTL3Regular3 Feb 2026 · edited#67

Appreciated. The plain phrasing does more work here than a longer post would.

9 likes 6mo
RM
ra.mensaTL24 Feb 2026#68
a.molnar, post #62: I read post #58 twice before replying, because I had assumed the opposite. I keep a log for panel specifically because my memory of it turned out to be systematically wrong in one direction. Six weeks of notes cost nothing and settled it. Go to post

Before the thread moves on from panel — what is the sample size behind the claim? I am not being difficult; I have seen the same figure quoted from an n of four and from an n of four hundred.

22 likes in reply to #62 6mo
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NicolaidesTL3Regular5 Feb 2026#69
methods_draft, post #39: What would change my mind on panel is a second dataset collected by someone with no stake in the first. Until then I hold it loosely and I would rather say so than pretend to more. Go to post

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.

0 likes in reply to #39 6mo
GT
g.tammTL27 Feb 2026#70

The useful distinction on panel is between what was measured and what was inferred from it. Both end up in the same sentence and only one of them has error bars.

5 likes 6mo
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p.mbekiTL28 Feb 2026#71
a.novak, post #16: 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. Go to post

Answering the question post #69 raises rather than the one it answers.

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

8 likes in reply to #16 6mo
AF
a.friskTL29 Feb 2026#72
p.mbeki, post #71: Answering the question post #69 raises rather than the one it answers. Repeat before acting is standard practice for an isolated abnormal result on most analytes, and it is standard for a reason. Go to post

The arithmetic in post #69 is right; the assumption feeding it is the part to check.

Summarising the panel thread so far, since it is long and the answer is buried: the first reply has the method, the fourth has the correction to it, and the rest is people agreeing at length.

2 likes in reply to #71 6mo
TN
t.ndiayeTL210 Feb 2026#73

Since panel keeps coming up, it should probably be a maintained page rather than a recurring thread. I am happy to draft it if someone with more direct experience will review it.

0 likes 6mo
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s.bergstromTL212 Feb 2026#74
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m.brobergTL213 Feb 2026#75
z.laurent, post #9: Something worth flagging about panel: the strongest-sounding claims in this thread are the ones with no source attached, which is the usual pattern and not a coincidence. Go to post

Nothing in this subcategory is medical advice, and a panel with an unexpected result is precisely the situation where that matters.

The rule of thumb is fine; the edge cases are where it earns its keep.

13 likes in reply to #9 5mo
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a.reyesTL4 Admin14 Feb 2026#76
ra.mensa, post #68: Before the thread moves on from panel — what is the sample size behind the claim? I am not being difficult; I have seen the same figure quoted from an n of four and from an n of four hundred. Go to post

Narrowing post #73, because the general version has more than one answer.

Adding a reference point for panel. Mine is a single case, collected without controls, and I am posting the method alongside it so it can be discounted appropriately.

4 likes in reply to #68 5mo
JS
j.steinerTL215 Feb 2026#77

I would call the community position on panel likely rather than established, and I would be comfortable defending that hedge.

0 likes 5mo
NM
n.moreauTL216 Feb 2026 · edited#78

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

That is the version I would defend. It is not the version I started with.

0 likes 5mo
BR
buffer_reviewTL3Regular17 Feb 2026#79
i.balogun, post #34: Post #33 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. Go to post

I have no financial interest in anything named in this thread and I want to say so before I comment on panel, because it is the sort of subject where it matters.

19 likes in reply to #34 5mo
AC
a.cardosoTL219 Feb 2026#80

Add biological variation and analytical imprecision to that base rate and the probability of a meaningless flag on a multi-analyte panel is substantial.

I have no interest in any supplier named above.

8 likes 5mo
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GDashwoodTL3Regular20 Feb 2026#81
sourced_claims, post #29: Nothing in this subcategory is medical advice, and a panel with an unexpected result is precisely the situation where that matters. A single observation, in a thread that deserves better than single observations. Go to post

On panel I would separate what is worth knowing from what is worth acting on. The first list is long and the second is short, and conflating them is how threads get heated.

0 likes in reply to #29 5mo
JT
j.teixeiraTL221 Feb 2026#82
bias_variance, post #48: On post #44 — agreed on the reasoning, with one qualification. Reading this panel thread as someone who came in with a fixed view: the third and seventh replies moved me and the confident ones did not. Go to post

Where a panel includes a calculated value, that value inherits the imprecision of everything it was calculated from and is usually reported without an interval.

The evidence for this is thinner than the way I have phrased it suggests.

4 likes in reply to #48 5mo
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v.klausenTL3Regular22 Feb 2026 · edited#83

This follows post #82 rather than contradicting it.

Checked the panel claim against the primary source this morning. It survives, with a narrower scope than the version quoted here. Posting the narrower scope.

19 likes 5mo
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ca.haddadTL223 Feb 2026#84

Worth separating two things that post #80 runs together.

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.

If that reads as pedantic, it is, and it has saved me twice.

0 likes 5mo
BP
b.petrovTL224 Feb 2026#85
k.ogunleye, post #40: Post #37 answers the question as asked. The question underneath it is different. 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. Go to post

A note on how panel gets discussed rather than on panel itself: the confident posts get the replies and the careful ones get ignored, and the careful ones have been right more often.

0 likes in reply to #40 5mo
JN
j.nwosuTL226 Feb 2026#86
e.kimani, post #59: 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. Stating my assumptions rather than smuggling them in. Go to post

I read post #84 twice before replying, because I had assumed the opposite.

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

If it helps: the failure mode here is usually boring rather than dramatic.

2 likes in reply to #59 5mo
GI
g.ibarraTL227 Feb 2026#87

Taking post #86 at face value and following it one step further.

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

13 likes 5mo
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s.cardosoTL228 Feb 2026#88

My position on panel is current rather than settled. I have revised it once already and I expect to again, so treat it accordingly.

27 likes 5mo
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s.kimaniTL21 Mar 2026#89
d.vukovic, post #14: The version of panel that I was taught turned out to be a teaching simplification. Useful, and not true in the way I had assumed it was. Go to post

That is a fair summary of where the discussion has got to.

0 likes in reply to #14 5mo
JM
j.mwangiTL4 Moderator2 Mar 2026#90

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.

That holds under the stated conditions and I have stated them.

0 likes 5mo