AI: Large Language Model versus Fuzzy Logic Expert System for the Microbiome

In meetings with Vitract.com (Canada and US) and PrecisionBiome.Eu (the EU) leadership this week, given the low cost of the new DeepSeek Large Language Model (LLM) model came up. Both of these firms are working on implementing their own variations of an expert system. At $6 million dollars, using DeepSeek open source model could easily done by venture capital back firms such as:

  • Viome Life Sciences: – $175 million
    • Viome’s AI system, called ‘Vie’ which uses machine-learning models for many chronic diseases. Evidence trails do not appear to be available.
  • Seed Health: $44 milion
  • Phylagen: $14 million
  • Holobiome: $9 million
  • BIOHM: $7.5 million
  • Jona: $5 million
    • Claims to use artificial intelligence to interpret microbiome data, analyze scientific literature, and provide actionable recommendations for probiotics, prebiotics, and dietary changes. Which AI models is not disclosed.
  • BiomeSense: $3 million:
  • HelloBiome: $4.8 million
    • Claims to uses patent-pending AI-powered technology that uses supervised machine learning
  • Enbiosis: less than $1 million
    • Claims to have developed an AI algorithm that evaluates the relationship between gut bacteria and health parameters to create personalized nutrition strategies

The effectiveness is easily tested between the two, and made easier with a new addition on MicrobiomePrescription site. It allows you to take the high and low genus and ask these LLM AIs after getting the results of the Fuzzy Logic Expert System.

I have tried this with multiple samples and see that the LLM tended to rubber stamped answers similar to more intelligent influencers general advice ignoring the details. Below are some samples.

If you want to try it on your own favorite try the two below. The first one is a simple logic test: the same bacteria are listed as desired to both lower and to raise. All AI failed to see this issue!

What diet should I do to lower these bacteria: Acinetobacter, Anaerotignum, Barnesiella, Ruminococcus, Streptococcus, Subdoligranulum, Subdoligranulum and increase these bacteria: Acinetobacter, Anaerotignum, Barnesiella, Ruminococcus, Streptococcus, Subdoligranulum, Subdoligranulum?

The following has both different increases and decreases.

What diet should I do to lower these bacteria: Acinetobacter, Anaerotignum, Barnesiella, Ruminococcus, Streptococcus, Subdoligranulum, Subdoligranulum and increase these bacteria: Bombiscardovia, Faecalibacterium?

Results

Fuzzy Logic Expert System

ChatGPT

Perplexity

DeepSeek

This took many, many tries to get a response.

Black Box or Exposed Reasoning

Large Language Models hide their logic and are prone to Hallucination (artificial intelligence). Hallucinations makes them inherently unsafe for clinical use. On the other side, expert systems have their entire logic available. A good example is Example of Cross Validated Suggestions for Long COVID, where the full logic with links to studies is shown — with over 2100 links! An MD is easily able to evaluate suggestions and filter them by their own bias — or, be better informed on the current literature.

Additionally, counter indicated suggestions are included in the expert system evaluation. This is very unlikely with LLMs.

A more Complex Example

Rarely do we have such minor dysbiosis as shown above seen in most patients. Here is a more typical example.

What diet should I do to lower these bacteria: Acetobacterium, Acetobacterium, Acholeplasma, Acholeplasma, Alkaliphilus, Alkaliphilus, Alkaliphilus, Anaerotruncus, Anaerotruncus, Anaerotruncus, Anaerovibrio, Anaerovibrio, Butyrivibrio, Caldicellulosiruptor, Candidatus Amoebophilus, Coprobacillus, Dehalobacterium, Dolichospermum, Ethanoligenens, Fundidesulfovibrio, Fundidesulfovibrio, Hathewaya, Heliorestis, Heliorestis, Holdemania, Holdemania, Odoribacter, Odoribacter, Odoribacter, Odoribacter, Pseudoclostridium, Ruminiclostridium, Ruminiclostridium, Skermanella, Tindallia and increase these bacteria: Coprococcus, Dorea?

The above examples are both available on the Demo login of Microbiome Prescription.

For the last example, a full detailed report using the monte carlo model is attached below.

Bottom Line

The Fuzzy Logic Expert System used above have interesting statistics (here). Considering that it was produced by one person as a part time “hobby” over ~4 years should illustrate the feasibility of doing the expert approach. Mind you this person had the right skills:

  • Taught AI at University for a few years
  • Worked professionally in AI for firms such as Microsoft, Verizon, and Amazon
  • World class programming skills (including white papers for Microsoft and others)
  • Taught science at High School and Colleges (and has read medical papers since 15 y.o.)
  • Is high functioning Autistic — allowing prolonged focused concentration on issues

This post indicate future trends:

IMHO, it is morally and professionally irresponsible for suggestions / therapies to be made without all of the evidence that the suggestions and/or therapies is based on to be available in a human (MD) readable format. To the best of my knowledge, none of the vague AI claims above provide that to their customers. “Machine Learning” is a black box. Claiming AI is often a marketing strategy that border on fraud.

Example of Cross Validated Suggestions for Long COVID

The details are different based on the individuals actual microbiome patterns.

Treatment Suggestions for Example Patient

This report is for Example Patient using a sample from BiomeSight. It uses their reported medical conditions, microbiome sample, US National Library of Medicine, and a fuzzy logic expert system to compute recommendations balancing study reliability and contraindications. These suggestions should always be reviewed by a medical professional before starting.

NOTA BENE: This is working solely from published studies. Other suggestions algorithms are available on Microbiome Prescription. The URL above may be sent to your MD if you wish to share it.

The reported condition(s) are

This person has a significant amount of bacteria known to form biofilms

Substances with a 🦠 are reported to reduce biofilms. See for studies.

  1. Chronic Fatigue Syndrome – CFS,ME,Myalgic encephalomyelitis
    1. Coenzyme Q10 (CoQ10): Some studies have suggested that CoQ10 supplementation might have potential benefits in reducing fatigue and improving energy levels in individuals with CFS. However, more research is needed to establish its effectiveness for CFS specifically.
    2. Omega-3 Fatty Acids: Omega-3 supplements containing EPA and DHA have anti-inflammatory properties and may support overall health. Some individuals with CFS might consider omega-3 supplementation for potential benefits, although evidence supporting their use specifically for CFS is limited.
    3. Probiotics: The role of probiotics in managing CFS symptoms is an area of ongoing research. Some studies suggest that probiotics might impact gut health and the immune system, which could potentially affect symptoms in some individuals with CFS. However, specific probiotic strains, dosages, and their efficacy for CFS require further investigation.
    4. Vitamins and Minerals: Nutritional deficiencies are common in individuals with CFS, possibly due to poor dietary intake or other factors. Some individuals might have deficiencies in vitamins (such as vitamin D, B vitamins) or minerals (like magnesium or iron). Supplements might be recommended to address identified deficiencies.
  2. Long COVID –
    1. Vitamin D: There is some research suggesting that maintaining adequate vitamin D levels might support the immune system and overall health, potentially reducing the risk of severe respiratory infections. However, its specific role in Long COVID management is not fully established.
    2. Omega-3 Fatty Acids: Omega-3 fatty acids from sources like fish oil may have anti-inflammatory properties that could potentially benefit individuals with Long COVID, particularly for symptoms related to inflammation.
    3. Probiotics: While not specific to Long COVID, maintaining gut health through probiotics might have an indirect positive impact on overall health and immune function. A healthy gut microbiome could potentially aid in immune regulation and reduce inflammation, although its direct effect on Long COVID is yet to be established.
    4. Multivitamins and Minerals: Ensuring adequate intake of essential vitamins and minerals through a balanced diet or supplements may support overall health, but their specific role in managing Long COVID requires further research.

Significant Bacteria Shifts

Based on the existing literature on the US National Library of Medicine and this microbiome sample, we have the following matches for bacteria shifts. There is a growing body of literature finding that the effectiveness of interventions depends on the existing microbiome. We filter by documented interventions that helps some with this condition and suggestions based on this person’s specific microbiome to produce this “double validated” list.


Bacteroidaceae – family : High 4 8
Bacteroides – genus : High 1 4 8
Bacteroides ovatus – species : High 4
Bacteroides uniformis – species : High 4
Blautia obeum – species : Low 1 13
Butyricimonas – genus : Low 5 8
Butyrivibrio – genus : Low 8
Cloacibacillus – genus : Low 8
Coprococcus – genus : Low 5 8 12
Coriobacteriaceae – family : Low 7
Coriobacteriia – class : Low 7
Dialister – genus : Low 8
Faecalibacterium – genus : High 6 13
Holdemania – genus : High 8
Lactobacillaceae – family : High 5
Lactobacillus – genus : Low 2 3 10 11 14
 
Mycobacteriales – order : Low 12
Negativicutes – class : Low 5
Odoribacter – genus : Low 5
Parabacteroides – genus : Low 5
Parabacteroides distasonis – species : Low 1
Paraprevotella – genus : Low 5
Pediococcus – genus : High 5
Phocaeicola vulgatus – species : High 9 13
Prevotella – genus : Low 5 8 14
Prevotellaceae – family : Low 5 8 13
Rhodospirillaceae – family : Low 8
Ruminococcaceae – family : High 7
Streptococcus – genus : Low 2
Tannerellaceae – family : Low 5
Veillonellaceae – family : Low 5

Cross Validated Suggestions

The following improves the bacteria identified above and also is reported in the literature of helping some people with this condition. Each is link to the source study.


(RS)-2-(4-(2-methylpropyl)phenyl)propanoic acid {ibuprofen} 75
1,2-dithiolane-3-pentanoic acid {a-Lipoic acid (ALA)} 53
2-Aminopentanedioic acid {glutamate} 55
a-Amino-3-indolepropionic acid {Tryptophan} 36
acetylsalicylic acid,aspirin 75
alpha-linolenic acid {Omega-3} 26 36 74
ascorbic acid {Vitamin C} 80
Astragalus 35
azithromycin,[CFS] 34
bifidobacterium infantis {B. infantis} 24
bifidobacterium longum {B.Longum } 71
cobalamin {Vitamin B-12} 36
Coenzyme Q10 {CoQ 10} 23 36 51 53 62 69 70
Decoction of Four Noble Drugs {Sijunzi Decoction (SJZD)} 15
doxepin hydrochloride,(prescription) 40
doxycycline [CFS]🦠 31
D-ribofuranoside {Ribose} 25 26 36
Echinacea Moench {Echinacea} 80
eicosapentaenoic acid (EPA),docosahexaenoic acid (DHA) {Fish Oil} 26 36
erythromycin [CFS] 32
Far Infrared Therapy {Far infrared Sauna } 46 47 48 49
Ferrum {Iron Supplements} 36
folate {Vitamin B9} 17 18 19 20 36 50
glycyrrhizic acid {licorice} 65 66 67
guanfacine hydrochloride,(prescription) 40
indomethacin,(prescription) 75
ketotifen fumarate,(prescription) 36 38
 
Lacticaseibacillus casei {L. casei} 24 27
Lacticaseibacillus paracasei shirota {Yakult} 24 27
Lacticaseibacillus rhamnosus {l. rhamnosus}🦠 71
liothyronine,(prescription) 38
low fodmap diet 39
Magnesium Compounds {Magnesium supplements} 22 59 60 61 62 63
maprotiline hydrochloride,(prescription) 64
midodrine hydrochloride,(prescription) 39 40
minocycline [CFS] 29 30
Momordica charantia {Bitter gourd} 54
N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 36 40 72
N-Acetyl Cysteine {NAC} 36
naltrexone hydrochloride dihydrate,(prescription) LDN 36 38 41 76 77 78 79
Oenothera biennis {Evening Primrose Oil} 22
Panax … {Ginseng} 62 74
prednisone,(prescription) 75
Propolis {Bee glue} 80
pyridostigmine iodide,(prescription) 37 40
Rosa canina {Rosehip} 80
Selenomethionine {Selenium supplement} 36 51 52
ß-glucan {Beta-Glucan} 33
Streptococcus faecalis, Clostridium butyricum, Bacillus mesentericus {Bio-three} 28
Theobroma cacao {Cacao} 23 68
Thiamine {Vitamin B1} 55 56 57
trazodone hydrochloride,(prescription) 36 40
vitamin d🦠 36 58
Zinc {Zinc Supplements} 36 72 80

Alternative Names

Depending on where you are located, some names may be unfamiliar. Some of the items listed may not be identical but are deemed to be reasonable approximations.

(RS)-2-(4-(2-methylpropyl)phenyl)propanoic acid {ibuprofen}Advil, Motrin, Nurofen, Brufen
1,2-dithiolane-3-pentanoic acid {a-Lipoic acid (ALA)}Alpha-Lipoic acid,Thioctic acid,Lipoic acid.High in organ meats
2-Aminopentanedioic acid {glutamate}L-Glutamic acid,2-Aminoglutaric acid,Glutamic acid
a-Amino-3-indolepropionic acid {Tryptophan}Found in Chicken and Turkey, sardines and Lobsters
acetylsalicylic acid,aspirinacetylsalicylsalicylic acid non-drug
alpha-linolenic acid {Omega-3}ALA. Plant based, Flaxseed, otherwise see Fish oil NOT a-Lipoic acid (also ALA)
AstragalusAstragalus polysaccharide
azithromycin,[CFS](3-micina, a sai qi, abacten, abacten forte, acex, acithroc, actazith, agitro, ai mi qi, amixef, anex-az, ao li ping, apo azithromycine, apo-azithromycin, aruzilina, arzomidol, asomin, aspen azithrom…
bifidobacterium longum {B.Longum }May include Bifidobacterium longum subsp. infantis and Bifidobacterium longum subsp. longum
cobalamin {Vitamin B-12}cyanocobalamin, methylcobalamin, adenosylcobalamin, hydroxocobalamin
Coenzyme Q10 {CoQ 10}Ubiquinone,Ubidecarenone,Vitamin Q10,Mitoquinone
Decoction of Four Noble Drugs {Sijunzi Decoction (SJZD)}Sijunzi Tang, Mixture of Radix Ginseng, Poria, Rhizoma Atractylodis Macrocephalae, Radix Glycyrrhizae
doxepin hydrochloride,(prescription)(colian, doxepin, doxepin rth, doxepine, doxesom, doxure, noctaderm, sinequan, adnor, anten, antidoxe, apo-doxepin, dofu, doneurin, dospin, doxepin – 1 a pharma, doxepin al, doxepin dura, doxepin hol…
doxycycline [CFS](a-lennon doxycycline, acnedox, acti doxy, actidox, adjusan, adoxa, ai rui de an, alodox, ambrodoxy, ambroxol al comp., ambroxol comp.-ratiopharm, amermycin, apdox, apdoxy, apo-doxy, apprilon, ardox,…
D-ribofuranoside {Ribose}d-Ribose
Echinacea Moench {Echinacea}Coneflower, Purple coneflower, American coneflower
eicosapentaenoic acid (EPA),docosahexaenoic acid (DHA) {Fish Oil}Typically from salmon, mackerel, and sardines
erythromycin [CFS](a-mycin, a-mycin-ds, a/t/s, abboticin, abboticin es, abboticin novum, abboticine, acne, acne benz, acne biotic, acne hermal, acne zinc, acneout, acnerin, acnetrim, acni care, acni care 2%, acryth, a…
Far Infrared Therapy {Far infrared Sauna }Iyashi Dôme
Ferrum {Iron Supplements}Ferrous Sulfate,Ferrous Gluconate,Ferrous Fumarate,Iron Polysaccharide,Carbonyl Iron,Heme Iron Polypeptide
folate {Vitamin B9}folic acid when referring to its synthetic form, folacin, pteroyl-L-glutamic acid, Wills factor
glycyrrhizic acid {licorice}Glycyrrhiza glabra,liquorice
guanfacine hydrochloride,(prescription)(estulic, guanfacine hcl actavis, intuniv, intuniv xr, tenex)
ketotifen fumarate,(prescription)(airyfen, albalon, aljen, allerban, antifen, asdown, asdron, asfen, asmafen, asmarax, asmindin, asmofen, asperfin, astafen, asthacure, asthanil, asthonex, asthotifen, asumalife, athmin, bilozen, bron…
L-3-hydroxytrimethylaminobutanoate {carnitine}In beef, minor amount is milk,chicken
Lacticaseibacillus casei {L. casei}Streptobacterium casei,Lactobacillus casei
Lacticaseibacillus rhamnosus {l. rhamnosus}lactobacillus rhamnosus, Lactobacillus casei subsp. rhamnosus
liothyronine,(prescription)(bitiron, cynomel, eutroid, nei zhang qing, novothyral, thyreotom, thyreotom forte, thyrotardin, tiroideibsa, tresite f, prothyrid, thybon henning, combithyrex forte, combithyrex mite, cynoplus, cyto…
Magnesium Compounds {Magnesium supplements}Magnesium citrate, Magnesium glycinate, Magnesium oxide, Magnesium chloride, Magnesium lactate, Magnesium malate, Magnesium taurate, Magnesium sulfate
maprotiline hydrochloride,(prescription)(epalon, ludiomil, maprotilin zdravlje, colese, cronmolin, keproline, ladiomil, ludios, mapromil, maprotil, maprotilin, maprotilin mylan, maprotilina ratiopharm, maprotilin-ct, maprotiline hcl cf, ma…
minocycline [CFS](acneclin, bagomicina, borymycin, clinax, cyclimycin, cynomycin, dacnel, drenix, minima, minociclina genfar, minociclina richet, minocin, minocyclin rth, minosine, minot, seboclear, skid, aknemin, ak…
Momordica charantia {Bitter gourd}Bitter melon, goya, bitter apple, bitter gourd, bitter squash, balsam-pear, karavila,Leprosy gourd
N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin}a hormone primarily produced by the pineal gland
N-Acetyl Cysteine {NAC}(abinac, acc, acc acute, acc akut hustenlöser, acc akut junior hustenlöser, acc baby, acc extra, acc hexal, acc hexal long, acc hot, acc junior, acc kid, acc kinder, acc long, acc mini, acc neo, acc …
naltrexone hydrochloride dihydrate,(prescription) LDNLow dosage naltrexone, (abernil, adepend, nalerona, naltrexone, naltrexone accord, naltrexone accord healthcare, naltrexone aop, neksi, vivitrol, anarcol, antaxon, antaxone, contrave, dependex, desto…
Oenothera biennis {Evening Primrose Oil}Evening Primrose Oil (EPO),Common evening primrose,Evening star,Sun drop,King’s cure-all
Panax … {Ginseng}Asian or Korean ginseng,American ginseng,Renshen,Baiguo
Propolis {Bee glue}Acide de Cire d’Abeille,Baume de Propolis
Rosa canina {Rosehip}Briar rose,Common briar,Cynorrhodon,
Selenomethionine {Selenium supplement}Sodium selenate, Methylselenocysteine, Selenocysteine. Found in Brazil Nuts, Tuna, Halibut and Sardines
ß-glucan {Beta-Glucan}Beta-D-glucose polysaccharide, found in Oats, Barley, Rye, Wheat, oyster mushroom, sea weed
Streptococcus faecalis, Clostridium butyricum, Bacillus mesentericus {Bio-three}A blend of Streptococcus faecalis, Clostridium butyricum, Bacillus mesentericus
Theobroma cacao {Cacao}Used in making DARK Chocolate
Thiamine {Vitamin B1}Aneurine
trazodone hydrochloride,(prescription)(codipzona, trazodona bussié, trazodona genfar, trazodona ratiopharm, trittico, trittico ac, trittico retard, apo-trazodone, aspen trazodone, azona, cirzodone, desyrel, diapresan, diapresan lp, donar…
vitamin dcholecalciferol,Vitamin D3, activated 7-dehydrocholesterol
Zinc {Zinc Supplements}Zinc sulfate,Zinc acetate,Zinc gluconate,Zinc picolinate,Zinc citrate,Zinc oxide,Zinc monomethionine

Suggestions Impact On Each Bacteria Picked

Reviewing substances reported to help with this condition on the US National Library of Medicine, and which will correct the above bacteria shifts. the following are recommended. Some bacteria may lack literature because none of the studied substances for the condition(s) are known to modify the bacteria.

  • Bacteroidaceae
    • alpha-linolenic acid {Omega-3} 26 1307
    • bifidobacterium infantis {B. infantis} 24 36 74 242 1307
    • bifidobacterium longum {B.Longum } 71 2000
    • Decoction of Four Noble Drugs {Sijunzi Decoction (SJZD)} 15 407
    • doxycycline [CFS]🦠 15 31 249 1419
    • Echinacea Moench {Echinacea} 80 571
    • glycyrrhizic acid {licorice} 65 80 571 1337 1342
    • Lacticaseibacillus casei {L. casei} 24 66 67 571 625
    • Lacticaseibacillus paracasei shirota {Yakult} 24 27 625 820
    • low fodmap diet 27 39 820 1045
    • minocycline [CFS] 29 249
    • Momordica charantia {Bitter gourd} 30 54 249
    • N-Acetyl Cysteine {NAC} 36 54 571 1515
    • Oenothera biennis {Evening Primrose Oil} 22 1307
    • Panax … {Ginseng} 62 2118
    • Propolis {Bee glue} 74 80 571 2118
    • ß-glucan {Beta-Glucan} 33
    • Theobroma cacao {Cacao} 23 109
    • vitamin d🦠 23 36 68 109 592 992
    • Zinc {Zinc Supplements} 36 58 992 1468
  • Bacteroides
    • (RS)-2-(4-(2-methylpropyl)phenyl)propanoic acid {ibuprofen} 72 75 80 275 1468
    • alpha-linolenic acid {Omega-3} 26 1307
    • Astragalus 26 35 36 74 1307 2134 2240
    • azithromycin,[CFS] 34 35 275 2227
    • bifidobacterium infantis {B. infantis} 24 34 242 847
    • bifidobacterium longum {B.Longum } 71 2000
    • cobalamin {Vitamin B-12} 36 71 275 2007
    • Decoction of Four Noble Drugs {Sijunzi Decoction (SJZD)} 15 407
    • doxepin hydrochloride,(prescription) 15 40 275 1419
    • doxycycline [CFS]🦠 31 249
    • Echinacea Moench {Echinacea} 31 80 275 571 847
    • erythromycin [CFS] 32 80 275 1337 1342
    • Ferrum {Iron Supplements} 32 36 416 847
    • folate {Vitamin B9} 17 275
    • glycyrrhizic acid {licorice} 17 18 19 20 36 50 65 275 416 571
    • guanfacine hydrochloride,(prescription) 40 66 67 275 571
    • indomethacin,(prescription) 75 275
    • ketotifen fumarate,(prescription) 36 275
    • Lacticaseibacillus casei {L. casei} 24 38 197 275
    • Lacticaseibacillus paracasei shirota {Yakult} 24 27 197 625 820 2037 2041 2044
    • Lacticaseibacillus rhamnosus {l. rhamnosus}🦠 27 71 661 820
    • liothyronine,(prescription) 38 71 275 1983 1985
    • low fodmap diet 39 1045
    • maprotiline hydrochloride,(prescription) 64 275
    • midodrine hydrochloride,(prescription) 39 275
    • minocycline [CFS] 29 40 249 275
    • Momordica charantia {Bitter gourd} 29 30 54 249 275
    • N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 36 54 275 1515
    • N-Acetyl Cysteine {NAC} 36 40 72 275 571
    • naltrexone hydrochloride dihydrate,(prescription) LDN 36 275
    • Oenothera biennis {Evening Primrose Oil} 22 38 41 76 77 78 79 275 1307
    • Panax … {Ginseng} 62 2193
    • prednisone,(prescription) 74 75 275 2193
    • Propolis {Bee glue} 80 571
    • pyridostigmine iodide,(prescription) 37 80 275 2074
    • ß-glucan {Beta-Glucan} 33 40 275
    • Streptococcus faecalis, Clostridium butyricum, Bacillus mesentericus {Bio-three} 28 33 1959 2094 2140
    • Theobroma cacao {Cacao} 23 109
    • Thiamine {Vitamin B1} 23 55 68 109 275 592
    • trazodone hydrochloride,(prescription) 36 56 57 275
    • vitamin d🦠 36 40 275 992
    • Zinc {Zinc Supplements} 36 58 416 992
  • Bacteroides ovatus
    • (RS)-2-(4-(2-methylpropyl)phenyl)propanoic acid {ibuprofen} 36 72 75 80 275 416 1468 1470
    • azithromycin,[CFS] 34 275
    • bifidobacterium infantis {B. infantis} 24 34 242 847
    • Decoction of Four Noble Drugs {Sijunzi Decoction (SJZD)} 15 407
    • doxepin hydrochloride,(prescription) 15 40 275 1419
    • doxycycline [CFS]🦠 31 249
    • Echinacea Moench {Echinacea} 31 80 275 571 847
    • erythromycin [CFS] 32 80 275 1337 1342
    • glycyrrhizic acid {licorice} 32 65 571 847
    • guanfacine hydrochloride,(prescription) 40 66 67 275 571
    • indomethacin,(prescription) 75 275
    • Lacticaseibacillus casei {L. casei} 24 197
    • Lacticaseibacillus paracasei shirota {Yakult} 24 27 197 625 820
    • liothyronine,(prescription) 27 38 275 820
    • low fodmap diet 39 1045
    • minocycline [CFS] 29 249
    • Momordica charantia {Bitter gourd} 29 30 54 249 275
    • N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 36 54 275 1515
    • N-Acetyl Cysteine {NAC} 36 40 72 275 571
    • Propolis {Bee glue} 80 571
    • ß-glucan {Beta-Glucan} 33
    • Theobroma cacao {Cacao} 23 33 109 2230
    • Thiamine {Vitamin B1} 23 55 68 109 275 592
    • vitamin d🦠 36 56 57 275 992
    • Zinc {Zinc Supplements} 36 58 992 1468
  • Bacteroides uniformis
    • azithromycin,[CFS] 34 72 80 275 1468
    • bifidobacterium infantis {B. infantis} 24 34 242 847
    • Decoction of Four Noble Drugs {Sijunzi Decoction (SJZD)} 15 407
    • doxepin hydrochloride,(prescription) 15 40 275 1419
    • doxycycline [CFS]🦠 31 249
    • Echinacea Moench {Echinacea} 31 80 275 571 847
    • erythromycin [CFS] 32 80 275 1337 1342
    • glycyrrhizic acid {licorice} 32 65 571 847
    • guanfacine hydrochloride,(prescription) 40 66 67 275 571
    • indomethacin,(prescription) 75 275
    • Lacticaseibacillus casei {L. casei} 24 197
    • Lacticaseibacillus paracasei shirota {Yakult} 24 27 197 625 820
    • low fodmap diet 27 39 820 1045
    • maprotiline hydrochloride,(prescription) 64 275
    • minocycline [CFS] 29 249
    • Momordica charantia {Bitter gourd} 29 30 54 249 275
    • N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 36 54 275 1515
    • N-Acetyl Cysteine {NAC} 36 40 72 275 571
    • naltrexone hydrochloride dihydrate,(prescription) LDN 36 275
    • prednisone,(prescription) 38 41 75 76 77 78 79 275
    • Propolis {Bee glue} 80 571
    • ß-glucan {Beta-Glucan} 33
    • Theobroma cacao {Cacao} 23 109
    • trazodone hydrochloride,(prescription) 36 68 109 275
    • vitamin d🦠 36 40 275 992
    • Zinc {Zinc Supplements} 36 58 992 1468
  • Blautia obeum
  • Butyricimonas
  • Butyrivibrio
    • a-Amino-3-indolepropionic acid {Tryptophan} 36 711
    • alpha-linolenic acid {Omega-3} 26 499
    • Astragalus 26 35 36 74 499 505 965 1307
    • bifidobacterium longum {B.Longum } 35 71 99 1035
    • Decoction of Four Noble Drugs {Sijunzi Decoction (SJZD)} 15 71 266 1419
    • D-ribofuranoside {Ribose} 25 1042
    • Ferrum {Iron Supplements} 25 26 36 341 1042 1914
    • folate {Vitamin B9} 17 1654
    • glycyrrhizic acid {licorice} 18 19 20 36 50 65 933 1654
    • Lacticaseibacillus casei {L. casei} 24 66 67 118 933
    • Lacticaseibacillus rhamnosus {l. rhamnosus}🦠 24 27 71 118 156 371
    • minocycline [CFS] 29 82
    • N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 29 30 36 82 165 846
    • Oenothera biennis {Evening Primrose Oil} 22 36 40 72 499 846 1635
    • Propolis {Bee glue} 22 80 505 1307 1559
    • Theobroma cacao {Cacao} 23 80 592 1561
    • vitamin d🦠 36 68 592 652
  • Coprococcus
    • a-Amino-3-indolepropionic acid {Tryptophan} 36 58 652 711
    • alpha-linolenic acid {Omega-3} 26 499
    • ascorbic acid {Vitamin C} 26 36 74 80 499 505 906
    • Astragalus 35 1035
    • bifidobacterium longum {B.Longum } 71 99
    • Decoction of Four Noble Drugs {Sijunzi Decoction (SJZD)} 15 71 266 1419 2004
    • D-ribofuranoside {Ribose} 25 1042
    • Echinacea Moench {Echinacea} 25 26 36 80 1042 1338 1914
    • eicosapentaenoic acid (EPA),docosahexaenoic acid (DHA) {Fish Oil} 26 2174
    • Ferrum {Iron Supplements} 36 341 2174
    • folate {Vitamin B9} 17 1654
    • glycyrrhizic acid {licorice} 18 19 20 36 50 65 933 1654
    • Lacticaseibacillus casei {L. casei} 24 66 67 118 933
    • Lacticaseibacillus rhamnosus {l. rhamnosus}🦠 24 27 71 118 156 371
    • minocycline [CFS] 29 71 82 1981
    • Momordica charantia {Bitter gourd} 29 30 54 82 165 1514
    • N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 36 846
    • Oenothera biennis {Evening Primrose Oil} 22 36 40 72 499 846 1635
    • Propolis {Bee glue} 22 80 505 1559
    • vitamin d🦠 36 80 652 1561
    • Zinc {Zinc Supplements} 36 58 652 721 906 989 990 1471
  • Coriobacteriaceae
    • ascorbic acid {Vitamin C} 72 80 906 1471
    • Astragalus 35 1035
    • eicosapentaenoic acid (EPA),docosahexaenoic acid (DHA) {Fish Oil} 26 240
    • L-3-hydroxytrimethylaminobutanoate {carnitine} 21 36 240 1440
    • Lacticaseibacillus paracasei shirota {Yakult} 24 36 73 820 1440
    • Lacticaseibacillus rhamnosus {l. rhamnosus}🦠 27 71 371 820
    • minocycline [CFS] 29 71 82 1984
    • vitamin d🦠 30 36 82 137
  • Coriobacteriia
    • 2-Aminopentanedioic acid {glutamate} 36 55 58 137 906 1605
    • a-Amino-3-indolepropionic acid {Tryptophan} 36 711
    • ascorbic acid {Vitamin C} 80 906
    • Astragalus 35 858
    • bifidobacterium longum {B.Longum } 71 485
    • Coenzyme Q10 {CoQ 10} 23 957
    • eicosapentaenoic acid (EPA),docosahexaenoic acid (DHA) {Fish Oil} 26 36 51 53 62 69 70 240 957
    • low fodmap diet 36 39 240
    • minocycline [CFS] 29 82
    • Momordica charantia {Bitter gourd} 30 54 82 1514
    • N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 36 1636
    • Selenomethionine {Selenium supplement} 36 40 72 782 1636
    • vitamin d🦠 36 51 52 782 906
  • Dialister
    • ascorbic acid {Vitamin C} 36 58 80 906 989
    • bifidobacterium longum {B.Longum } 71 151
    • eicosapentaenoic acid (EPA),docosahexaenoic acid (DHA) {Fish Oil} 26 354
    • Panax … {Ginseng} 36 62 354 1109
    • Propolis {Bee glue} 74 80 1109 1560
    • ß-glucan {Beta-Glucan} 33 333
    • vitamin d🦠 36 906
  • Faecalibacterium
    • alpha-linolenic acid {Omega-3} 26 58 906
    • Astragalus 26 35 36 74 499 2227
    • azithromycin,[CFS] 34 248
    • Ferrum {Iron Supplements} 36 241
    • Lacticaseibacillus casei {L. casei} 24 36 156 2224
    • Lacticaseibacillus rhamnosus {l. rhamnosus}🦠 27 71 156 196
    • low fodmap diet 39 71 342
    • Momordica charantia {Bitter gourd} 54 1515
    • Oenothera biennis {Evening Primrose Oil} 22
    • Theobroma cacao {Cacao} 22 23 499 1917
    • Thiamine {Vitamin B1} 55 68 212 1917
    • vitamin d🦠 36 56 57 212 741
    • Zinc {Zinc Supplements} 36 58 214 741
  • Holdemania
    • Far Infrared Therapy {Far infrared Sauna } 46 72 80 214 1216
    • L-3-hydroxytrimethylaminobutanoate {carnitine} 21 47 48 49 1216 1439
    • Lacticaseibacillus rhamnosus {l. rhamnosus}🦠 36 71 73 196 1439
    • low fodmap diet 39 71 716 1045
    • N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 36 1641
    • Thiamine {Vitamin B1} 40 55 72 212 1641
    • vitamin d🦠 36 56 57 212 567
  • Lactobacillaceae
    • (RS)-2-(4-(2-methylpropyl)phenyl)propanoic acid {ibuprofen} 58 75 468 567
    • 1,2-dithiolane-3-pentanoic acid {a-Lipoic acid (ALA)} 53 1290
    • alpha-linolenic acid {Omega-3} 26 1811
    • azithromycin,[CFS] 34 36 74 203 1811
    • Decoction of Four Noble Drugs {Sijunzi Decoction (SJZD)} 15 407
    • doxycycline [CFS]🦠 31 81
    • erythromycin [CFS] 32 440
    • Ferrum {Iron Supplements} 36
    • L-3-hydroxytrimethylaminobutanoate {carnitine} 21 36 341 434 542 620 926 1527 1528 1529 1530
    • Oenothera biennis {Evening Primrose Oil} 22 36 73 926 1811
    • Selenomethionine {Selenium supplement} 36 738
    • Theobroma cacao {Cacao} 23 51 52 592 738
    • vitamin d🦠 23 36 68 137 592 601
    • Zinc {Zinc Supplements} 36 58 101 137 575
  • Lactobacillus
  • Mogibacterium
  • Mycobacteriales
    • eicosapentaenoic acid (EPA),docosahexaenoic acid (DHA) {Fish Oil} 26 240
    • low fodmap diet 36 39 240
    • minocycline [CFS] 29 82
  • Negativicutes
    • azithromycin,[CFS] 30 34 82 203
    • cobalamin {Vitamin B-12} 34 36 248 435
    • Coenzyme Q10 {CoQ 10} 23 957
    • minocycline [CFS] 29 36 51 53 62 69 70 82 957
    • Momordica charantia {Bitter gourd} 30 54 82 1514
    • Selenomethionine {Selenium supplement} 36 782
    • ß-glucan {Beta-Glucan} 33 51 52 333 782
    • vitamin d🦠 36 575
    • Zinc {Zinc Supplements} 36 58 575 609 991 1468
  • Odoribacter
  • Parabacteroides
  • Parabacteroides distasonis
  • Paraprevotella
    • 2-Aminopentanedioic acid {glutamate} 55 72 80 1469 1605
    • acetylsalicylic acid,aspirin 75 84
    • bifidobacterium longum {B.Longum } 71 99
    • Echinacea Moench {Echinacea} 71 80 1339 1996
    • Ferrum {Iron Supplements} 36 628
    • Lacticaseibacillus casei {L. casei} 24 118
    • N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 27 36 118 1637
    • ß-glucan {Beta-Glucan} 33 40 72 159 1637
    • Theobroma cacao {Cacao} 23 326
    • vitamin d🦠 36 68 187 326
  • Pediococcus
    • azithromycin,[CFS] 34 58 187 203
    • Decoction of Four Noble Drugs {Sijunzi Decoction (SJZD)} 15 407
    • doxycycline [CFS]🦠 31 81
    • Ferrum {Iron Supplements} 36
    • Lacticaseibacillus casei {L. casei} 24 36 197 341 434 620
    • vitamin d🦠 27 36 137 197
    • Zinc {Zinc Supplements} 36 58 101 137
  • Phocaeicola vulgatus
    • (RS)-2-(4-(2-methylpropyl)phenyl)propanoic acid {ibuprofen} 36 72 75 80 101 275 310
    • azithromycin,[CFS] 34 275
    • bifidobacterium infantis {B. infantis} 24 34 242 847
    • doxepin hydrochloride,(prescription) 40 275
    • doxycycline [CFS]🦠 31 249
    • erythromycin [CFS] 31 32 275 847
    • folate {Vitamin B9} 17 32 416 847
    • guanfacine hydrochloride,(prescription) 18 19 20 36 40 50 275 416
    • ketotifen fumarate,(prescription) 36 275
    • Lacticaseibacillus casei {L. casei} 24 38 197 275
    • maprotiline hydrochloride,(prescription) 27 64 197 275
    • minocycline [CFS] 29 249
    • Momordica charantia {Bitter gourd} 29 30 54 249 275
    • N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 36 275
    • prednisone,(prescription) 40 72 75 275
    • Propolis {Bee glue} 80 1562
    • pyridostigmine iodide,(prescription) 37 275
    • ß-glucan {Beta-Glucan} 33 40 275
    • Theobroma cacao {Cacao} 23 109
    • Thiamine {Vitamin B1} 55 68 109 275
    • Zinc {Zinc Supplements} 36 56 57 275 1470
  • Prevotella
    • 2-Aminopentanedioic acid {glutamate} 55 72 80 1470 1605
    • a-Amino-3-indolepropionic acid {Tryptophan} 36 2236
    • acetylsalicylic acid,aspirin 75 84
    • alpha-linolenic acid {Omega-3} 26 1811
    • Astragalus 26 35 36 74 965 1811 2177 2269
    • bifidobacterium longum {B.Longum } 71 99
    • Echinacea Moench {Echinacea} 71 80 1339 1999
    • eicosapentaenoic acid (EPA),docosahexaenoic acid (DHA) {Fish Oil} 26 992
    • Far Infrared Therapy {Far infrared Sauna } 36 46 777 992
    • Ferrum {Iron Supplements} 36 47 48 49 434 777
    • Lacticaseibacillus casei {L. casei} 24 36 118 628
    • Lacticaseibacillus rhamnosus {l. rhamnosus}🦠 27 71 118 905
    • N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 36 71 1637 1982 1986
    • Oenothera biennis {Evening Primrose Oil} 22 36 40 72 1637 1811 2149
    • Panax … {Ginseng} 62 1109
    • ß-glucan {Beta-Glucan} 33 74 159 1109
    • Streptococcus faecalis, Clostridium butyricum, Bacillus mesentericus {Bio-three} 28 33 566 1444 2094
    • Theobroma cacao {Cacao} 23 326
    • Thiamine {Vitamin B1} 23 55 68 212 326 592
    • vitamin d🦠 36 55 56 57 187 212 1604
    • Zinc {Zinc Supplements} 36 58 187 924
  • Prevotellaceae
    • 2-Aminopentanedioic acid {glutamate} 55 72 80 924 1605
    • acetylsalicylic acid,aspirin 75 84
    • alpha-linolenic acid {Omega-3} 26 1811
    • Astragalus 35 36 74 858 1811
    • bifidobacterium longum {B.Longum } 35 71 99 965
    • Echinacea Moench {Echinacea} 71 80 1339 1996 2003
    • eicosapentaenoic acid (EPA),docosahexaenoic acid (DHA) {Fish Oil} 26 80 992 1340
    • Far Infrared Therapy {Far infrared Sauna } 26 36 46 777 992 1809
    • Ferrum {Iron Supplements} 36 46 47 48 49 434 777 1217
    • glycyrrhizic acid {licorice} 36 65 628 840
    • Lacticaseibacillus casei {L. casei} 24 66 67 118 840
    • N-[2-(5-methoxy-1H-indol-3-yl)ethyl]acetamide {Melatonin} 27 36 118 1637
    • Oenothera biennis {Evening Primrose Oil} 22 40 72 1637 1811
    • Panax … {Ginseng} 62 1109
    • Propolis {Bee glue} 74 80 1109 1558
    • ß-glucan {Beta-Glucan} 33 159
    • Streptococcus faecalis, Clostridium butyricum, Bacillus mesentericus {Bio-three} 28 33 566 1957 1958 2259
    • Theobroma cacao {Cacao} 23 326
    • Thiamine {Vitamin B1} 23 55 68 212 326 592
    • vitamin d🦠 36 55 56 57 187 212 1604
    • Zinc {Zinc Supplements} 36 58 187 624 924
  • Rhodospirillaceae
  • Ruminococcaceae
    • alpha-linolenic acid {Omega-3} 26 58
    • azithromycin,[CFS] 34 36 74 248
    • doxycycline [CFS]🦠 31 96
    • Ferrum {Iron Supplements} 36 241
    • folate {Vitamin B9} 17 825
    • glycyrrhizic acid {licorice} 18 19 20 36 50 65 825 933
    • Lacticaseibacillus casei {L. casei} 24 66 67 156 933
    • Lacticaseibacillus rhamnosus {l. rhamnosus}🦠 27 71 156 196
    • low fodmap diet 39 71 342
    • Oenothera biennis {Evening Primrose Oil} 22
    • Zinc {Zinc Supplements} 36 214
  • Streptococcus
    • ascorbic acid {Vitamin C} 72 80 214 404
    • azithromycin,[CFS] 34 80 195 558 906
    • cobalamin {Vitamin B-12} 36 2213
    • Decoction of Four Noble Drugs {Sijunzi Decoction (SJZD)} 15 407
    • eicosapentaenoic acid (EPA),docosahexaenoic acid (DHA) {Fish Oil} 26 240
    • folate {Vitamin B9} 17 36 240 2213
    • Lacticaseibacillus rhamnosus {l. rhamnosus}🦠 18 19 20 36 50 71 1986 2213
    • N-Acetyl Cysteine {NAC} 36 1106
    • Theobroma cacao {Cacao} 23 592
    • vitamin d🦠 36 68 592 906
    • Zinc {Zinc Supplements} 36 58 101 906
  • Tannerellaceae
  • Veillonellaceae

Additional Suggestions

There are many other interventions computed to correct the bacteria shifts/abnormalities seen with this person. This is based on not-published studies and patent pending methods for selecting the bacteria. The suggestions are based on studies from the US National Library of Medicine modifying those bacteria. The top 30 suggestions are listed below and the top 30 items to avoid.

Items to addItems to avoid
Sucralose {Splenda}Ligilactobacillus salivarius {L. salivarius}Secale cereale {Rye}Lactobacillus gasseri {L.gasseri}Euterpe oleracea {Acai}chlorhexidineShen Ling Bai Zhu San {?????}restricted-fiber diet {low fiber diet}Rheum × hybridum {Rhubarb}Zingiber officinale Roscoe {ginger}Taraxacum officinale {Dandelion}loperamide hydrochloride,(prescription)Citrus polymethoxyflavone {Nobiletin (oranges and lemons)}Polyethylene oxide sorbitan mono-oleate {Polysorbate 80}Lentilactobacillus kefiri {Kefibios}(2E,4E)-5-(1,3-Benzodioxol-5-yl)-1-(1-piperidinyl)-2,4-pentadien-1-one {Piperine}Monascus purpureus x Oryza sativa {Red yeast rice}Piper nigrum {black pepper}??(2S)-2-amino-4-carbamoylbutanoic acid {Glutamine}TudcaUnder cookded animal protein {Rare meat}Rosa rugosa {Rugosa rose}Azadirachta indica {Neem}Arctostaphylos uva-ursi {Bearberry}Bifidobacterium longum subsp. longum BB536 {BB536}Latilactobacillus sakei {Lactobacillus sakei}Carica papaya {papaya}Ocimum tenuiflorum {Tulsi}Biotin {Vitamin B7}Nicotine, Nicotine PatchSlow digestible carbohydrates. {Low Glycemic}dietary fiberFiber, total dietaryfruitfruit/legume fibre(2->1)-beta-D-fructofuranan {Inulin}pectin {pectin}High-fibre diet {Whole food diet}Malus domestica {apple}arabinogalactan {arabinogalactan}oligosaccharides {oligosaccharides}bacillus,lactobacillus,streptococcus,saccharomyces probioticlaminaria digitata {Oarweed}resistant starchGanoderma sichuanense {Reishi Mushroom}Outer Layers of Triticum aestivum {Wheat Bran}grapesAmylum {Starch}Saccharomyces cerevisiae var boulardii {S. boulardii}Lactobacillus plantarum {L. plantarum}red wineHericium erinaceus {Lion’s Mane Mushroom }Traditional Mediterranean diet {Mediterranean diet}Poly[ß-D-xylopyranose(1->4)] {Xylan}Human milk oligosaccharides (prebiotic, Holigos, Stachyose)Abstention from eating {Fasting}polyphenolsDiferuloylmethane {Curcumin}Capsicum annuum {Peppers} {Cayenne Pepper, Hot Pepper}Ulmus rubra {slippery elm}

Reference

The following is a partial list of the critical citations used above. Click on 📚 to go to study

1📚 Fecal metagenomic profiles in subgroups of patients with myalgic encephalomyelitis/chronic fatigue syndrome.
Microbiome (Microbiome ) Vol: 5 Issue: 1 Pages: 44 Pub: 2017 Apr 26 ePub: 2017 Apr 26 Authors Nagy-Szakal D,Williams BL,Mishra N,Che X,Lee B,Bateman L,Klimas NG,Komaroff AL,Levine S,Montoya JG,Peterson DL,Ramanan D,Jain K,Eddy ML,Hornig M,Lipkin WI
2📚 Support for the Microgenderome: Associations in a Human Clinical Population.
Scientific reports (Sci Rep ) Vol: 6 Issue: Pages: 19171 Pub: 2016 Jan 13 ePub: 2016 Jan 13 Authors Wallis A,Butt H,Ball M,Lewis DP,Bruck D
3📚 Correction to: Open-label pilot for treatment targeting gut dysbiosis in myalgic encephalomyelitis/chronic fatigue syndrome: neuropsychological symptoms and sex comparisons.
Journal of translational medicine (J Transl Med ) Vol: 16 Issue: 1 Pages: 39 Pub: 2018 Feb 23 ePub: 2018 Feb 23 Authors Wallis A,Ball M,Butt H,Lewis DP,McKechnie S,Paull P,Jaa-Kwee A,Bruck D
4📚 Potential role of microbiome in Chronic Fatigue Syndrome/Myalgic Encephalomyelits (CFS/ME).
Scientific reports (Sci Rep ) Vol: 11 Issue: 1 Pages: 7043 Pub: 2021 Mar 29 ePub: 2021 Mar 29 Authors Lupo GFD,Rocchetti G,Lucini L,Lorusso L,Manara E,Bertelli M,Puglisi E,Capelli E
5📚 Reversion of Gut Microbiota during the Recovery Phase in Patients with Asymptomatic or Mild COVID-19: Longitudinal Study.
Microorganisms (Microorganisms ) Vol: 9 Issue: 6 Pages: Pub: 2021 Jun 7 ePub: 2021 Jun 7 Authors Kim HN,Joo EJ,Lee CW,Ahn KS,Kim HL,Park DI,Park SK
6📚 The gut microbiome of COVID-19 recovered patients returns to uninfected status in a minority-dominated United States cohort.
Gut microbes (Gut Microbes ) Vol: 13 Issue: 1 Pages: 1-15 Pub: 2021 Jan-Dec ePub: Authors Newsome RC,Gauthier J,Hernandez MC,Abraham GE,Robinson TO,Williams HB,Sloan M,Owings A,Laird H,Christian T,Pride Y,Wilson KJ,Hasan M,Parker A,Senitko M,Glover SC,Gharaibeh RZ,Jobin C
7📚 Gut Microbiota May Not Be Fully Restored in Recovered COVID-19 Patients After 3-Month Recovery.
Frontiers in nutrition (Front Nutr ) Vol: 8 Issue: Pages: 638825 Pub: 2021 ePub: 2021 May 13 Authors Tian Y,Sun KY,Meng TQ,Ye Z,Guo SM,Li ZM,Xiong CL,Yin Y,Li HG,Zhou LQ
8📚 Gut Microbiota Interplay With COVID-19 Reveals Links to Host Lipid Metabolism Among Middle Eastern Populations.
Frontiers in microbiology (Front Microbiol ) Vol: 12 Issue: Pages: 761067 Pub: 2021 ePub: 2021 Nov 5 Authors Al Bataineh MT,Henschel A,Mousa M,Daou M,Waasia F,Kannout H,Khalili M,Kayasseh MA,Alkhajeh A,Uddin M,Alkaabi N,Tay GK,Feng SF,Yousef AF,Alsafar HS
9📚 Gut microbiota dynamics in a prospective cohort of patients with post-acute COVID-19 syndrome.
Gut (Gut ) Vol: Issue: Pages: Pub: 2022 Jan 26 ePub: 2022 Jan 26 Authors Liu Q,Mak JWY,Su Q,Yeoh YK,Lui GC,Ng SSS,Zhang F,Li AYL,Lu W,Hui DS,Chan PK,Chan FKL,Ng SC
10📚 Challenges in the Management of SARS-CoV2 Infection: The Role of Oral Bacteriotherapy as Complementary Therapeutic Strategy to Avoid the Progression of COVID-19.
Frontiers in medicine (Front Med (Lausanne) ) Vol: 7 Issue: Pages: 389 Pub: 2020 ePub: 2020 Jul 7 Authors d`Ettorre G,Ceccarelli G,Marazzato M,Campagna G,Pinacchio C,Alessandri F,Ruberto F,Rossi G,Celani L,Scagnolari C,Mastropietro C,Trinchieri V,Recchia GE,Mauro V,Antonelli G,Pugliese F,Mastroianni CM
11📚 It Ain`t Over `Til It`s Over: SARS CoV-2 and Post-infectious Gastrointestinal Dysmotility.
Digestive diseases and sciences (Dig Dis Sci ) Vol: Issue: Pages: Pub: 2022 Mar 30 ePub: 2022 Mar 30 Authors Coles MJ,Masood M,Crowley MM,Hudgi A,Okereke C,Klein J
12📚 Respiratory dysfunction three months after severe COVID-19 is associated with gut microbiota alterations.
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13📚 Gut microbiota in COVID-19: new insights from inside.
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14📚 Integrated ‘omics analysis for the gut microbiota response to moxibustion in a rat model of chronic fatigue syndrome.
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15📚 Goldenseal (Hydrastis canadensis L.) and its active constituents: A critical review of their efficacy and toxicological issues.
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16📚 Open Trial of Vitamin B12 Nasal Drops in Adults With Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: Comparison of Responders and Non-Responders.
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17📚 Response to vitamin B12 and folic acid in myalgic encephalomyelitis and fibromyalgia.
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20📚 Liver extract-folic acid-cyanocobalamin vs placebo for chronic fatigue syndrome.
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21📚 Alternative medical interventions used in the treatment and management of myalgic encephalomyelitis/chronic fatigue syndrome and fibromyalgia.
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22📚 Cognitive behaviour therapy for the chronic fatigue syndrome. Evening primrose oil and magnesium have been shown to be effective.
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23📚 Dietary and nutrition interventions for the therapeutic treatment of chronic fatigue syndrome/myalgic encephalomyelitis: a systematic review.
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24📚 Are probiotic treatments useful on fibromyalgia syndrome or chronic fatigue syndrome patients? A systematic review.
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25📚 The use of D-ribose in chronic fatigue syndrome and fibromyalgia: a pilot study.
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26📚 Role of dietary modification in alleviating chronic fatigue syndrome symptoms: a systematic review.
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27📚 A randomized, double-blind, placebo-controlled pilot study of a probiotic in emotional symptoms of chronic fatigue syndrome.
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28📚 A systematic review of enteric dysbiosis in chronic fatigue syndrome/myalgic encephalomyelitis.
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29📚 Oral Minocycline Therapy Improves Symptoms of Myalgic Encephalomyelitis, Especially in the Initial Disease Stage.
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30📚 Could Minocycline Be a “Magic Bullet” for the Treatment of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome?
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31📚 Long-term effect of cognitive behavioural therapy and doxycycline treatment for patients with Q fever fatigue syndrome: One-year follow-up of the Qure study.
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32📚 Open-label pilot for treatment targeting gut dysbiosis in myalgic encephalomyelitis/chronic fatigue syndrome: neuropsychological symptoms and sex comparisons.
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33📚 Yeast Beta-Glucan Supplementation with Multivitamins Attenuates Cognitive Impairments in Individuals with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: A Randomized, Double-Blind, Placebo-Controlled Trial.
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34📚 Azithromycin in chronic fatigue syndrome (CFS), an analysis of clinical data.
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35📚 Chronic fatigue syndrome post-COVID-19: triple-blind randomised clinical trial of Astragalus root extract.
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36📚 [Post-COVID syndrome with fatigue and exercise intolerance: myalgic encephalomyelitis/chronic fatigue syndrome].
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37📚 Neurovascular Dysregulation and Acute Exercise Intolerance in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: A Randomized, Placebo-Controlled Trial of Pyridostigmine.
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38📚 Advancing Research and Treatment: An Overview of Clinical Trials in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) and Future Perspectives.
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39📚 Review of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: an evidence-based approach to diagnosis and management by clinicians.
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40📚 Diagnosis and Management of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome.
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41📚 Low-dose naltrexone for post-COVID fatigue syndrome: a study protocol for a double-blind, randomised trial in British Columbia.
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42📚 Effects of Hyperbaric Oxygen Therapy on Long COVID: A Systematic Review.
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43📚 Reversible widespread brain (18)F-FDG PET hypometabolism in chronic fatigue syndrome treated by hyperbaric oxygen therapy.
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45📚 The efficacy of hyperbaric oxygen therapy in the management of chronic fatigue syndrome.
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46📚 Effects of Waon therapy on chronic fatigue syndrome: a pilot study.
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50📚 Clinical activity of folinic acid in patients with chronic fatigue syndrome.
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51📚 Does Coenzyme Q10 Plus Selenium Supplementation Ameliorate Clinical Outcomes by Modulating Oxidative Stress and Inflammation in Individuals with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome?
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52📚 Therapeutic Effect and Metabolic Mechanism of A Selenium-Polysaccharide from Ziyang Green Tea on Chronic Fatigue Syndrome.
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53📚 Coenzyme Q10 + alpha lipoic acid for chronic COVID syndrome.
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54📚 News and views in myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS): The role of co-morbidity and novel treatments.
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55📚 Effects of Qiye Shen`an Pian Combined with Glutamate and Vitamin B1 on Fatigue State, Immune Function and Quality of Life in Patients with Chronic Fatigue Syndrome.
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56📚 B-vitamins, related vitamers, and metabolites in patients with quiescent inflammatory bowel disease and chronic fatigue treated with high dose oral thiamine.
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57📚 Randomised clinical trial: high-dose oral thiamine versus placebo for chronic fatigue in patients with quiescent inflammatory bowel disease.
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58📚 Effect of intermittent vitamin D3 on vascular function and symptoms in chronic fatigue syndrome–a randomised controlled trial.
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59📚 Complementary and alternative medicine for patients with chronic fatigue syndrome: a systematic review.
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61📚 Intravenous magnesium loading in chronic fatigue syndrome.
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62📚 Prospective observational study of treatments for unexplained chronic fatigue.
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65📚 Chronic fatigue syndrome and liquorice.
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66📚 Chronic fatigue syndrome and liquorice.
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67📚 Liquorice and chronic fatigue syndrome.
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69📚 Effect of Dietary Coenzyme Q10 Plus NADH Supplementation on Fatigue Perception and Health-Related Quality of Life in Individuals with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: A Prospective, Randomized, Double-Blind, Placebo-Controlled Trial.
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70📚 Supplements for Chronic Fatigue Syndrome?
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71📚 Synbiotic Supplementation Improves Quality of Life and Inmunoneuroendocrine Response in Patients with Fibromyalgia: Influence of Codiagnosis with Chronic Fatigue Syndrome.
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72📚 Effect of Melatonin Plus Zinc Supplementation on Fatigue Perception in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: A Randomized, Double-Blind, Placebo-Controlled Trial.
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74📚 Long COVID and its Management.
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75📚 Long COVID in Children, Adults, and Vulnerable Populations: A Comprehensive Overview for an Integrated Approach.
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76📚 Potential Therapeutic Benefit of Low Dose Naltrexone in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: Role of Transient Receptor Potential Melastatin 3 Ion Channels in Pathophysiology and Treatment.
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77📚 Low-dose Naltrexone Improves post-COVID-19 condition Symptoms.
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78📚 Low-dose naltrexone as a treatment for chronic fatigue syndrome.
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79📚 Naltrexone Restores Impaired Transient Receptor Potential Melastatin 3 Ion Channel Function in Natural Killer Cells From Myalgic Encephalomyelitis/Chronic Fatigue Syndrome Patients.
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80📚 Potential Anti-Inflammatory and Anti-Fatigue Effects of an Oral Food Supplement in Long COVID Patients.
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81📚 Abnormal Weight Gain and Gut Microbiota Modifications Are Side Effects of Long-Term Doxycycline and Hydroxychloroquine Treatment
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82📚 GUT MICROBIOTA DYSBIOSIS IS LINKED TO HYPERTENSION
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83📚 Modulation of the gut microbiota composition by rifaximin in non-constipated irritable bowel syndrome patients: a molecular approach
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84📚 The Influence of Nonsteroidal Anti-Inflammatory Drugs on the Gut Microbiome
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86📚 Impact of diet and individual variation on intestinal microbiota composition and fermentation products in obese men
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87📚 Gastric microbiota in the functional dyspepsia patients treated with probiotic yogurt
BMJ Open Gastroenterology (BMJ Open Gastroenterol ) Vol: 3 Issue: 1 Pages: e000109 Pub: 2016 Sep 16 ePub: 2016 Sep 16 Authors Nakae H,Tsuda A,Matsuoka T,Mine T,Koga Y
88📚 Sodium butyrate attenuates high-fat diet-induced steatohepatitis in mice by improving gut microbiota and gastrointestinal barrier
World Journal of Gastroenterology (World J Gastroenterol ) Vol: 23 Issue: 1 Pages: 60-75 Pub: 2017 Jan 7 ePub: 2017 Jan 7 Authors Zhou D,Pan Q,Xin FZ,Zhang RN,He CX,Chen GY,Liu C,Chen YW,Fan JG
89📚 Low-dose penicillin in early life induces long-term changes in murine gut microbiota, brain cytokines and behavior
Nature Communications (Nat Commun ) Vol: 8 Issue: Pages: 15062 Pub: 2017 Apr 4 ePub: 2017 Apr 4 Authors Leclercq S,Mian FM,Stanisz AM,Bindels LB,Cambier E,Ben-Amram H,Koren O,Forsythe P,Bienenstock J
90📚 Energy-dense diet triggers changes in gut microbiota, reorganization of gut-brain vagal communication and increases body fat accumulation
Acta neurobiologiae experimentalis (Acta Neurobiol Exp (Wars) ) Vol: 77 Issue: 1 Pages: 18-30 Pub: 2017 ePub: Authors Vaughn AC,Cooper EM,DiLorenzo PM,O’Loughlin LJ,Konkel ME,Peters JH,Hajnal A,Sen T,Lee SH,de La Serre CB,Czaja K

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How much fiber is best/ideal?

A reader asked for clarity / dosage levels for fiber intake. This is what I found.

“However, while existing studies encourage high-fiber diets, the specific recommended intake with the specific mechanism of action of different fiber types in treatment has not been clarified”[2024]

The Lancet analyzed observational studies and clinical trials conducted over nearly 40 years. They found that eating at least 25-29g of dietary fiber per day was associated with a 15-30% decrease in all-cause and cardiovascular-related mortality, as well as reduced incidence of coronary heart disease, stroke, type 2 diabetes, and colorectal cancer by 16-24%. [2019]

The United States Department of Agriculture (USDA) has provided guidelines for adults aged 19 years and above regarding their recommended daily values (DV). These guidelines suggest consuming 28 g of fiber. Australia suggests 30g for men and 25 g for women. From looking at prior recommendations from USDA, I am very suspect that is “a bare sufficiency” amount and not optimal.

Note that good bacteria can become bad without enough fiber. Akkermansia muciniphila exacerbates food allergy in fibre-deprived mice [2023]

From A cross-sectional study on the relationship between dietary fiber and endometriosis risk based on NHANES 1999–2006 [2024] We see surveyed amount are by quartile as below which allows us to define ranges based on US consumptions.

  • 0-10.9 g Low fiber
  • 10.9-18.12 g
  • 18.12-27.95 g
  • 27.95-111.4 g High fiber

An international study, The association between dietary quality index- international and metabolic risk factors in RaNCD cohort study [2024] has much higher ranges but in thirds and not quarters:

  • 0 – 33.33 g Low fiber (i.e. 1/3 of population)
  • 33 – 66 g
  • Over 66 g High Fiber (i.e. 1/3 of population)

This is consistent with the US tending to low fiber consumption. Another international study report an average of 47 g/day +/1 20g. [2024]

From Global overview of government-endorsed nutrition labeling policies of packaged foods: a document review [2024] we see a constant: “and more dietary fibers •No thresholds for critical nutrients were found”

Effects of dietary fiber on human health [2022]

This summary highlights benefits:

  • Reduce obesity
  • Reduce diabetes risk
  • Reduce Cancer risk including: Ovarian, Pancreatic, Prostate, Brest, Colorectal , Head and neck
  • Reduce Intestinal disease
  • Reduce the risk of cardiovascular disease. 
  • Inhibit allergic rhinitis 
  • Natural chelating agent

Bottom Line

I could not locate any studies that identified an optimal or threshold benefit level (i.e. there was no further health benefit by increasing fiber more). The following is from perplexity.ai, if you have diet restrictions then asking for a menu excluding those items.

What type of diet would get 66g of fiber?

Breakfast

  • 1 cup cooked oatmeal (4 g)
  • 1 medium apple with skin (4.8 g)
  • 1/4 cup chia seeds (9.75 g)

Lunch

  • 1 cup cooked kidney beans (13.1 g)
  • 1 cup cooked quinoa (5.2 g)
  • 1 cup cooked broccoli (2.4 g)

Dinner

  • 1 medium baked potato with skin (3.8 g)
  • 1 cup cooked split peas (16.3 g)
  • 1/2 avocado (5 g)

Snacks

  • 1 cup raspberries (8 g)
  • 1 medium pear (5.5 g)
  • 3 cups air-popped popcorn (3.45 g)

Total fiber: 66.3 g or  approximately 1,885 calories

The above was produce by Perplexity.ai. If you have food restrictions, etc. Tell those restrictions to that AI and ask how to get the suggested fibre.

MCAS, EMF and GRAS

First what do I mean by these abbreviation?

  • MCAS – Mast Cell Activation Syndrome as well as many other issues
  • EMF – Electromagnetic Fields– from sunlight to microwave to cellular radio wave
  • GRAS – Generally Recognized As Safe — an item deemed safe by authorities but may lack hard evidence. See GRAS History. It also include items that are “grandfathered” in and later shown to be unsafe:
    • Example: Smoking was healthy
    • PCB and Asbestos were safe

This is not intended to be JFK Jr like conspiracy theory — just raising questions and suggest testing approaches. If something is new and a potential profit maker, effective testing is never done.

EMF – Electromagnetic Fields

The chart below shows the scope of EMF

We know that values across this entire spectrum can cause disease, typically cancer.

  • Too much ultraviolet (UV) radiation from the sun can damage DNA in your skin cells and cause skin cancer. ” [Src]
  • “Ionizing radiation, such as X-rays, has enough energy to remove tightly bound electrons from atoms. This process can lead to DNA strand breaks or alterations, potentially resulting in mutations that may cause cancer or other health issues.” [Src]
  • “Cancer in radar technicians exposed to radiofrequency/microwave radiation” [src]

In today’s world, we are adding more and more electromagnetic frequencies:

  • Cell Phones – 800 MHz, 850 MHz, 1700 MHz, 1900 MHz, and 2100 MHz (or 2.1 GHz)
  • Wifi – 2.4 GHz, 5 GHz, 6 GHz
  • Bluetooth – 2.4 GHz,

An analysis of data from five Northern European countries showed an increased risk of acoustic neuroma in those who had used a cell phone for 10 or more years [2600 studies on pubmed].

Microbiome shifts from radio waves

Several bacteria are known to be altered due to radio frequency (RF) exposure. Research has shown that RF radiation can affect bacterial growth, antibiotic sensitivity, and microbial composition.

  1. Enterococcus faecalis:
  • Exposure to 900 MHz and 2.4 GHz RF radiation altered its antimicrobial sensitivity1.
  • After 6 hours of exposure, the bacteria showed decreased susceptibility to antibiotics.
  • Longer exposure (24 hours) increased the bacteria’s susceptibility to antibiotics1.
  • RF-exposed bacteria showed faster growth rates compared to non-exposed bacteria1.
  1. Klebsiella pneumoniae:
  • Exposure to 900 MHz RF radiation for 12 hours significantly increased its sensitivity to various antibiotics2.
  • RF-exposed bacteria showed faster growth in the exponential phase compared to non-exposed bacteria2.
  1. Gut microbiota:
  • Exposure to 4.9 GHz RF radiation altered the gut microbial composition in mice, reducing microbial diversity3.
  • The relative abundance of Firmicutes increased, while Muribaculaceae decreased after RF exposure3.
  1. Other bacteria:
  • Studies have shown that RF exposure can affect the growth and antibiotic sensitivity of Escherichia coli, Enterococcus hirae, and Staphylococcus aureus1.

Hypothesis: Some conditions may be encouraged by RF Exposure

Whether this includes Mast Cell Activation Syndrome is to be determined. It is clear that other conditions are impacted.

What can you do:

  • Avoid carrying cell phone on your person, i.e. place on desk at home or car seat driving
  • Avoid Bluetooth headsets
  • Keep WiFi hubs as far away from your usual living space as practical

Experiment: Go camping in an area that is very low RF (turning off cellphones) My own favorite area is the drive between Hay River and Yellowknife in the Northwest Territories of Canada.

Ongoing ME/CFS Journey

Prior Posts

Dealing with ME/CFS and many microbiome dysfunction is rarely a short journey

Comparisons

I have done a trimmed version below excluding ranges from most various labs. Remember lab ranges are suspect because of The taxonomy nightmare before Christmas… For the measures based on other samples from the same lab, we see improvement from the prior test although we have 15% more bacteria reported.

Criteria12/3
2024
9/2
2024
1/22
2024
9/12
2023
2/22
2024
8/11
2022
3/25
2022
12/3
2021
8/31
2021
Lab Read Quality9.89.17.93.59.75.56.23.67.8
GanzImmun 141616161515171720
Outside Range from Lab Teletest172320 202424222225
Outside Lab Range (+/- 1.96SD)7121510119914
Outside Box-Plot-Whiskers474854564236425942
Outside Kaltoft-Moldrup85113123 70139567859140
Bacteria Reported By Lab689600511399666478613456572

Looking at Symptom Matching Patterns, we see significant improvement. 10 have improved and 1 has become worse. Remember that with 15% more bacteria, the odds matching should increase if there was no change.

Remember, Microbiome Prescription does not claim to cure or fix issues; it’s aim is produce suggestions that are more likely to help than picking random items. Let us look ahead for the next leg of the journey for better health.

Going Forward

Since we have Symptoms entered, we will get 3 sets of suggestions, two will produce probiotics only. The Using PubMed Studies to filter is ignored since we have a good collection of symptoms. I view this choice to be inferior because the reported shifts are suspect due to The taxonomy nightmare before Christmas…

From the 51 symptoms indicated, we ended up with 49 bacteria deemed to high or low. That is about 7% of the reported bacteria. I usually expect 5-10% of the bacteria being flagged using symptoms. If the percentage is over 10%, I advocate removing milder symptoms — why? to reduce “noise” in targeting bacteria.

In terms of results, there was an unexpected result, walnuts and aspartame were near the very top suggestion(. This was followed by a bunch of antibiotics with 50% being reported by specialist to help CFS. These include (in order).

The top probiotics were:

Only one vitamin makes it above by arbitrary 50% of highest priority: Vitamin A. My personal approach taking Vitamin A is 5-7 days of 50,000 IU per day. This dosage is deemed safe, especially for a short period [2004]. This approach came from the Complete German Commission E Monographs. View this as an antibiotic to include in the rotation.

Amino Acids were: {glycine}, {Theanine} and {Glutamine}. Common supplements: Tauroursodeoxycholic acid  a.k.a. Tudca. Diet type: Low FODMAP. Herbs or spices: Morinda citrifolia {Noni}.  {Baicalin },  {garlic}, {Eugenic acid} – usually found in  clove, cinnamon, nutmeg, basil, and bay leaf.

Foods of special interest:

I will leave it to the reader to review the avoids (the top ones include: {slippery elm}, {Stevia}, Heyndrickxia coagulans {B. coagulans}, High Fat and High Sugar diets).

The probiotic list are only those with no adverse effects and positive effect. This boils down to two: Lacticaseibacillus casei (as above) and  Lactobacillus Helveticus

KEGG Probiotics

Based on Compound, we have:

And for Enzymes

Why E.Coli probiotics are not in the first list.

The first list is based on published studies. Most published studies use 16s (cheap) processing and that technology is very weak for detecting E.Coli so shifts go unseen and unreported. See ME/CFS: The Evils of Lactobacillus Probiotics? for more information. The table below show that Shotgun detects E.Coli 90-100% of the time, while 16s detects it 0.1% to 50% of the time. If the research cannot see it, they cannot report what shifts it.

The KEGG approach is not dependent on someone doing a study with (expensive) shotgun testing; it uses the genetics of the bacteria alone.

Notes on Changing Symptoms

My first draft of this post used his symptom list before he trimmed it of items that are now mild. The core suggestions did not change much — but there was some reordering happening.

Trying out the new Over and Under Represented Algorithm

The question is how do you deal with over or under represented? I mentally stepped away from this individual sample and realized that for a population of similar people, you will try to increase the under represented and decrease the over represented. Using this as my initial algorithm, I went to the Old UI where you can individually select it (if you have symptoms entered).

The top items were the same antibiotics as above

And the commercial probiotics had the top one being one of those listed above.

This suggests that there is significant convergence in suggestions although a very different path was taken. Adding this to the above consensus, I noticed a few significant shifts:

I extracted a “everyone agrees” food list that is shown below

  • Taraxacum officinale {Dandelion}
  • Petroselinum crispum {Parsley}
  • (2E,4E)-5-(1,3-Benzodioxol-5-yl)-1-(1-piperidinyl)-2,4-pentadien-1-one {Piperine}
  • Citricidal {Grapefruit seed extract}
  • Hibiscus {Rose mallow}
  • Euterpe oleracea {Acai}
  • Myristica fragrans {Nutmeg}
  • Apium graveolens {Celery}
  • Carum carvi {Caraway}
  • Armoracia rusticana {Horseradish}
  • Dysphania ambrosioides {Epazote}
  • Coriandrum sativum {Coriander}
  • Sinapis alba {yellow mustard}
  • Cuminum cyminum {Cumin}
  • Tea tree
  • Garcinia mangostana {Mangosteen}

Bottom Line

Assuming antibiotics are available, I would do the following sequence with 7-10 days of each.

  1. metronidazole [CFS]
  2. Bifidobacterium longum subsp. longum
  3. Vitamin A (Increases B.Longum and E.Coli)
  4. Symbioflor-2
  5. amoxicillin [CFS]
  6. Limosilactobacillus reuteri {L. Reuteri} (No studies found that it is decreased by amoxicillin)
  7. ciprofloxacin [CFS]
  8. Bifidobacterium longum subsp. longum (ciprofloxain increases it)
  9. Mutaflor

While not listed at all in the consensus, I would suggest doing d-ribose concurrently because it increases both E.Coli and Bifidobacterium. It does show up in the under/over representation as a negative with no impact on the other 6 suggestions list — so I would ignore this negative.

As always, no one knows how to precisely fix the microbiome, the above is computed (thus no human bias) to most likely help.