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Citizen Science Infered Impact

We take what shifts this modifier is known to make and the shifts reported for a symptom. There are many bacteria involved. We sum all of the shifts (some positive and some negative) to estimate a predictor. Some bacteria may have greater impact (that information is not available in 99% of studies) so the estimate can be wrong in edge cases.

This is based on associations discovered from annotated 16s microbiome samples. See this post for more information.

SymptomImpactPredictor of Bacteria Shift
Age: 20-30Improves-7.6
Age: 30-40Improves-4.57
Age: 40-50Improves-3.55
Age: 50-60Improves-5.48
Age: 60-70Worsen6.68
Asymptomatic: Live in house with person with probable microbiome dysfunctionImproves-4.02
Asymptomatic: Minor Health Issues (a few symptoms only)Improves-6.53
Asymptomatic: No Health IssuesWorsen3.7
Autism: Official DiagnosisImproves-8.11
Autonomic Manifestations: cardiac arrhythmiasWorsen8.72
Autonomic Manifestations: Cortisol disorders or irregularity Worsen6.4
Autonomic Manifestations: irritable bowel syndromeWorsen3.91
Autonomic Manifestations: light-headednessImproves-2.56
Autonomic Manifestations: Orthostatic intoleranceWorsen7.65
Autonomic Manifestations: palpitationsWorsen7.28
Autonomic Manifestations: urinary frequency dysfunctionWorsen8.38
Autonomic: Dizziness or faintingImproves-6.85
Autonomic: Heart rate increase after standingWorsen6.6
Autonomic: Inability to tolerate an upright positionImproves-7.88
Autonomic: Irregular heartbeatsImproves-6.24
Autonomic: Ocassional Tachycardia (Rapid heart beat)Worsen6.87
Autonomic: Shortness of breathWorsen5.79
Blood Type: A PositiveWorsen6.38
Blood Type: O PositiveImproves-8.99
Comorbid-Mouth: Bruxism - Jaw cleanching / Teeth grindingWorsen5.67
Comorbid-Mouth: Dry MouthWorsen8.29
Comorbid-Mouth: Mouth SoresImproves-5.97
Comorbid-Mouth: TMJ / Dysfunction of the temporomandibular joint syndromeImproves-7.85
Comorbid: Constipation and Explosions (not diarrohea)Improves-8.72
Comorbid: FibromyalgiaWorsen7.2
Comorbid: High AnxietyImproves-8.84
Comorbid: Histamine or Mast Cell issuesImproves-8.34
Comorbid: HypothyroidismImproves-5.79
Comorbid: Inflammatory bowel disease Improves-8.68
Comorbid: MigraineImproves-8.64
Comorbid: Mold Sensitivity / ExposureWorsen6.87
Comorbid: Multiple Chemical SensitivityWorsen6.25
Comorbid: Restless LegWorsen4.23
Comorbid: Snoring (NOT Sleep ApneaImproves-8.73
Condition: ME/CFS with IBSImproves-6.57
DePaul University Fatigue Questionnaire : AllergiesImproves-8.38
DePaul University Fatigue Questionnaire : FatigueImproves-9.28
DePaul University Fatigue Questionnaire : Forgetting what you are trying to sayWorsen5.85
DePaul University Fatigue Questionnaire : Impaired Memory & concentrationImproves-9.43
DePaul University Fatigue Questionnaire : Unrefreshing Sleep, that is waking up feeling tired Improves-9.23
Gender: FemaleImproves-6.78
Gender: MaleImproves-4.27
General: DepressionImproves-6.5
General: FatigueWorsen7.66
General: HeadachesWorsen6.03
General: Myalgia (pain)Improves-3.9
General: Sinus issues with headachesImproves-7.76
Immune Manifestations: Abdominal PainImproves-7.4
Immune Manifestations: Alcohol IntolerantImproves-6.85
Immune Manifestations: BloatingWorsen6.22
Immune Manifestations: ConstipationWorsen7.13
Immune Manifestations: DiarrheaWorsen7.01
Immune Manifestations: general malaiseWorsen7.8
Immune Manifestations: Hair lossImproves-4.81
Immune Manifestations: Inflammation (General)Improves-8.61
Immune Manifestations: Inflammation of skin, eyes or jointsWorsen4.01
Immune Manifestations: medication sensitivities.Improves-1.02
Immune Manifestations: Mucus in the stoolImproves-8.82
Immune Manifestations: new food sensitivitiesWorsen7.55
Immune Manifestations: tender lymph nodesWorsen7.81
Immune: Chronic SinusitisWorsen5.21
Immune: Recurrent Sore throatWorsen5.22
Immune: Sensitivity to smell/food/medication/chemicalsWorsen5.32
Immune: Tender / sore lymph nodesImproves-3.83
Infection: Epstein-Barr virusImproves-7.59
Infection: Human Herpesvirus 6 (HHV6)Improves-6.23
Infection: MycoplasmaImproves-8.21
Infection: Parasite - OtherImproves-4.17
Joint: RednessImproves-4.4
Joint: Stiffness and swellingImproves-5.08
Joint: Sudden and severe episodes of painWorsen6.28
Joint: TendernessImproves-8.02
Neurocognitive: Absent-mindedness or forgetfulnessWorsen0.79
Neurocognitive: Brain FogWorsen5.13
Neurocognitive: Can only focus on one thing at a timeImproves-6.71
Neurocognitive: Difficulty expressing thoughtsWorsen5.46
Neurocognitive: Difficulty paying attention for a long period of timeImproves-6.47
Neurocognitive: Difficulty understanding thingsWorsen3.79
Neurocognitive: Problems remembering thingsImproves-7.72
Neurocognitive: Slowness of thoughtImproves-6.5
Neurocognitive: Unable to focus vision and/or attentionImproves-7.17
Neuroendocrine Manifestations: abnormal appetiteImproves-2.87
Neuroendocrine Manifestations: Air HungerWorsen6.87
Neuroendocrine Manifestations: cold extremitiesWorsen7.59
Neuroendocrine Manifestations: Dry Eye (Sicca or Sjogren Syndrome)Improves-0.56
Neuroendocrine Manifestations: Excessive adrenalineImproves-7.44
Neuroendocrine Manifestations: intolerance of extremes of heat and coldWorsen6.41
Neuroendocrine Manifestations: loss of adaptabilityImproves-6.93
Neuroendocrine Manifestations: marked weight change Improves-3.48
Neuroendocrine Manifestations: Muscle weakness Worsen7.88
Neuroendocrine Manifestations: Paraesthesia (tingling burning of skin)Improves-8.27
Neuroendocrine Manifestations: Rapid muscular fatiguabilityWorsen6.73
Neuroendocrine Manifestations: recurrent feelings of feverishnessImproves-3.88
Neuroendocrine Manifestations: subnormal body temperatureWorsen6.97
Neuroendocrine Manifestations: sweating episodesWorsen6.27
Neuroendocrine Manifestations: worsening of symptoms with stress.Worsen7.31
Neuroendocrine: Alcohol intoleranceImproves-6.85
Neuroendocrine: Chills or shiversWorsen7.54
Neuroendocrine: Cold limbs (e.g. arms, legs hands)Worsen1.45
Neuroendocrine: Feeling hot or cold for no reasonWorsen7.95
Neuroendocrine: Feeling like you have a high temperatureWorsen6.92
Neuroendocrine: Feeling like you have a low temperatureWorsen7.5
Neuroendocrine: Lack of appetiteWorsen6.84
Neuroendocrine: Lost or gained weight without tryingWorsen7.56
Neuroendocrine: Sweating handsWorsen2.75
Neurological-Audio: hypersensitivity to noiseWorsen7.13
Neurological-Audio: Tinnitus (ringing in ear)Improves-6.63
Neurological-Sleep: Chaotic diurnal sleep rhythms (Irratic Sleep)Worsen6.79
Neurological-Sleep: InsomniaImproves-6.64
Neurological-Sleep: Night SweatsWorsen3.25
Neurological-Sleep: Sleep ApneaWorsen5.59
Neurological-Sleep: Vivid Dreams/NightmaresWorsen7.55
Neurological-Vision: Blurred VisionWorsen7.56
Neurological-Vision: inability to focus eye/visionImproves-7.34
Neurological-Vision: photophobia (Light Sensitibity)Improves-7.04
Neurological: Cognitive OverloadWorsen8.16
Neurological: Difficulty processing information (Understanding)Worsen7.77
Neurological: Difficulty readingWorsen5.83
Neurological: DysautonomiaImproves-3.83
Neurological: emotional overloadWorsen7.76
Neurological: Executive Decision Making (Difficulty making)Improves-6.75
Neurological: fasciculations Worsen7.54
Neurological: High degree of Empathy before onsetWorsen7.52
Neurological: Impairment of concentrationWorsen7.78
Neurological: Joint hypermobilityImproves-8.29
Neurological: Seasonal Affective Disorder (SAD)Improves-6.98
Neurological: Short-term memory issuesWorsen8.05
Neurological: Spatial instability and disorientationWorsen7.44
Neurological: Word-finding problemsWorsen4.46
Official Diagnosis: Allergic Rhinitis (Hay Fever)Improves-8.63
Official Diagnosis: Autoimmune DiseaseImproves-5.74
Official Diagnosis: Chronic Fatigue SyndromeWorsen6.54
Official Diagnosis: Irritable Bowel SyndromeImproves-8.11
Official Diagnosis: Mast Cell DysfunctionImproves-8.45
Onset: 2000-2010Worsen5.03
Onset: 2010-2020Worsen7.18
Onset: GradualWorsen6.35
Onset: less than 16 years since onsetWorsen3.47
Other: Sensitivity to moldWorsen6.85
Pain: Chest painImproves-7.16
Pain: Eye painImproves-6.54
Pain: Joint painWorsen8.32
Pain: Myofascial painImproves-4.87
Pain: Pain or aching in musclesWorsen8.16
Pain: Sensitivity to painImproves-7.89
Post-exertional malaise: Difficulty reading after mild physical or mental activityImproves-5.89
Post-exertional malaise: GeneralWorsen7.5
Post-exertional malaise: Inappropriate loss of physical and mental stamina,Worsen6.53
Post-exertional malaise: Mentally tired after the slightest effortWorsen2.51
Post-exertional malaise: Next-day soreness after everyday activitiesWorsen6.62
Post-exertional malaise: Physically drained or sick after mild activityWorsen7.28
Post-exertional malaise: Rapid cognitive fatigability, Worsen8.16
Post-exertional malaise: Worsening of symptoms after mild mental activityWorsen7.49
Post-exertional malaise: Worsening of symptoms after mild physical activityWorsen6.6
Sleep: Daytime drowsinessWorsen6.53
Sleep: Need to nap dailyImproves-6.36
Sleep: Problems falling asleepWorsen6.79
Sleep: Problems staying asleepWorsen5.96
Sleep: Unrefreshed sleepWorsen7.49
Sleep: Waking up early in the morning (e.g. 3 AM)Worsen6.67

Published Science Infered Impact

We take what shifts this modifier is known to make and the shifts reported for a medical condition. There are many bacteria. We sum all of the shifts (some positive and some negative) to estimate a predictor. Some bacteria may have greater impact (that information is not available in 99% of studies) so the estimate can be wrong in edge cases.

This is according to the microbiome shifts reported in studies. Clinical studies may show different results

SymptomImpactPredictor of Bacteria Shift
AcneWorsen5.97
ADHDImproves-8.22
Allergic Rhinitis (Hay Fever)Improves-3.24
AllergiesWorsen7.73
Alzheimer's diseaseWorsen8.89
Amyotrophic lateral sclerosis (ALS) Motor NeuronWorsen7.76
Ankylosing spondylitisWorsen9.22
AsthmaWorsen5.59
AtherosclerosisImproves-9.4
AutismWorsen9.73
Autoimmune DiseaseImproves-3.29
Barrett esophagus cancerImproves-6.03
Brain TraumaImproves-6.89
CarcinomaImproves-9.03
Celiac DiseaseImproves-5.4
Chronic Fatigue SyndromeImproves-7.4
Chronic Kidney DiseaseImproves-7.56
Chronic urticaria (Hives)Improves-8.55
Colorectal CancerImproves-10.61
Crohn's DiseaseImproves-9.75
cystic fibrosisImproves-7.49
DepressionImproves-9.13
EpilepsyWorsen8.25
FibromyalgiaWorsen7.49
Functional constipation / chronic idiopathic constipationImproves-8.21
Gastro-esophageal reflux disease (Gerd) including Barrett's esophagusWorsen7.3
Generalized anxiety disorderImproves-8.69
GoutImproves-6.12
Graves' diseaseWorsen6.97
Hashimoto's thyroiditisImproves-8.02
High Blood PressureWorsen8.63
Histamine IssuesImproves-8.9
Histamine Issues From UbiomeWorsen6.01
hypercholesterolemia (High Cholesterol)Worsen5.87
Hyperlipidemia (High Blood Fats)Improves-2.95
hypertension (High Blood PressureImproves-7.51
IgA nephropathy (IgAN)Worsen8.52
Inflammatory Bowel DiseaseImproves-8.97
Irritable Bowel SyndromeImproves-9.4
Juvenile idiopathic arthritisWorsen5.45
Liver CirrhosisImproves-9.14
ME/CFS with IBSImproves-8.5
ME/CFS without IBSImproves-9.27
Metabolic SyndromeWorsen7.16
Mood DisordersImproves-7.57
Multiple SclerosisImproves-8.86
neuropsychiatric disorders (PANDAS, PANS)Improves-8.02
Non-alcoholic Fatty Liver Disease (nafld) NonalcoholicImproves-6.8
Non-Celiac Gluten SensitivityWorsen1.35
ObesityImproves-9.29
Parkinson's DiseaseImproves-8.14
PsoriasisImproves-9.34
Rheumatoid arthritisWorsen8.15
rheumatoid arthritis (RA) and Spondyloarthritis (SpA)Improves-8.43
SchizophreniaWorsen8.39
SclerosisWorsen6.54
Sjögren syndromeImproves-8.4
Small Intestinal Bacterial Overgrowth (SIBO)Improves-9.08
Stress / post-traumatic stress disorderImproves-9.85
Systemic Lupus ErythematosusImproves-8.95
Type 1 DiabetesImproves-7.25
Type 2 DiabetesImproves-8.43
Ulcerative colitisWorsen8.38

Bacteria Impacted

Suggest a missed study:

We extend modifiers to include items that changes the parent and child taxa. I.e. for a species, that would be the genus that is belongs to and the strains in the species.

📓 - direct citation | 👪 - Impacts Parent Taxa | 👶 - Impacts Child Taxa | 🧙 - Inferred
Taxonomy Rank Effect Citations

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