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.
| Symptom | Impact | Predictor of Bacteria Shift |
|---|---|---|
| Autism: Official Diagnosis | Improves | -1.8 |
| Autonomic: Inability to tolerate an upright position | Improves | -3.17 |
| Blood Type: O Positive | Improves | -3.16 |
| Comorbid-Mouth: Bruxism - Jaw cleanching / Teeth grinding | Improves | -1.8 |
| Comorbid: Constipation and Explosions (not diarrohea) | Improves | -1.8 |
| Comorbid: High Anxiety | Improves | -1.8 |
| Comorbid: Histamine or Mast Cell issues | Improves | -1.8 |
| Comorbid: Inflammatory bowel disease | Improves | -3.17 |
| Comorbid: Snoring (NOT Sleep Apnea | Improves | -1.8 |
| DePaul University Fatigue Questionnaire : Allergies | Improves | -2.92 |
| DePaul University Fatigue Questionnaire : Anxiety/tension | Improves | -2.92 |
| DePaul University Fatigue Questionnaire : Depression | Improves | -1.8 |
| DePaul University Fatigue Questionnaire : Fatigue | Improves | -3.37 |
| DePaul University Fatigue Questionnaire : Impaired Memory & concentration | Improves | -3.37 |
| DePaul University Fatigue Questionnaire : Unrefreshing Sleep, that is waking up feeling tired | Improves | -3.37 |
| DePaul University Fatigue Questionnaire : Walking up early in the morning (e.g. 3AM) | Improves | -2.92 |
| General: Sinus issues with headaches | Improves | -1.8 |
| Immune Manifestations: Inflammation (General) | Improves | -3.37 |
| Immune Manifestations: Mucus in the stool | Improves | -2.92 |
| Infection: Parasite - Other | Improves | -2.92 |
| Joint: Sudden and severe episodes of pain | Worsen | 1.85 |
| Joint: Tenderness | Improves | -1.85 |
| Neuroendocrine Manifestations: Paraesthesia (tingling burning of skin) | Improves | -1.85 |
| Neuroendocrine Manifestations: subnormal body temperature | Worsen | 2.7 |
| Neuroendocrine: Feeling like you have a low temperature | Worsen | 2.74 |
| Neurological-Vision: inability to focus eye/vision | Improves | -1.8 |
| Neurological: emotional overload | Worsen | 2.74 |
| Neurological: Executive Decision Making (Difficulty making) | Worsen | 2.42 |
| Neurological: fasciculations | Worsen | 2.74 |
| Neurological: High degree of Empathy before onset | Worsen | 2.74 |
| Neurological: Impairment of concentration | Worsen | 2.42 |
| Neurological: Joint hypermobility | Improves | -1.8 |
| Neurological: Short-term memory issues | Worsen | 2.74 |
| Neurological: Spatial instability and disorientation | Worsen | 2.74 |
| Official Diagnosis: Allergic Rhinitis (Hay Fever) | Improves | -3.16 |
| Official Diagnosis: Irritable Bowel Syndrome | Improves | -2.92 |
| Official Diagnosis: Mast Cell Dysfunction | Improves | -1.8 |
| Onset: less than 02 years since onset | Worsen | 2.74 |
| Pain: Sensitivity to pain | Improves | -1.8 |
| Post-exertional malaise: Worsening of symptoms after mild mental activity | Worsen | 2.74 |
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
| Symptom | Impact | Predictor of Bacteria Shift |
|---|---|---|
| Acne | Improves | -2.42 |
| Allergic Rhinitis (Hay Fever) | Improves | -2.41 |
| Allergies | Improves | -2.39 |
| Alzheimer's disease | Worsen | 3.35 |
| Amyotrophic lateral sclerosis (ALS) Motor Neuron | Improves | -2.01 |
| Ankylosing spondylitis | Improves | -1.92 |
| Asthma | Worsen | 0 |
| Atherosclerosis | Improves | -4.13 |
| Autism | Improves | -1.64 |
| Bipolar Disorder | Improves | -3.07 |
| Brain Trauma | Improves | -2.74 |
| Carcinoma | Improves | -2.41 |
| Celiac Disease | Improves | -2.42 |
| Chronic Fatigue Syndrome | Worsen | 3.08 |
| Chronic Kidney Disease | Improves | -1.81 |
| Chronic Lyme | Improves | -2.74 |
| Chronic Urticaria (Hives) | Improves | -3.06 |
| Colorectal Cancer | Improves | -3.9 |
| COVID-19 | Improves | -3.49 |
| Crohn's Disease | Improves | -4.44 |
| cystic fibrosis | Worsen | 2.43 |
| Depression | Improves | -2.29 |
| Generalized anxiety disorder | Improves | -3.45 |
| Graves' disease | Worsen | 2.74 |
| Hashimoto's thyroiditis | Improves | -1.79 |
| Histamine Issues | Improves | -1.33 |
| hypertension (High Blood Pressure | Worsen | 1.79 |
| IgA nephropathy (IgAN) | Improves | -2.74 |
| Inflammatory Bowel Disease | Improves | -4.12 |
| Irritable Bowel Syndrome | Improves | -4.11 |
| Liver Cirrhosis | Improves | -4.25 |
| ME/CFS without IBS | Worsen | 3.08 |
| Mood Disorders | Improves | -2.74 |
| Multiple Sclerosis | Worsen | 3.3 |
| neuropsychiatric disorders (PANDAS, PANS) | Improves | -2.42 |
| Nonalcoholic Fatty Liver Disease (nafld) Nonalcoholic | Improves | -4.17 |
| Obesity | Improves | -3.42 |
| Osteoarthritis | Improves | -2.41 |
| Osteoporosis | Improves | -2.41 |
| Parkinson's Disease | Improves | -3.88 |
| Psoriasis | Improves | -2.29 |
| rheumatoid arthritis (RA),Spondyloarthritis (SpA) | Improves | -2.09 |
| Schizophrenia | Worsen | 2.32 |
| Sjögren syndrome | Improves | -2.41 |
| Small Intestinal Bacterial Overgrowth (SIBO) | Improves | -3.07 |
| Stress / posttraumatic stress disorder | Improves | -4.06 |
| Systemic Lupus Erythematosus | Improves | -3.24 |
| Type 1 Diabetes | Improves | -1.81 |
| Type 2 Diabetes | Improves | -2.49 |
| Ulcerative colitis | Improves | -4.25 |
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.