The table below is based on Biomesight samples which has been annotated with self-reporting symptoms. A factor of 16 means no ability to predict.

• A value of 20 indicates about a 56% chance of correctly predicting both With and Without
• A value of 25 indicates about a 66% chance of correctly predicting both With and Without
• A value of 30 indicates about a 70% chance of correctly predicting both With and Without

The chance can increase significantly (90+%) when you are willing to have a higher percentage of false positive.

The Table

Symptom Name	Factor
Neurological-Sleep: Sleep Apnea	30.42
Comorbid: Sugars cause sleep or cognitive issues	29.39
Comorbid: Panic Attacks	29.30
Comorbid: Carbohydrate intolerance	28.89
Official Diagnosis: Hypercholesterolemia (High Cholesterol)	28.51
DePaul University Fatigue Questionnaire : Fever & Chills	28.14
Neurological: Disorientation	27.99
Comorbid: Sleep Apnea Diagnosis	27.83
Comorbid: Salicylate sensitive	27.49
Pain: Eye pain	27.46
Neurological: Seasonal Affective Disorder (SAD)	27.39
Comorbid-Mouth: Gingivits / Gum Disease	27.31
Condition: Generalized anxiety disorder	27.21
Condition: Post-Traumatic Stress Disorder	27.09
DePaul University Fatigue Questionnaire : Night sweats	27.05
Neurological-Sleep: Night Sweats	26.96
Autonomic Manifestations: exertional dyspnea	26.96
Comorbid: Constipation and Explosions (not diarrohea)	26.46
Autonomic Manifestations: cardiac arrhythmias	26.39
Neurological-Sleep: Vivid Dreams/Nightmares	26.39
Autism: High Functioning	26.32
DePaul University Fatigue Questionnaire : Tense muscles	26.27
Infection: Lyme	26.26
Comorbid: Mold Sensitivity / Exposure	26.26
Autonomic Manifestations: Cortisol disorders or irregularity	26.22
Onset: less than 32 years since onset	26.14
DePaul University Fatigue Questionnaire : Frequently get words or numbers in the wrong order	26.05
Pain: Sensitivity to pain	26.02
Blood Type: B Positive	25.99
Other: Sensitivity to vibrations	25.97
Autonomic Manifestations: bladder dysfunction	25.96
Joint: Stiffness and swelling	25.95
Comorbid: Raynaud’s syndrome (Skin discoloration)	25.93
DePaul University Fatigue Questionnaire : Confusion/disorientation	25.87
DePaul University Fatigue Questionnaire : New trouble with math	25.87
Immune Manifestations: Thick blood / Hypercoagulation	25.82
DePaul University Fatigue Questionnaire : Concern with driving	25.82
DePaul University Fatigue Questionnaire : Weight change	25.79
Pain: Myofascial pain	25.77
Comorbid-Mouth: Mouth Sores	25.76
DePaul University Fatigue Questionnaire : Chilled or shivery	25.74
Official Diagnosis: Fibromyalgia	25.73
Neuroendocrine: Feeling like you have a high temperature	25.65
Neurological-Sleep: Chaotic diurnal sleep rhythms (Erratic Sleep)	25.54
Neuroendocrine Manifestations: Excessive adrenaline	25.52
Neurological: fasciculations	25.50
Age: 60-70	25.48
Autonomic: Inability to tolerate an upright position	25.39
Comorbid: Mood Swings	25.38
Comorbid: Inflammatory bowel disease	25.37
Autonomic Manifestations: urinary frequency dysfunction	25.32
Autonomic: Dizziness or fainting	25.31
DePaul University Fatigue Questionnaire : Depression	25.30
Neuroendocrine: Temperature fluctuations throughout the day	25.29
Comorbid: Restless Leg	25.29
Comorbid: Snoring (NOT Sleep Apnea	25.29
DePaul University Fatigue Questionnaire : Nausea	25.28
Official Diagnosis: Attention deficit hyperactivity disorder (ADHD)	25.24
DePaul University Fatigue Questionnaire : Feeling like you have a temperature	25.22
Infection: Human Herpesvirus 6 (HHV6)	25.22
Neurological: High degree of Empathy before onset	25.21
DePaul University Fatigue Questionnaire : Chemical sensitivity	25.19
DePaul University Fatigue Questionnaire : Sore Throat	25.17
Neuroendocrine Manifestations: abnormal appetite	25.17
General: Anhedonia (inability to feel pleasure)	25.13
Neurological-Vision: Blurred Vision	25.09
Neurological-Vision: photophobia (Light Sensitivity)	25.02
Immune Manifestations: tender lymph nodes	24.97
DePaul University Fatigue Questionnaire : Upset stomach	24.95
Pain: Aching of the eyes or behind the eyes	24.86
Neurological: Confusion	24.86
Neuroendocrine Manifestations: marked weight change	24.83
DePaul University Fatigue Questionnaire : Dizziness	24.74
Neuroendocrine Manifestations: subnormal body temperature	24.68
DePaul University Fatigue Questionnaire : Racing heart	24.64
Immune: Tender / sore lymph nodes	24.62
Comorbid: Fibromyalgia	24.58
Comorbid: Migraine	24.54
General: Myalgia (pain)	24.54
Neurocognitive: Feeling disoriented	24.51
Official Diagnosis: Depression	24.34
Neurocognitive: Unable to focus vision and/or attention	24.34
Neurological: Neuropathy	24.34
DePaul University Fatigue Questionnaire : Abnormal sensitivity to light	24.32
Physical: Good Air Quality	24.27
Official Diagnosis: Gastroesophageal reflux disease (GERD)	24.27
Joint: Tenderness	24.26
Physical: Tonsils removed	24.24
Comorbid: Methylation issues (MTHFR)	24.23
DePaul University Fatigue Questionnaire : Tingling feeling	24.20
Other: Sensitivity to mold	24.17
Neurological: emotional overload	24.17
Official Diagnosis: COVID19 (Fully Recovered)	24.15
Comorbid-Mouth: Dry Mouth	24.13
Physical: Steps Per Day 8000-16000	24.12
Autonomic: Shortness of breath	24.04
Neuroendocrine: Lack of appetite	24.03
DePaul University Fatigue Questionnaire : Slow to react	23.99
Neuroendocrine Manifestations: loss of adaptability	23.93
DePaul University Fatigue Questionnaire : Rash	23.90
Autonomic: Irregular heartbeats	23.87
Physical: Organic Diet	23.80
Immune: Viral infections with prolonged recovery periods	23.79
Autonomic Manifestations: light-headedness	23.75
DePaul University Fatigue Questionnaire : Trouble expressing thoughts	23.70
DePaul University Fatigue Questionnaire : Feel unsteady on feet	23.61
Official Diagnosis: Mast Cell Dysfunction	23.61
Onset: less than 02 years since onset	23.60
Neurological: Difficulty reading	23.59
Neurological: Difficulty processing information (Understanding)	23.57
Immune Manifestations: Inflammation of skin, eyes or joints	23.55
Neuroendocrine Manifestations: sweating episodes	23.42
Neurological: Executive Decision Making (Difficulty making)	23.39
DePaul University Fatigue Questionnaire : Absent-mindedness	23.34
General: Heavy feeling in arms and legs	23.32
Infection: Epstein-Barr virus	23.30
DePaul University Fatigue Questionnaire : Abdomen pain	23.29
Neuroendocrine Manifestations: Air Hunger	23.25
Pain: Joint pain	23.25
Neurological-Sleep: Inability for deep (delta) sleep	23.24
Autonomic Manifestations: Orthostatic intolerance	23.20
DePaul University Fatigue Questionnaire : Does physical activity make you feel better	23.18
Comorbid: Multiple Chemical Sensitivity	23.15
Post-exertional malaise: Next-day soreness after everyday activities	23.13
Official Diagnosis: Autoimmune Disease	23.09
DePaul University Fatigue Questionnaire : Frequently loose train of thought	23.09
Immune Manifestations: Mucus in the stool	23.08
Condition: Non-Celiac Gluten Sensitivity	23.05
DePaul University Fatigue Questionnaire : Difficulty retaining information	23.04
DePaul University Fatigue Questionnaire : Slowness of thought	23.01
Neurological: Dysautonomia	22.95
DePaul University Fatigue Questionnaire : Difficulty reasoning things out	22.94
Comorbid-Mouth: TMJ / Dysfunction of the temporomandibular joint syndrome	22.93
DePaul University Fatigue Questionnaire : Eye pain	22.92
DePaul University Fatigue Questionnaire : Pain in Multiple Joints without Swelling or Redness	22.90
Neuroendocrine Manifestations: Painful menstrual periods	22.90
Neurological: Myoclonic jerks or seizures	22.89
DePaul University Fatigue Questionnaire : Shortness of breath	22.88
Autonomic: Ocassional Tachycardia (Rapid heart beat)	22.86
Immune Manifestations: recurrent flu-like symptoms	22.86
Neurological: Cognitive/Sensory Overload	22.84
DePaul University Fatigue Questionnaire : Difficulty following things	22.84
Autonomic Manifestations: Postural orthostatic tachycardia syndrome (POTS)	22.83
Immune: Chronic Sinusitis	22.83
DePaul University Fatigue Questionnaire : Temperature lower than normal	22.82
DePaul University Fatigue Questionnaire : Impaired Memory & concentration	22.76
Comorbid: Hypothyroidism	22.74
DePaul University Fatigue Questionnaire : Hot or Cold spells	22.72
Official Diagnosis: Autism	22.72
DePaul University Fatigue Questionnaire : Muscle weakness	22.68
Neuroendocrine Manifestations: Muscle weakness	22.64
Autonomic Manifestations: nausea	22.62
Autonomic: Nausea	22.59
Age: 30-40	22.59
Blood Type: O Positive	22.58
DePaul University Fatigue Questionnaire : Mood swings	22.58
Sleep: Need to nap daily	22.57
Neuroendocrine: Feeling hot or cold for no reason	22.53
DePaul University Fatigue Questionnaire : Sensitivity to Alcohol	22.52
DePaul University Fatigue Questionnaire : Blurred Vision	22.49
Onset: less than 04 years since onset	22.47
Physical: Amalgam fillings	22.43
Neuroendocrine Manifestations: Paraesthesia (tingling burning of skin)	22.42
Post-exertional malaise: Mentally tired after the slightest effort	22.40
Neurological-Vision: inability to focus eye/vision	22.38
Immune: Recurrent Sore throat	22.38
DePaul University Fatigue Questionnaire : Difficulty staying asleep	22.37
DePaul University Fatigue Questionnaire : Need to have to focus on one thing at a time	22.37
DePaul University Fatigue Questionnaire : Ringing in the Ears	22.34
Immune Manifestations: Diarrhea	22.26
General: Headaches	22.25
Immune Manifestations: Hair loss	22.25
DePaul University Fatigue Questionnaire : Difficulty comprehending Information	22.24
Neuroendocrine Manifestations: Rapid muscular fatiguability	22.24
Post-exertional malaise: Worsening of symptoms after mild mental activity	22.24
Physical: Breastfed	22.23
Physical: Long term (chronic) stress	22.22
DePaul University Fatigue Questionnaire : Headaches	22.21
Physical: Steps Per Day 2000-4000	22.21
Neuroendocrine: Lost or gained weight without trying	22.19
Autonomic Manifestations: irritable bowel syndrome	22.18
Post-exertional malaise: Physically drained or sick after mild activity	22.15
General: Depression	22.15
Physical: Pets	22.14
Neurological: Joint hypermobility	22.12
DePaul University Fatigue Questionnaire : Forgetting what you are trying to say	22.10
Neurological-Audio: hypersensitivity to noise	22.04
Comorbid: High Anxiety	22.02
Immune Manifestations: Inflammation (General)	21.97
Age: 50-60	21.94
Onset: 2000-2010	21.89
Immune: Flu-like symptoms	21.85
DePaul University Fatigue Questionnaire : Anxiety/tension	21.78
Sleep: Waking up early in the morning (e.g. 3 AM)	21.76
Post-exertional malaise: Muscle fatigue after mild physical activity	21.75
Post-exertional malaise: Physically tired after minimum exercise	21.70
Comorbid: Constipation and Diarrohea (not explosions)	21.70
DePaul University Fatigue Questionnaire : Muscle Pain (i.e., sensations of pain or aching in your muscles. This does not include weakness or pain in other areas such as joints)	21.69
Comorbid-Mouth: Bruxism – Jaw cleanching / Teeth grinding	21.65
Condition: Acne	21.63
Immune: Sensitivity to smell/food/medication/chemicals	21.61
Blood Type: A Positive	21.61
Immune Manifestations: Abdominal Pain	21.59
Physical: Northern European	21.58
Pain: Pain or aching in muscles	21.54
Neuroendocrine Manifestations: intolerance of extremes of heat and cold	21.52
General: Sinus issues with headaches	21.48
Post-exertional malaise: Post-exertional malaise	21.48
Post-exertional malaise: Rapid muscular fatigability,	21.44
Neuroendocrine: Cold limbs (e.g. arms, legs hands)	21.42
Immune Manifestations: Chronic Flatus / Flatulence / gas	21.39
DePaul University Fatigue Questionnaire : Allergies	21.39
DePaul University Fatigue Questionnaire : Does physical activity make you feel worse	21.37
Onset: less than 16 years since onset	21.35
Neuroendocrine Manifestations: Dry Eye (Sicca or Sjogren Syndrome)	21.35
Neurocognitive: Slowness of thought	21.35
Neurological: Word-finding problems	21.30
Neurological: Impairment of concentration	21.29
Immune Manifestations: new food sensitivities	21.28
Post-exertional malaise: Worsening of symptoms after mild physical activity	21.27
Physical: Steps Per Day 4000-8000	21.26
Immune Manifestations: Alcohol Intolerant	21.25
Physical: Steps Per Day < 2000	21.24
Condition: ME/CFS without IBS	21.23
DePaul University Fatigue Questionnaire : Need to nap during each day	21.23
DePaul University Fatigue Questionnaire : Poor Appetite	21.23
DePaul University Fatigue Questionnaire : Fatigue	21.21
Physical: Eastern European	21.21
Neurocognitive: Can only focus on one thing at a time	21.20
Condition: ME/CFS with IBS	21.15
Neurocognitive: Problems remembering things	21.13
DePaul University Fatigue Questionnaire : Difficulty recalling information	21.10
DePaul University Fatigue Questionnaire : Difficulty falling asleep	21.08
Sleep: Daytime drowsiness	21.07
Neurocognitive: Absent-mindedness or forgetfulness	21.07
Post-exertional malaise: Rapid cognitive fatigability,	21.05
Onset: Sudden	21.03
DePaul University Fatigue Questionnaire : Easily irritated	21.03
DePaul University Fatigue Questionnaire : Walking up early in the morning (e.g. 3AM)	21.03
Immune Manifestations: medication sensitivities.	21.01
Neurological-Audio: Tinnitus (ringing in ear)	20.98
Comorbid: Small intestinal bacterial overgrowth (SIBO)	20.96
Physical: Work-Sitting	20.96
Neuroendocrine: Alcohol intolerance	20.91
Neurological-Sleep: Insomnia	20.91
Onset: Gradual	20.90
Neurocognitive: Difficulty understanding things	20.84
Autonomic Manifestations: palpitations	20.80
Neurological: Short-term memory issues	20.71
DePaul University Fatigue Questionnaire : Post-exertional malaise, feeling worse after doing activities that require either physical or mental exertion	20.52
Autonomic: Heart rate increase after standing	20.51
Immune Manifestations: Bloating	20.51
DePaul University Fatigue Questionnaire : Unrefreshing Sleep, that is waking up feeling tired	20.49
DePaul University Fatigue Questionnaire : Difficulty finding the right word	20.46
Comorbid: Histamine or Mast Cell issues	20.41
Gender: Female	20.35
Post-exertional malaise: Inappropriate loss of physical and mental stamina,	20.33
Neurocognitive: Difficulty expressing thoughts	20.27
Post-exertional malaise: Difficulty reading after mild physical or mental activity	20.25
Official Diagnosis: Chronic Fatigue Syndrome (CFS/ME)	20.20
Post-exertional malaise: General	20.19
Official Diagnosis: COVID19 (Long Hauler)	20.18
Official Diagnosis: Allergic Rhinitis (Hay Fever)	20.06
Neuroendocrine Manifestations: Poor gut motility	20.04
Sleep: Problems staying asleep	20.03
Onset: 2010-2020	20.01
Neuroendocrine Manifestations: worsening of symptoms with stress.	19.94
Neurocognitive: Brain Fog	19.88
Immune Manifestations: general malaise	19.84
Sleep: Problems falling asleep	19.75
Neuroendocrine Manifestations: cold extremities	19.68
Official Diagnosis: Irritable Bowel Syndrome	19.64
Neurocognitive: Difficulty paying attention for a long period of time	19.57
Immune Manifestations: Constipation	19.42
Age: 20-30	19.37
Age: 40-50	18.92
Sleep: Unrefreshed sleep	18.84
General: Fatigue	18.39
Gender: Male	18.29

This is part of research in progress and intended to indicate the degree that the microbiome may contribute to various symptoms. The above was based on testing models against this data to determine how often it predicted correctly.

Work is in progress to generate suggestions to moderate the microbiome away from these symptoms.

For a list of the genus for each, see Citizen Science Symptoms To Genus Special Studies. Using 84+%ile for high to be deemed a match, and 16-% for low to be deemed a match has produced good results,