Association of Cognitive and Behavioral Features Between Adults With Tuberous Sclerosis and Frontotemporal Dementia
Open accessAbstract
Importance: Individuals with tuberous sclerosis complex can develop a progressive neuropsychiatric syndrome known as tuberous sclerosis-associated neuropsychiatric disorders. Tuberous sclerosis-associated neuropsychiatric disorders symptoms overlap with clinical criteria for frontotemporal dementia, yet the association between the 2 has not been explored. Objective: To investigate the potential association between tuberous sclerosis-associated neuropsychiatric disorders and frontotemporal dementia. Design, Setting, and Participants: Case-control study that enrolled patients with tuberous sclerosis complex with normal IQs in an observational clinical study at the University of California, San Francisco, from 2017 to 2019 where they underwent a comprehensive clinical evaluation including neuropsychologic testing, cerebral spinal fluid biomarker profiling, and structural neuroimaging. The study included adults who fulfilled the clinical criteria for tuberous sclerosis complex and had normal IQs, had frontotemporal dementia, or were healthy control individuals. Main Outcomes and Measures: Tuberous sclerosis-associated neuropsychiatric disorders checklist severity score, neuropsychologic test scores, cerebral spinal fluid concentrations of phosphorylated tau181, total tau, amyloid-β 42, and neurofilament light chain. Amyloid and tau positron emission tomography scans were obtained in a subset of patients. Results: Eighteen patients with tuberous sclerosis complex (mean [SD] age, 48 years [9.54]; 13 women [72%]), 16 with frontotemporal dementia (60 [6.93] years; 7 women [44%]) and 18 healthy control individuals (63 [3.85] years; 9 women [50%]) were included. The tuberous sclerosis-associated neuropsychiatric disorders checklist and neuropsychological test results were not significantly different when the tuberous sclerosis complex and frontotemporal dementia cohorts were compared. The tuberous sclerosis complex cohort exhibited elevated cerebral spinal fluid phosphorylated tau181 and neurofilament light chain with a mean of 32 pg/mL and 2300 pg/mL, respectively, when compared to healthy control individuals. All 3 patients with tuberous sclerosis complex who underwent fluorine 1B-labeled flortaucipir tau positron emission tomographic neuroimaging showed punctate foci of elevated [18F]flortaucipir binding in the frontal and temporal regions. Conclusions and Relevance: Adults with tuberous sclerosis complex showed phenotypic overlap with frontotemporal dementia. The results support a possible clinical continuum between tuberous sclerosis-associated neuropsychiatric disorders and frontotemporal dementia and highlights a potential pathophysiological link between neurodevelopmental and neurodegenerative processes. Quantitative neuropsychological testing and the tuberous sclerosis-associated neuropsychiatric disorders checklist, potentially supplemented by cerebral spinal fluid and imaging biomarkers, could be used to screen and prognosticate for risk of a neurodegenerative process in adult patients with tuberous sclerosis complex.
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Written from the paper’s full text.
TL;DR
In this case-control study, adults with tuberous sclerosis complex and normal IQ showed substantial clinical overlap with frontotemporal dementia on the TAND checklist and neuropsychological testing, and TSC had elevated CSF phosphorylated tau181 and neurofilament light chain relative to healthy controls. Three TSC patients who underwent tau-PET showed punctate frontal and temporal [18F]flortaucipir binding, suggesting a possible clinical continuum between TAND and FTD.
Key findings
- The study included 18 patients with TSC (mean [SD] age, 48 [9.54] years; 13 women [72%]), 16 with FTD (60 [6.93] years; 7 women [44%]), and 18 healthy controls (63 [3.85] years; 9 women [50%]).
- TAND checklist and neuropsychological test results were not significantly different between TSC and FTD cohorts; both TSC and FTD had significantly higher behavioral and cognitive TAND severity scores than healthy controls, while total TSC severity was intermediate and not significantly different from either group.
- TSC and FTD performed similarly on executive, language, and visuospatial tests; both performed significantly worse than healthy controls in executive and language domains, and TSC and FTD differed significantly on memory testing.
- CSF P-tau181 was elevated in TSC with a mean of 32 pg/mL and NfL with a mean of 2300 pg/mL compared with healthy controls; all 3 TSC patients who had [18F]flortaucipir tau-PET showed punctate foci of elevated binding in frontal and temporal regions, and their PiB-PET amyloid scans were negative.
Methods
- Case-control study at the University of California, San Francisco, from 2017 to 2019, enrolling adults with TSC and normal IQ, patients with FTD, and healthy controls who underwent comprehensive clinical evaluation, TAND checklist, neuropsychological testing, CSF biomarker profiling, and structural neuroimaging.
- CSF was analyzed for phosphorylated tau181, total tau, amyloid-β 42, and neurofilament light chain; a subset of TSC patients received MRI and carbon 11–labeled Pittsburgh compound B and fluorine 1B–labeled [18F]flortaucipir PET scans, and TSC1/TSC2 genetic testing was performed in the TSC cohort.
- Linear regression models covarying for age, sex, and genotype compared neuropsychological composite scores; nonparametric analysis was used for CSF results, with Stata version 15 and 2-sided P values less than .05 considered statistically significant.
Limitations
- The paper states that inclusion required TSC patients to be able to complete neuropsychological testing, so results may not be generalizable to all patients with TSC; it also notes small sample size and higher risk of type 1 error, and calls for larger and longitudinal studies.
- The paper states that the FTP PET ligand is not specific for tau pathology and can show elevated binding unrelated to tau, so neuropathologic correlation is needed to determine whether FTP is binding to pathological tau.
- The paper states that FTD and healthy control participants who provided CSF results were not the same as those who completed clinical measurements; the text also makes evident that the TSC cohort was limited to older individuals with normal IQ, which may restrict generalizability.
Model-written summary. Check it against the paper before relying on it.
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Claims the paper makes
17 of 24 cited sources checked · 8 supported · 0 flagged · accuracy not yet measured
- Premisecitation
Tuberous sclerosis-associated neuropsychiatric disorders symptoms overlap with clinical criteria for frontotemporal dementia.
“Tuberous sclerosis–associated neuropsychiatric disorders symptoms overlap with clinical criteria for frontotemporal dementia, yet the association between the 2 has not been explored.”
- Also stated in: § CONCLUSIONS AND RELEVANCE · plain
“In adults, features of TAND include abnormalities of comportment, social cognition, language, and executive function, all of which are hallmarks of frontotemporal dementia (FTD).15”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [15] Staffaroni AM, Ljubenkov PA, Kornak J, Longitudinal multimodal imaging and clinical endpoints for frontotemporal dementia clinical trials. Brain. 2019; 142(2): 443– 459. doi: 10.1093/brain/awy319 30698757 PMC6351779 source
The Introduction describes frontotemporal dementia syndromes and their symptoms, but does not discuss tuberous sclerosis–associated neuropsychiatric disorders or compare their symptoms with frontotemporal dementia criteria. Searches for tuberous sclerosis, TAND, and the proposed overlap found no passage addressing that comparison. (LLM, conf=0.76)
Experimental — accuracy not yet measured
- Also stated in: § CONCLUSIONS AND RELEVANCE · plain
- Premisecitation
A novel genetic variant in the TSC1 gene represents a potential cause of FTLD-tau.
“In 2017,21 we described a novel genetic variant in the TSC1 gene that represents a potential cause of FTLD-tau, and a deregulation in hamartin, the protein product of TSC1, which is an important upstream modifier of mammalian target of rapamycin (mTOR) activity.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [21] Olney NT, Alquezar C, Ramos EM, Linking tuberous sclerosis complex, excessive mTOR signaling, and age-related neurodegeneration: a new association between TSC1 mutation and frontotemporal dementia. Acta Neuropathol. 2017; 134(5): 813– 816. doi: 10.1007/s00401-017-1764-0 28828560 PMC5645431 source
The case report (page unavailable) identifies a novel TSC1 frameshift variant in a patient with probable bvFTD and suggests that TSC1-related tau accumulation may contribute to neurodegeneration. It does not establish the more specific FTLD-tau classification: the sibling’s tissue showed phosphorylated tau but lacked the characteristic features of an inherited or sporadic tauopathy. (LLM, conf=0.86)
Experimental — accuracy not yet measured
- Premisecitation
Overactivation of other mTOR pathway proteins is linked to tau pathology.
“Interestingly, an overactivation of other mTOR pathway proteins are also linked to tau pathology.22,23”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites [22] Sarnat HB, Flores-Sarnat L. Infantile tauopathies: hemimegalencephaly; tuberous sclerosis complex; focal cortical dysplasia 2; ganglioglioma. Brain Dev. 2015; 37(6): 553– 562. doi: 10.1016/j.braindev.2014.08.010 25451314 source
- cites [23] Tang Z, Ioja E, Bereczki E, mTor mediates tau localization and secretion: implication for Alzheimer’s disease. Biochim Biophys Acta. 2015; 1853(7): 1646– 1657. doi: 10.1016/j.bbamcr.2015.03.003 25791428 source
- Findingown data
The TSC cohort had a mean CSF NfL level of 2300 pg/mL.
“The tuberous sclerosis complex cohort exhibited elevated cerebral spinal fluid phosphorylated tau181 and neurofilament light chain with a mean of 32 pg/mL and 2300 pg/mL, respectively, when compared to healthy control individuals.”
Quote in the paperSubstantial claim - Findingcitation
T-tau and Aβ42 levels in the TSC cohort were similar to patients with normal cognition, with the exception of TSC patient 2.
“These results were also seen in the TSC cohort (Figure; Table 4), with the exception of TSC patient 2 (eTable 3 in the Supplement).”
Quote in the paperNot a substantial claim
- Findingown data
The TSC and FTD cohorts performed similarly in tests of executive function, language, and visuospatial function.
“The TSC and FTD cohorts performed similarly in tests of executive function, language, and visuospatial function (Table 3).”
Quote in the paperSubstantial claim - Findingown data
The TAND checklist severity score for the TSC and FTD cohorts was not significantly different in the behavioral and cognitive categories.
“The TAND checklist severity score for the TSC and FTD cohorts was not significantly different in the behavioral and cognitive categories (eTable 2 in the Supplement).”
Quote in the paperSubstantial claim - Findingown data
Both TSC and FTD performed significantly worse than HC individuals in the executive and language domains.
“In contrast, both TSC and FTD performed significantly worse than HC individuals in the executive and language domains (Table 3).”
Quote in the paperSubstantial claim - Findingown data
All 3 patients with TSC who underwent fluorine 1B-labeled flortaucipir tau PET neuroimaging showed punctate foci of elevated [18F]flortaucipir binding in the frontal and temporal regions.
“All 3 patients with tuberous sclerosis complex who underwent fluorine 1B–labeled flortaucipir tau positron emission tomographic neuroimaging showed punctate foci of elevated [18F]flortaucipir binding in the frontal and temporal regions.”
- Also stated in: § Investigational Tau-PET Imaging Biomarker · plain
“All 3 patients demonstrated small foci of FTP uptake predominantly in the frontal and temporal lobes.”
Quote in the paperSubstantial claim - Also stated in: § Investigational Tau-PET Imaging Biomarker · plain
- Findingown data
No difference was seen in the CSF P-tau level when the TSC and FTD cohorts were compared.
“No difference was seen in the CSF P-tau level when the TSC and FTD cohorts were compared (Table 4).”
Quote in the paperNot a substantial claim - Findingown data
The TSC and FTD cohorts were significantly different in memory testing.
“The TSC and FTD cohorts were significantly different in memory testing (Table 3).”
Quote in the paperNot a substantial claim - Findingown data
In 2 of 3 TSC patients, the anatomical location of FTP uptake corresponded with structural changes seen on T1 and fluid attenuation inversion recovery sequences of the brain MRI.
“In 2 of 3 patients, the anatomical location of FTP uptake corresponded with structural changes seen on T1 and fluid attenuation inversion recovery sequences of the brain MRI (eFigure 2–8 in the Supplement).”
Quote in the paperSubstantial claim - Findingown data
The TSC cohort exhibited elevated CSF P-tau compared with healthy control individuals.
“The tuberous sclerosis complex cohort exhibited elevated cerebral spinal fluid phosphorylated tau181 and neurofilament light chain with a mean of 32 pg/mL and 2300 pg/mL, respectively, when compared to healthy control individuals.”
- Also stated in: § Cerebrospinal Fluid Biomarkers · plain
“In contrast, the P-tau level in the TSC cohort showed a significant difference when compared with HC individuals (Table 4).”
Quote in the paperSubstantial claim - Also stated in: § Cerebrospinal Fluid Biomarkers · plain
- Findingown data
The mean P-tau level in the TSC cohort was 32 pg/mL.
“Intriguingly, the mean P-tau level in the TSC cohort was 32 pg/mL.”
Quote in the paperNot a substantial claim - Study design and conductreasoning
The memory composite in the TSC and FTD cohorts could not be compared with the HC owing to differences in the test battery.
“The memory composite in the TSC and FTD cohorts could not be compared with the HC owing to differences in the test battery.”
Quote in the paperNot a substantial claim - Interpretationreasoning
The results support a possible clinical continuum between tuberous sclerosis-associated neuropsychiatric disorders and frontotemporal dementia.
“The results support a possible clinical continuum between tuberous sclerosis–associated neuropsychiatric disorders and frontotemporal dementia and highlights a potential pathophysiological link between neurodevelopmental and neurodegenerative processes.”
Quote in the paperSubstantial claim - Premisecitation
Individuals with tuberous sclerosis complex can develop a progressive neuropsychiatric syndrome known as tuberous sclerosis-associated neuropsychiatric disorders (TAND).
“Individuals with tuberous sclerosis complex can develop a progressive neuropsychiatric syndrome known as tuberous sclerosis–associated neuropsychiatric disorders.”
- Also stated in: § CONCLUSIONS AND RELEVANCE · plain
“Many patients with TSC also experience progressive cognitive, behavioral and psychiatric symptoms.2,4”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [2] Kwiatkowski DJ, Thiele EA, Whittemore VH. Tuberous Sclerosis Complex. Hoboken, NJ: Wiley-Blackwell; 2010.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [4] Curatolo P, Moavero R, de Vries PJ. Neurological and neuropsychiatric aspects of tuberous sclerosis complex. Lancet Neurol. 2015; 14(7): 733– 745. doi: 10.1016/S1474-4422(15)00069-1 26067126 source
- Also stated in: § CONCLUSIONS AND RELEVANCE · plain
- Premisecitation
TSC is considered one of a group of juvenile tauopathies.
“In fact, TSC is considered 1 of a group of juvenile tauopathies.22”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [22] Sarnat HB, Flores-Sarnat L. Infantile tauopathies: hemimegalencephaly; tuberous sclerosis complex; focal cortical dysplasia 2; ganglioglioma. Brain Dev. 2015; 37(6): 553– 562. doi: 10.1016/j.braindev.2014.08.010 25451314 source
- Interpretationreasoning
The results highlight a potential pathophysiological link between neurodevelopmental and neurodegenerative processes.
“The results support a possible clinical continuum between tuberous sclerosis–associated neuropsychiatric disorders and frontotemporal dementia and highlights a potential pathophysiological link between neurodevelopmental and neurodegenerative processes.”
Quote in the paperSubstantial claim - Interpretationown data
The TSC group illustrated a pattern of impairment predominantly involving the cognitive and behavioral domains that closely mirrored what is seen in patients with FTD.
“The TSC group illustrated a pattern of impairment predominantly involving the cognitive and behavioral domains that closely mirrored what is seen in patients with FTD.”
Quote in the paperSubstantial claim - Study design and conductown data
Comparison of the CSF NfL levels between TSC and HC individuals was underpowered to show a significant difference between the two cohorts.
“Comparison of the CSF NfL levels between TSC and HC individuals was underpowered to show a significant difference between the 2 cohorts (Table 4).”
Quote in the paperNot a substantial claim - Interpretationown data
Adults with tuberous sclerosis complex showed phenotypic overlap with frontotemporal dementia.
“Adults with tuberous sclerosis complex showed phenotypic overlap with frontotemporal dementia.”
Quote in the paperSubstantial claim
- Classified as probably not a substantial claim. 17
- May combine two claims. 15
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationT-tau and Aβ42 levels in patients with FTD are similar to patients with normal cognition.
“Ljubenkov et al32 report that the T-tau and Aβ42 levels in patients with FTD are similar to patients with normal cognition.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [32] Ljubenkov PA, Staffaroni AM, Rojas JC, Cerebrospinal fluid biomarkers predict frontotemporal dementia trajectory. Ann Clin Transl Neurol. 2018; 5(10): 1250– 1263. doi: 10.1002/acn3.643 30349860 PMC6186942 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationFrontotemporal dementia is caused by frontotemporal lobar degeneration (FTLD), which features abnormal aggregation of tau (FTLD-tau) or transactivating DNA-binding protein 43.
“Frontotemporal dementia is caused by frontotemporal lobar degeneration (FTLD), which features abnormal aggregation of the microtubule associated protein consisting of tau (FTLD-tau) or the transactivating DNA-binding protein 43.16,18–20”
Quote in the paperNot a substantial claim4 of 4 sources checked- cites [16] Olney NT, Spina S, Miller BL. Frontotemporal dementia. Neurol Clin. 2017; 35(2): 339– 374. doi: 10.1016/j.ncl.2017.01.008 28410663 PMC5472209 source
- cites [18] Cairns NJ, Bigio EH, Mackenzie IR,; Consortium for Frontotemporal Lobar Degeneration. Neuropathologic diagnostic and nosologic criteria for frontotemporal lobar degeneration: consensus of the Consortium for Frontotemporal Lobar Degeneration. Acta Neuropathol. 2007; 114(1): 5– 22. doi: 10.1007/s00401-007-0237-2 17579875 PMC2827877 source
The Introduction (page not supplied) identifies FTD as the most common clinical presentation of FTLD. The Microscopy and Tau-positive inclusions sections describe TDP-43-positive and tau-positive FTLD pathology, respectively. But the Conclusions also recognize FTLD without tau-positive inclusions, so the sentence overstates the paper if it means that all FTLD features aggregation of one of those two proteins. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites [19] Rascovsky K, Hodges JR, Knopman D, Sensitivity of revised diagnostic criteria for the behavioural variant of frontotemporal dementia. Brain. 2011; 134(pt 9): 2456– 2477. doi: 10.1093/brain/awr179 21810890 PMC3170532 source
The section headed “Development of the Proposed Classification of PPA and Its Variants” (page unavailable) identifies tau-positive and TDP-43-positive FTLD pathology, supporting the protein-pathology portion of the claim. It discusses primary progressive aphasia, however, and also identifies Alzheimer pathology as a possible cause; it does not establish that frontotemporal dementia as a whole is caused by FTLD or that these are its only pathological forms. (LLM, conf=0.79)
Experimental — accuracy not yet measured - cites [20] van Swieten J, Spillantini MG. Hereditary frontotemporal dementia caused by tau gene mutations. Brain Pathol. 2007; 17(1): 63– 73. doi: 10.1111/j.1750-3639.2007.00052.x 17493040 PMC8095608 source
The FRONTOTEMPORAL DEMENTIA section (around p. 64) describes FTD cases with abnormal tau inclusions, and the following passage reports TDP-43 in inclusions in familial FTD. But the paper also describes a third pathological subtype lacking distinctive histopathology; it does not establish tau or TDP-43 aggregation as a feature of every case. (LLM, conf=0.84)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationIn the human central nervous system, P-tau exhibits a faster turnover rate, which likely explains the elevated CSF level of this protein in various neurodegenerative conditions.
“Sato et al36 report that in the human central nervous system, P-tau exhibits a faster turnover rate, which likely explains the elevated CSF level of this protein in various neurodegenerative conditions.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [36] Sato C, Barthélemy NR, Mawuenyega KG, Tau kinetics in neurons and the human central nervous system. Neuron. 2018; 97(6): 1284– 1298.e7. doi: 10.1016/j.neuron.2018.02.015 29566794 PMC6137722 source
The Results (Differential Tau Kinetics in iPSC-Derived Neurons; page unavailable) show faster turnover of phosphorylated tau peptides than corresponding unphosphorylated peptides, but this comparison was made in cultured neurons, not directly in the human CNS. The Discussion and Results (Tau Production Positively Correlates with Amyloidosis; pages unavailable) attribute elevated CSF tau in Alzheimer’s disease to increased production and release, not faster phosphorylated-tau turnover; they do not establish that explanation across various neurodegenerative conditions. (LLM, conf=0.90)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPatients with FTD typically have elevated CSF levels of NfL when compared with control individuals.
“Additionally, Ljubenkov et al32 showed that patients with FTD typically have elevated CSF levels of NfL when compared with control individuals.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [32] Ljubenkov PA, Staffaroni AM, Rojas JC, Cerebrospinal fluid biomarkers predict frontotemporal dementia trajectory. Ann Clin Transl Neurol. 2018; 5(10): 1250– 1263. doi: 10.1002/acn3.643 30349860 PMC6186942 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationElevated NfL levels in the CSF implicate neuronal damage.
“It is also well established that elevated NfL levels in the CSF implicate a neuronal damage.34”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [34] Khalil M, Teunissen CE, Otto M, Neurofilaments as biomarkers in neurological disorders. Nat Rev Neurol. 2018; 14(10): 577– 589. doi: 10.1038/s41582-018-0058-z 30171200 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe TAND checklist serves as a clinical screening tool to assess neuropsychiatric difficulties that include the behavioral, cognitive and psychiatric domains.
“The TAND checklist serves as a clinical screening tool to assess neuropsychiatric difficulties that include the behavioral, cognitive and psychiatric domains.11”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [11] de Vries PJ, Whittemore VH, Leclezio L, Tuberous sclerosis associated neuropsychiatric disorders (TAND) and the TAND checklist. Pediatr Neurol. 2015; 52(1): 25– 35. doi: 10.1016/j.pediatrneurol.2014.10.004 25532776 PMC4427347 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationThe CSF biomarker levels reported in the FTD and HC cohorts overlapped with the data reported by Ljubenkov et al in 2018.
“The CSF biomarker levels reported in the FTD and HC cohorts overlapped with the data reported by Ljubenkov et al32 in 2018.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [32] Ljubenkov PA, Staffaroni AM, Rojas JC, Cerebrospinal fluid biomarkers predict frontotemporal dementia trajectory. Ann Clin Transl Neurol. 2018; 5(10): 1250– 1263. doi: 10.1002/acn3.643 30349860 PMC6186942 source
Classified as probably not a substantial claim. May combine two claims.
PremisecitationHigh CSF NfL levels are associated with more severe cognitive impairment and shorter survival time in patients with FTD.
“Neurofilament light chain was chosen because in 2014 several groups reported that high CSF NfL levels were associated with more severe cognitive impairment and shorter survival time in patients with FTD.32,33”
Quote in the paperSubstantial claim1 of 2 sources checked- cites [32] Ljubenkov PA, Staffaroni AM, Rojas JC, Cerebrospinal fluid biomarkers predict frontotemporal dementia trajectory. Ann Clin Transl Neurol. 2018; 5(10): 1250– 1263. doi: 10.1002/acn3.643 30349860 PMC6186942 source
The Results (Baseline NfL and p-tau predict longitudinal change in bvFTD) report that higher CSF NfL predicted faster worsening on cognitive measures, and the Discussion reports faster clinical decline in bvFTD and nfvPPA, but not svPPA. These findings concern subsequent decline, rather than necessarily more severe impairment at baseline. The passages do not report shorter survival or substantiate the sentence’s attribution to several groups in 2014. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites [33] Skillbäck T, Farahmand B, Bartlett JW, CSF neurofilament light differs in neurodegenerative diseases and predicts severity and survival. Neurology. 2014; 83(21): 1945– 1953. doi: 10.1212/WNL.0000000000001015 25339208 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationElevated CSF P-tau, with a mean level of 31 pg/mL, is seen in FTD owing to a genetic variant in the MAPT gene.
“It was reported that elevated levels of CSF P-tau, with a mean level of 31 pg/mL, is seen in FTD owing to a genetic variant in the MAPT gene,46 which produces the protein product tau.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [46] Jack CR Jr, Lowe VJ, Senjem ML, 11C PiB and structural MRI provide complementary information in imaging of Alzheimer’s disease and amnestic mild cognitive impairment. Brain. 2008; 131(pt 3): 665– 680. doi: 10.1093/brain/awm336 18263627 PMC2730157 source
The Introduction discusses CSF amyloid beta 42 and PiB binding in frontotemporal dementia, but not CSF P-tau levels in FTD. Searches for the reported 31 pg/mL mean and for MAPT-related FTD found no passage addressing either point in our copy. (LLM, conf=0.75)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationTuberous sclerosis-associated neuropsychiatric disorders have been reported in the pediatric and adult TSC populations.
“Tuberous sclerosis–associated neuropsychiatric disorders have been reported in the pediatric and adult TSC populations.13,14”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites [13] Kingswood JC, d’Augères GB, Belousova E,; TOSCA consortium and TOSCA investigators. Tuberous Sclerosis registry to increase disease Awareness (TOSCA): baseline data on 2093 patients. Orphanet J Rare Dis. 2017; 12(1): 2. doi: 10.1186/s13023-016-0553-5 28057044 PMC5217262 source
- cites [14] Peron A, Vignoli A, Briola F,; TSC Study Group of the San Paolo Hospital of Milan. Deep phenotyping of patients with Tuberous Sclerosis Complex and no mutation identified in TSC1 and TSC2. Eur J Med Genet. 2018; 61(7): 403– 410. doi: 10.1016/j.ejmg.2018.02.005 29432982 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationDevelopment of the TAND checklist was necessary because 90% of patients with TSC endorsed neuropsychiatric symptoms, yet only 20% received treatment.
“Development of the TAND checklist was necessary because 90% of patients with TSC endorsed neuropsychiatric symptoms, yet only 20% received treatment.11”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [11] de Vries PJ, Whittemore VH, Leclezio L, Tuberous sclerosis associated neuropsychiatric disorders (TAND) and the TAND checklist. Pediatr Neurol. 2015; 52(1): 25– 35. doi: 10.1016/j.pediatrneurol.2014.10.004 25532776 PMC4427347 source
The Introduction links development of the TAND Checklist to a substantial treatment gap: more than 90% of individuals with TSC were likely to have relevant challenges, while only 18% of surveyed families had ever received recommended evaluations or treatments. It does not say that 90% of patients endorsed symptoms or that 20% received treatment; those figures change both what was measured and who was counted. (LLM, conf=0.88)
Experimental — accuracy not yet measured
May combine two claims.
Findingown dataSusceptibility-weighted imaging and low-dose CT showed no evidence of calcifications in the tubers or other cortical malformations; thus, binding to calcifications appears less likely.
“These sequences showed no evidence of calcifications in the tubers or other cortical malformations; thus, binding to calcifications appears to be less likely.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAll 3 TSC patients who had tau-PET scans also underwent PiB-PET scans for amyloid β deposition, which were negative.
“All 3 patients with TSC who had tau-PET scans also underwent PiB-PET scans for amyloid β deposition, which were negative (data not shown).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataBoth TSC and FTD TAND severity scores in the behavioral and cognitive domains were significantly higher than HC individuals.
“Both TSC and FTD severity scores in these domains were significantly higher when compared with HC individuals (Table 2).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataWhen the total TAND severity score was compared, the TSC group occupied an intermediate space between FTD and HC cohorts, although it was not significantly different from either group.
“When the total severity score was compared, the TSC group occupied an intermediate space between FTD and HC cohorts, although it was not significantly different from either group (eTable 2 in the Supplement).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe TAND checklist and neuropsychological test results were not significantly different when the TSC and FTD cohorts were compared.
“The tuberous sclerosis–associated neuropsychiatric disorders checklist and neuropsychological test results were not significantly different when the tuberous sclerosis complex and frontotemporal dementia cohorts were compared.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThere is a higher risk of a type 1 error owing to the small sample size.
“There is a higher risk of a type 1 error owing to the small sample size.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningInclusion criteria for this study required that the patients with TSC be able to complete neuropsychological testing; subsequently, the results may not be generalizable to all patients with TSC.
“Inclusion criteria for this study required that the patients with TSC be able to complete neuropsychological testing. Subsequently, the results from this study may not be generalizable to all patients with TSC.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataAll CSF samples were run in duplicate and had to pass quality control criteria.
“Samples were thawed at 4°C for approximately 3 hours prior to analysis, and all were run in duplicate. For all assays, values had to pass quality control criteria, including coefficients of variation (calculated as standard deviation × 100/mean) 25% or less, kit controls within the expected range as defined by the manufacturer (where applicable), and measurement consistency of 2 common pooled CSF”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningThe low-dose CT scans are of low quality, and sensitivity to capture calcification in two-thirds of the cases was low.
“However, the low-dose CT scans are of low quality, and therefore, our sensitivity to capture calcification in two-thirds of the cases was low.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe patients with FTD and HC participants who provided CSF results were not the same patients with FTD and HC participants who completed clinical measurements.
“Lastly, the patients with FTD and HC participants who provided CSF results were not the same patients with FTD and HC participants who completed clinical measurements.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningTo achieve an adequate study group for comparison to the patients with TSC, different patients with FTD were used for cognitive testing and CSF biomarker analysis.
“An additional limitation of this study is that to achieve an adequate study group for comparison to the patients with TSC, we used different patients with FTD for cognitive testing and CSF biomarker analysis.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataOur data suggest a clinical overlap and therefore potential association between TAND and the neurodegenerative disease FTD, in particular, where the latter is associated with the accumulation of pathological tau.
“Our data suggest a clinical overlap and therefore potential association between TAND and the neurodegenerative disease FTD, in particular, where the latter is associated with the accumulation of pathological tau.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenInstitutional review board approval was obtained from the University of California Human Research Protection Program, and written informed consent was obtained from all study participants or their surrogates.
“Institutional review board approval was obtained from the University of California Human Research Protection Program, and written informed consent was obtained from all study participants or their surrogates.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationThe FTP PET ligand is not specific for tau pathology and can show elevated binding unrelated to tau in normal individuals and in patients with non-tau-related neurodegeneration.
“Additionally, the FTP PET ligand is not specific for tau pathology and can show elevated binding unrelated to tau in normal individuals and in patients with non–tau-related neueodegeneration.42”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [42] Baker SL, Harrison TM, Maass A, La Joie R, Jagust WJ. Effect of off-target binding on 18F-flortaucipir variability in healthy controls across the lifespan. J Nucl Med. 2019; 60(10): 1444– 1451. doi: 10.2967/jnumed.118.224113 30877180 PMC6785795 source
Classified as probably not a substantial claim.
Study design and conductown dataLinear regression models covarying for age, sex, and genotype determined group differences in the neuropsychologic composite scores.
“Linear regression models covarying for age, sex, and genotype determined group differences in the neuropsychologic composite scores.”
Quote in the paperSubstantial claim
The authors state this as an assumption.
A systematic comparison of neuropsychiatric symptoms in TSC and FTD has not been previously reported.
“Nevertheless, to our knowledge, a systematic comparison of neuropsychiatric symptoms in TSC and FTD has not been previously reported.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Beginning in mid-to-late adulthood, a subset of individuals with TSC demonstrate cognitive decline that clinically overlaps with Alzheimer's disease dementia.
“Notably, beginning in mid-to-late adulthood, a subset of individuals with TSC demonstrate cognitive decline that clinically overlaps with Alzheimer's disease (AD) dementia (8-10).”
From Amyloid-Independent Elevation of Plasma phosphorylated tau-217 Tracks Neurodegenerative Risk in Tuberous Sclerosis Complex: Implications for mTOR-Targeted Intervention (2026) · cites this paper as [9]
The Results (Clinical Phenotyping; page unavailable) describe cognitive difficulties in adults with TSC, and the Discussion reports clinical overlap with frontotemporal dementia (FTD). The paper does not report clinical overlap with Alzheimer’s disease dementia, and it says that whether TSC predisposes to a neurodegenerative disorder requires further study. Its findings therefore support the adult cognitive-symptom portion of the claim, but not the specified Alzheimer’s overlap or an established onset of decline in mid-to-late adulthood. (LLM, conf=0.88)
Experimental — accuracy not yet measuredCerebrospinal fluid analyses in TSC participants demonstrated elevated ptau-181 and neurofilament light chain, consistent with ongoing neurodegeneration due to AD pathology.
“Cerebrospinal fluid analyses in TSC participants further demonstrated elevated ptau-181 and neurofilament light chain, consistent with ongoing neurodegeneration due to AD pathology (9).”
From Amyloid-Independent Elevation of Plasma phosphorylated tau-217 Tracks Neurodegenerative Risk in Tuberous Sclerosis Complex: Implications for mTOR-Targeted Intervention (2026) · cites this paper as [9]
The Results (Cerebrospinal Fluid Biomarkers; page unavailable) report significantly higher CSF P-tau in participants with TSC than in healthy controls. They say the NfL comparison was underpowered to show a significant difference, while the Results (Investigational Tau-PET Imaging Biomarker; page unavailable) report negative amyloid PET scans in the three TSC participants tested. The paper does not establish ongoing neurodegeneration due to Alzheimer disease pathology. (LLM, conf=0.90)
Experimental — accuracy not yet measuredAdults with TSC showed mildly elevated CSF phosphorylated tau (pTau-181) levels and focal uptake on 18F-flortaucipir PET imaging, often near radiographically identified tubers.
“Adults with TSC further showed mildly elevated CSF phosphorylated tau (pTau-181) levels and focal uptake on 18F-flortaucipir positron emission tomographic (FTP-PET) imaging, often in the vicinity of radiographically identified tubers.”
From Tuberous sclerosis complex is associated with a novel human tauopathy (2023) · cites this paper as [12]
The Results sections report elevated CSF P-tau in the TSC cohort and small foci of flortaucipir uptake in all three patients who underwent tau-PET. In two of those three, uptake corresponded to structural changes on brain MRI, but the paper does not specifically identify those changes as tubers; that detail is more specific than the reported finding. Page numbers are unavailable in our copy. (LLM, conf=0.82)
Experimental — accuracy not yet measuredTSC has been linked to progressive neurodegeneration and FTD-like symptoms.
“TSC has been linked to progressive neurodegeneration and FTD-like symptoms [12, 16].”
From Tuberous sclerosis complex is associated with a novel human tauopathy (2023) · cites this paper as [12]
The Discussion reports that adults with TSC had cognitive and behavioral impairments resembling FTD, supporting the FTD-like symptoms. But it says whether TSC predisposes to a neurodegenerative disorder requires further investigation; this study does not establish progressive neurodegeneration in TSC. (LLM, conf=0.86)
Experimental — accuracy not yet measuredFlortaucipir is well established to exhibit off-target binding.
“This radioligand is well established to exhibit off-target binding (9, 12, 13).”
Neuroimaging studies using tau-specific positron emission tomography radiotracers have demonstrated accumulation of flortaucipir (AV1451) in patients with TSC.
“Neuroimaging studies using tau-specific positron emission tomography radiotracers have demonstrated accumulation of flortaucipir (AV1451) in patients with TSC, a tracer with high affinity for phosphorylated tau 181 (ptau-181) linked to AD.”
Elevated cerebrospinal fluid p-tau levels are observed in frontotemporal dementia associated with MAPT variants, and comparable cerebrospinal fluid p-tau levels have been reported in TSC and frontotemporal dementia cohorts.
“Elevated cerebrospinal fluid p-tau levels are also observed in frontotemporal dementia (FTD) associated with MAPT variants, and comparable CSF p-tau levels have been reported in TSC and FTD cohorts, suggesting that increased p-tau is not exclusively specific to AD pathology (9).”
Cerebrospinal fluid Aβ42 levels in TSC patients are comparable to those of healthy controls.
“Cerebrospinal fluid analysis of Aβ42levels in TSC patients were found to be comparable to those of healthy controls making soluble forms of amyloid less likely (9).”
CSF pTau-181 levels are elevated in TSC subjects compared to healthy controls, with an average of 32 pg/mL.
“Cerebrospinal fluid (CSF) results showed elevated phosphorylated tau (pTau-181) levels with an average of 32 pg/mL in TSC subjects when compared to healthy controls [5].”
From Tuberous sclerosis complex is a novel, amyloid-independent tauopathy associated with elevated phosphorylated 3R/4R tau aggregation (2022) · cites this paper as [5]
TSC tauopathy differs from other TSC-related tau abnormalities previously reported.
“TSC tauopathy also differs from other TSC-related tau abnormalities previously reported in the TSC literature by our group [12, 16] and others [6, 11].”
From Tuberous sclerosis complex is associated with a novel human tauopathy (2023) · cites this paper as [12]
A power analysis from previous work based on cerebrospinal fluid ptau-181 levels in TSC indicated that 40 participants would be sufficient to detect group differences; the study included 63 individuals with TSC.
“A power analysis from our previous work based on cerebrospinal fluid ptau-181 levels in TSC indicated that 40 participants would be sufficient to detect group differences (9); our study included 63 individuals with TSC.”
From Amyloid-Independent Elevation of Plasma phosphorylated tau-217 Tracks Neurodegenerative Risk in Tuberous Sclerosis Complex: Implications for mTOR-Targeted Intervention (2026) · cites this paper as [9]
The Methods and Results describe measuring CSF phosphorylated tau181 in 7 participants with TSC, but do not report a power analysis or say that 40 participants would suffice to detect group differences. Searches for the power analysis and sample-size threshold found no supporting passage. The citing sentence presents its 63 participants as the citing study’s own sample, not as a figure attributed to this source. (LLM, conf=0.75)
Experimental — accuracy not yet measuredPrior reports depict tau-related changes as elevated p-tau staining in the absence of frank neurofibrillary tangles.
“Generally, prior reports depict tau-related changes as elevated p-tau staining in the absence of frank neurofibrillary tangles.”
From Tuberous sclerosis complex is associated with a novel human tauopathy (2023) · cites this paper as [12]
The Results (Cerebrospinal Fluid Biomarkers; page unavailable) report elevated phosphorylated tau in CSF, not elevated p-tau staining in tissue. The Results (Investigational Tau-PET Imaging Biomarker; page unavailable) mention neurofibrillary tangles as a target of the PET tracer in Alzheimer disease, but do not say that prior reports found staining without tangles. Searches for phosphorylated-tau staining, immunoreactivity, and neurofibrillary tangles found no passage establishing the claimed pattern. (LLM, conf=0.72)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Abstract overlooks a significant difference in memory testing
MajorThe abstract says neuropsychological test results did not differ significantly between the TSC and FTD cohorts, but the Results section reports a significant difference in memory testing.
“The tuberous sclerosis–associated neuropsychiatric disorders checklist and neuropsychological test results were not significantly different when the tuberous sclerosis complex and frontotemporal dementia cohorts were compared.”
“The TSC and FTD cohorts were significantly different in memory testing (Table 3).”
Genetic variants were not confirmed for all recruited patients with TSC
MinorThe follow-up case report section says the recruited patients' TSC1 or TSC2 variants were confirmed, but the clinical phenotyping section says six patients' genetic results were pending or their DNA was not collected.
“we recruited a group of mildly affected adult individuals with TSC, confirmed their genetic variant in TSC1 or TSC2, and performed a comprehensive clinical phenotyping for both TAND and FTD.”
“The 6 remaining TSC genetic results were still pending or their DNA was not collected.”
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Disentangling the Relationship Between Chronic Kidney Disease and Cognitive Disorders
Kelly, D., & Rothwell, P. M. (2022) · Frontiers in Neurology · doi:10.3389/fneur.2022.830064 · Cited by 66 · see citing works
“In younger patients, some rare genetic syndromes have been described that can cause both kidney disease as well as neurocognitive disorders including tuberous sclerosis (107), Fabry disease (108), and Bardet-Biedl Syndrome (109).”
BackgroundAlquezar, C., Schoch, K. M., Geier, E. G., Ramos, E. M., Scrivo, A., Li, K. H., Argouarch, A. R., Mlynarski, E. E., Dombroski, B., DeTure, M., et al. (2021) · Science Advances · doi:10.1126/sciadv.abg3897 · Cited by 56 · see citing works
Self-citationTauopathy and Epilepsy Comorbidities and Underlying Mechanisms
Hwang, K., Vaknalli, R. N., Addo-Osafo, K., Vicente, M., & Vossel, K. (2022) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2022.903973 · Cited by 35 · see citing works
Liu, A. J., Lusk, J. B., Ervin, J., Burke, J., O’Brien, R., & Wang, S.-H. J. (2022) · Acta Neuropathologica Communications · doi:10.1186/s40478-022-01330-x · Cited by 15 · see citing works
Self-citationTuberous sclerosis complex is associated with a novel human tauopathy
Hwang, J.-H. L., Perloff, O. S., Gaus, S. E., Benitez, C., Alquezar, C., Cosme, C. Q., Nana, A. L., Vatsavayai, S. C., Ramos, E. M., Geschwind, D. H., et al. (2023) · Acta Neuropathologica · doi:10.1007/s00401-022-02521-5 · Cited by 15 · see citing works
Self-citationNiere, F., Uneri, A., McArdle, C. J., Deng, Z., Egido-Betancourt, H. X., Cacheaux, L. P., Namjoshi, S. V., Taylor, W. C., Wang, X., Barth, S. H., et al. (2023) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2301534120 · Cited by 14 · see citing works
Shephard, E., McEwen, F. S., Earnest, T., Friedrich, N., Mörtl, I., Liang, H., Woodhouse, E., Tye, C., & Bolton, P. (2021) · Cortex · doi:10.1016/j.cortex.2021.10.007 · Cited by 12 · see citing works
Gąssowska-Dobrowolska, M., Czapski, G. A., Cieślik, M., Zajdel, K., Frontczak-Baniewicz, M., Babiec, L., & Adamczyk, A. (2023) · International Journal of Molecular Sciences · doi:10.3390/ijms24087303 · Cited by 10 · see citing works
Litwa, K. (2022) · Frontiers in Genetics · doi:10.3389/fgene.2022.997461 · Cited by 10 · see citing works
“…overlap between TS and frontotemporal dementia (FTD) has also been described; this overlap includes TAND-associated cognitive-behavioral alterations, as well as clinical biomarkers, such as phosphorylated tau (Olney et al., 2017; Liu et al., 2020a; Alquezar et al., 2021; Liu et al., 2022).”
BackgroundInfluentialTuberous sclerosis complex-associated neuropsychiatric disorders
Marcinkowska, A. B., Tarasewicz, A., Jóźwiak, S., Dębska-Ślizień, A. M., & Szurowska, E. (2022) · Psychiatria Polska · doi:10.12740/pp/onlinefirst/146265 · Cited by 7 · see citing works
Niu, W., Yu, S., Li, X., Wang, Z., Chen, R., Michalski, C., Jahangiri, A., Zohdy, Y. M., Chern, J. J., Whitworth, T. J., et al. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.10.07.617121 · Cited by 7 · see citing works
Plasma Biomarker Profile and Clinical Correlations in Adult Patients With Tuberous Sclerosis Complex
Orlando, B., Morano, A., Manzini, V., Irelli, E. C., Borioni, M. S., Veroni, C., Salamone, E. M., D’Amelio, C., Moliterni, E., Giustini, S., et al. (2023) · Neurology · doi:10.1212/wnl.0000000000207799 · Cited by 4 · see citing works
Alquézar, C., Schoch, K. M., Geier, E. G., Ramos, E. M., Scrivo, A., Li, K. K., Argouarch, A. R., Mlynarski, E. E., Dombroski, B. A., Yokoyama, J. S., et al. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.11.08.371922 · Cited by 1 · see citing works
“with TSC exhibited any evidence for pre-morbid cognitive decline, we gathered a cohort of adults with mild TSC and found an age-associated cognitive phenotype consistent with FTD (15).”
BackgroundMethodResultInfluentialSelf-citationBaumel, J., Lutz, M., Ding, C., Capal, J., Ritter, D., Krueger, D., Salter, A., Werner, K., & Liu, A. J. (2026) · medRxiv · doi:10.64898/2026.09.09.26362677
Self-citationGenome sequencing using machine learning with a special focus on tuberculosis
Raipure, S. S., Awachat, S., Amudhavel, J., et al. (2022) · International Journal of Health Sciences · doi:10.53730/ijhs.v6ns2.7512
- Authors
- Liu, A. J., Staffaroni, A. M., Rojas-Martinez, J. C., Olney, N. T., Alquezar-Burillo, C., Ljubenkov, P. A., La Joie, R., Fong, J. C., Taylor, J., Karydas, A., Ramos, E. M., Coppola, G., Boxer, A. L., Rabinovici, G. D., Miller, B. L., & Kao, A. W.
- Affiliations
- University of California, San Francisco (US)
- Providence Health & Services, Portland, Oregon
- Memory and Aging Center, University of California, San Francisco
- University of California, Los Angeles (US)
- Corresponding author
- Kao, Aimee W.
- ORCID
- Venue
- JAMA Neurology
- Publisher
- American Medical Association (AMA)
- Published
- 2020-03-01
- Volume
- 77
- Issue
- 3
- Pages
- 358
- ISSN
- 2168-6149 (ISSN-L)
- PMC
- PMC6990672
- OpenAlex
- W2995189546
- Semantic Scholar
- 499ce66e4d43a894ff6ef8d179e80813307cc8e0
- Cited by
- 18
- References
- 51
- Citations by year
- 2024: 2 · 2023: 4 · 2022: 8 · 2021: 2 · 2020: 2
- FWCI
- 1.71
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- JAMA Neurology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- Tuberous Sclerosis Alliance
- National Institutes of Health (5p01ag019724-23)
- University of California, San Francisco
- Avid Radiopharmaceuticals
- National Institute on Aging (P01 & AG019724, K23AG061253, R56 AG057342, P50AG023501, T32 AG023481, P30 AG062422, K24AG045333)
- Topics
- Health Sciences › Medicine › Physiology › Tuberous Sclerosis Complex Research
- Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
- Health Sciences › Medicine › Physiology › Alzheimer's disease research and treatments
- Keywords
- tuberous sclerosis complex, frontotemporal dementia, neuropsychiatric symptoms, cognitive impairment, behavioral characteristics, phosphorylated tau 181, neurofilament light chain, amyloid-beta 42, tau imaging, phenotypic overlap
- MeSH terms
- Adult, Aged, Female, Humans, Male, Middle Aged, Neuropsychological Tests, Tuberous Sclerosis, Biomarkers, Case-Control Studies, Positron-Emission Tomography, Frontotemporal Dementia, Neuroimaging
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-27.
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