Well, would ya look at that.

Yet another condition—one that is primarily marked by 1) psychological symptoms, 2) chronic fatigue, and 3) chronic pain—is found to be neuroinflammatory in origin!

This paper is FASCINATING, because the condition is associated...

1/11
Screenshot of "In major dysmood disorder, physiosomatic, chronic fatigue and fibromyalgia symptoms are driven by immune activation and increased immune‐associated neurotoxicity" published in Scientific Reports (a Nature journal).
Highlighted text:  "Major depressive disorder (MDD) is accompanied by activated neuro‐immune pathways, increased physiosomatic and chronic fatigue‐fibromyalgia (FF) symptoms. The most severe MDD phenotype, namely major dysmood disorder (MDMD), is associated with adverse childhood experiences (ACEs) and negative life events (NLEs) which induce cytokines/chemokines/growth factors. ... Physiosomatic, FF and gastro‐intestinal symptoms belong to the same factor as depression, anxiety, melancholia, and insomnia. The first factor extracted from these seven domains is labeled the physio‐affect...
...with a history of traumatic events (including emotional trauma).

This shows that—even for psychological disorders that are known to directly result from psychological trauma—the etiology of the disorder is PHYSIOLOGICAL, not "mental."

2/11
They again confirmed that serious psychological disorders can result from trauma such as:

- serious accidents, employment issues, witnessing violence, etc.
- in childhood: exposure to neglect, abuse, domestic violence, loss of a parent, substance abuse, incarcerated family

3/11 "The ACEs Questionnaire 42was used to measure the extent of adverse childhood experiences. There are a total of twenty-eight items on the scale, which comprise the scoring of ten distinct domains. These include (1) mental trauma, (2) physical trauma, (3) sexual abuse, (4) mental neglect, (5) physical neglect, (6) witnessing domestic violence involving the mother, (7) presence of a family member with drug abuse issues, (8) presence of a family member with depression or mental illness, (9) experiencing the loss of a parent due to separation, death, or divorce, and (10) having an incarcer...
Critically, "ACE [adverse childhood event] + NLE [negative life event] score had a significant effect on all symptom domains.... The results . . . show that cytokines/chemokines/growth factors had significant effects on the symptom domains beyond the effects of ACE+NLEs"

4/11 Effects of ACEs and NLEs on the phenome are mediated by immune aberrations.  "Since there are associations between ACE + NLEs and the immune profiles as well as symptom domains33, we also examined whether the regression of the symptoms domains on the immune products was influenced by ACE + NLEs. ... Thus, the ACE + NLEs score had a significant effect on all symptom domains, except autonomic symptoms. The results of this Table also show that cytokines/chemokines/growth factors had significant effects on the symptom domains beyond the effects of ACE + NLEs."
This led to a handful of conclusions, which I find absolutely fascinating:

First up, for MDMD (major dysmood disorder), the factor driving physiosomatic, fatigue-fibromyalgia, and gastrointestinal symptoms is the same factor driving pure depression, anxiety, and insomnia!

5/11 The physio‑affective phenome of depression  The first major discovery of this study indicates that within MDMD patients, the physiosomatic, FF, and GIS symptom domains are associated with the same factor as pure depression, pure anxiety, melancholia symptoms, and insomnia. This suggests that the various symptom domains are closely interconnected expressions of the same latent construct, specifically the phenome of depression. Previous studies have demonstrated that physiosomatic symptoms are associated with the same phenome factor as pure depressive and anxiety symptoms.
Here's a visual representation of the statistical model that led to this result.

This is what's called a latent variable model, and this approach is just beautiful. It shows that about 40% of the psychological symptoms can be explained by history, and 60% are PHYSIOLOGICAL.
6/11 Results of Partial Least Squares analysis. The phenome of depression was conceptualized as a latent vector extracted from physiosomatic (Ph..som) and Fibro-fatigue (FF) symptoms, as well as pure depression (P-dep), pure anxiety (P-anx), gastro-intestinal (GIS) symptoms, melancholia (Melanch), and insomnia symptoms. Adverse childhood experiences + negative life events (ACEs + NLEs), interleukin (IL)-16, TNFrelated apoptosis-inducing ligand (TRAIL), soluble IL-1 receptor antagonist (sIL-1RA) and CCL3 predict 69.6% of the variance in the physio-affective phenome of depression. Part of the vari...
Then, when they treat the immune network as a single latent variable, they once again find that over half of the variance in physio-affective symptoms can be explained by activation of the immune system.

7/11 Results of partial least squares analysis. The phenome of depression was conceptualized as a latent vector extracted from physiosomatic (Ph..som) and Fibro-fatigue (FF) symptoms, as well as pure depression (P-dep), pure anxiety (P-anx), gastro-intestinal (GIS) symptoms, melancholia (Melanch), and insomnia. Adverse childhood experiences + negative life events (ACEs + NLEs), CCL3, and a factor extracted from 5 cytokines/ chemokines/growth factors (labeled: immune network) explained 68.6% of the variance in the physio-affective phenome. IL-16: interleukin (IL)-16, TRAIL: TNF-related apoptosis-...
Here's my favorite part: this finding fits in with a variety of results that basically show that depressive and fatigue-fibromyalgia symptoms are directly related to the level of immune activation!

8/11 Many patients with MDD exhibit T cell activation, as measured by flow cytometry and T cell activation markers including HLA-DR+ and CD7+ CD25+ T cells. We have argued, based on these and other findings, that cell-mediated activation, and specifically T cell activation, is a key factor in MDD. CD3+ CD71+, CD3+ HLADR+, and CD4+ CD71+ T cell phenotypes have been demonstrated to differentiate MDMD from SDMD. In addition, the numbers of CD3+ CD40L, CD4+ CD40L, CD4+ HLADR+, and CD8+ CD40L+ cells are substantially higher in MDMD than in healthy controls, whereas SDMD patients occupy an intermediat...
The implication is simple: "Together, ACEs and NLEs appear to induce a pro-inflammatory network composed of cytokines, chemokines, and growth factors."

That is, psychological trauma can induce dysregulation of immune processes, leading to physiological symptoms.

9/11 Together, ACEs and NLEs appear to induce a pro-inflammatory network composed of cytokines, chemokines, and growth factors. These findings extend those of a previous paper31 , which demonstrated that ACEs elicit a network of cytokines/chemokines/growth factors measured in the culture supernatant of stimulated whole blood from MDMD patients. In fact, both the present investigation (conducted on Iraqi patients) and our previous report (conducted on Thai patients) 2 demonstrate that ACEs activate M1, Th-1, Th-17, IRS, and CIRS profiles and significantly increase Immu-NT. In addition, ACEs were ...
They conclude: "A larger part of the variances in the physioaffective phenome, and the physiosomatic FF and GIS symptom domains is explained by immune variables."

10/11 "The first factor derived from these six different domains is designated as the physio-affective phenome of depression. A larger part of the variances in the physioaffective phenome, and the physiosomatic FF and GIS symptom domains is explained by immune variables. ... The application of PLS analysis reveals that the combination of ACEs and NLEs has a significant impact on the physio-affective phenome. This influence is partially mediated by an immune network consisting of interleukin-16, CCL27, TRAIL, M-CSF, and SCGF. Overall, the physiosomatic and FF symptoms of FE-MDMD are attribute...
To put it another way, psychological factors can lead to physiological dysfunction, but it's highly unlikely that further psychological intervention alone would make a difference without addressing the induced physiological dysfunction!

Paper:

11/11nature.com/articles/s4159…
ohhhhhhhh shit, another paper came out TODAY discussing the major shift that research into mood disorders is taking. I'm gonna write that one up too!
12/11 Here's my follow-up thread about the follow-up paper where they call for a paradigm shift in psychiatric research:
Whole thread on a single page: readwise.io/reader/shared/…
13/11 I think large swathes of OTHER fields need to start adopting latent factor analysis and moderated mediation models. If history follows the pattern of how long it took other statistical methods developed by psychology to become common in other fields, we have like 20 years
14/11 Here's the entire thread on a single page. I use Readwise for this purpose, because if there are corrections or retractions in the future (or I notice that I made an error), I can add an annotation to the page

readwise.io/reader/shared/…
15/11 My annotated copy of this paper is available at this link (as well as a related paper by the same research group, which I discussed in another thread):

The annotations are mostly just what's included in the screenshots, but in a more useful formdropbox.com/t/3FMrkI5nURsy…
16/11 A few people have asked about what this means practically/for treatment, but at this point, the research is only demonstrating that this method of building a model is superior to the existing methods. However, it does suggest psych pharmaceuticals are worth looking at!
17/11 What's *new* about this paper is how it shows the inextricable relationship between psychology and physiology! The serotonin model is flawed, but SSRI, etc. research shows they do have an effect—it's just likely that a DEPENDENT variable was being interpreted as INDEPENDENT

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More from @NickAnderegg

Apr 2
Here's a thread about a paper that build a more accurate model of depression—as an outcome of PHYSIOLOGICAL factors! I'm genuinely impressed by the robustness of their method, and I'm usually nitpicky as fuck about research methods!

They come in HOT in the abstract…

1/ Towards a major methodological shift in depression research by assessing continuous scores of recurrence of illness, lifetime and current suicidal behaviors and phenome features
They point out that, fundamentally, it's a mistake to represent a complex spectrum of factors with a single binary metric.

When they actually account for these complex factors, they end up with a robust statistical model that explains how the factors interact.

2/ "The binary major depressive disorder (MDD) diagnosis is inadequate and should never be used in research. ... The study’s objective is to explicate our novel precision nomothetic strategy for constructing depression models based on adverse childhood experiences (ACEs), lifetime and current phenome, and biomarker (atherogenicity indices) scores. ... The outcome of depression should not be represented as a binary variable (MDD or not), but rather as multiple dimensional scores based on biomarkers, ROI, subclinical depression traits, and lifetime and current phenome scores including SBs.&...
I think I love this paper so much because it really drives home something I'm always saying, which is "everything is a gradient; all categories are artificial constructs."

They point out that using rigid criteria as a variable in the experimental design is a terrible idea.

3/ Recent research has demonstrated that binary major depressive disorder (MDD) diagnoses are inadequate and should never be used in clinical research (Maes, 2022; Maes and Stoyanov, 2022). Binary diagnoses, such as for example, those proposed by the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition (DSM 5th ed, 2013) and the International Classification of Disease (World Health Organization, 2019), are mere obstacles to clinical depression research (Maes, 2022).
Read 20 tweets
Mar 14
Here's a thread about a paper I recently read that made me genuinely *furious*.

It's a paper from 1980.

You know... 40 years before the pandemic began.

You wanna know the title?

"Coronavirus Infections of Man Associated With Diseases Other Than the Common Cold"

1/
If you're now thinking "well, it probably can also cause pneumonia and acute respiratory distress syndrome," you'd be correct. If you guessed another major LC issue, neurological symptoms, YOU'RE CORRECT AGAIN.

But it gets worse! Let's take a little tour of the method...

2/
It had a small number of participants drawn from a HUGE pool:

- 14,000 paired sera samples (1 pair=1 person, 2 time points) were screened for changes in HCoV-OC43 antibodies

- Significant changes found in 33 cases

- Constant high titers in 45 cases

- 78 cases total

3/
Read 39 tweets
Mar 13
I want to point out some highlights from this piece that totally surprised me while researching it. A bunch of things were offhandedly mentioned in a paper, and then when I looked at the source, it opened up a tanker-truck-sized can of worms
People with an asymptomatic acute infections can develop Long Covid. The risk from asymptomatic infections is definitely *lower* than symptomatic infections, but it's NOT ZERO.

What the hell, amiright? However, the damage done by COVID-19 is cumulative (Bowe et al., 2022). Even someone who recovers from an asymptomatic (Ma et al., 2023) or mild case (Novak et al., 2022) of COVID-19 is at risk of developing one or more PCCs.  In fact, a recent review by Boufidou et al. (2023) noted that those who were reinfected were more prone to developing long-term symptoms—in comparison to those who were only infected once—and more prone to “various complications, including potential cardiac, pulmonary, or neurological problems” (p. 7). Even asymptomatic SARS-CoV-2 infections can result in long-term sy...
Loss of smell is a symptom that strongly suggests viral entry into the nervous system. My mental model up until like two months ago was that anosmia was caused by inflammation of the cranial nerves, but NOPE, it's actually very covid-specific. Loss of sense of taste (ageusia) or smell (anosmia) are defining characteristics of the symptomatology of COVID-19 [18 citations omitted from alt text].  These symptoms are so common and specific in COVID-19 that they have been used as criteria for participant inclusion in some studies of people with LC, “due to the high diagnostic specificity of these symptoms” (e.g. Kedor et al., 2022, p. 10). Some studies have even found that loss of smell during acute COVID-19 infection directly predicts long-term sleep quality and level of fatigue in people who have recovered from their initial infectio...
Read 19 tweets

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